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7212019 International Standards for Newborn Weight Length And Head Circumference by Gestational Age and Sex the Nehellip
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Vol 384 September 6 2014 857
International standards for newborn weight length and
head circumference by gestational age and sex the NewbornCross-Sectional Study of the INTERGROWTH-21st Project
Joseacute Villar Leila Cheikh Ismail Cesar G Victora Eric O Ohuma Enrico Bertino Doug G Altman Ann Lambert Aris T Papageorghiou Maria Carvalho
Yasmin A Jaffer Michael G Gravett Manorama Purwar Ihunnaya O Frederick Alison J Noble Ruyan Pang Fernando C Barros Cameron Chumlea
Zulfiqar A Bhutta Stephen H Kennedy for the International Fetal and Newborn Growth Consortium for the 983090983089st Century (INTERGROWTH-983090983089st )dagger
SummaryBackground In 2006 WHO published international growth standards for children younger than 5 years which arenow accepted worldwide In the INTERGROWTH-21st Project our aim was to complement them by developinginternational standards for fetuses newborn infants and the postnatal growth period of preterm infants
Methods INTERGROWTH-21st is a population-based project that assessed fetal growth and newborn size ineight geographically defined urban populations These groups were selected because most of the health and nutritionneeds of mothers were met adequate antenatal care was provided and there were no major environmental constraintson growth As part of the Newborn Cross-Sectional Study (NCSS) a component of INTERGROWTH-21st Project wemeasured weight length and head circumference in all newborn infants in addition to collecting data prospectivelyfor pregnancy and the perinatal period To construct the newborn standards we selected all pregnancies in womenmeeting (in addition to the underlying population characteristics) strict individual eligibility criteria for a populationat low risk of impaired fetal growth (labelled the NCSS prescriptive subpopulation) Women had a reliable ultrasoundestimate of gestational age using crownndashrump length before 14 weeks of gestation or biparietal diameter if antenatalcare started between 14 weeks and 24 weeks or less of gestation Newborn anthropometric measures were obtainedwithin 12 h of birth by identically trained anthropometric teams using the same equipment at all sites Fractionalpolynomials assuming a skewed t distribution were used to estimate the fitted centiles
Findings We identified 20 486 (35) eligible women from the 59 137 pregnant women enrolled in NCSS betweenMay 14 2009 and Aug 2 2013 We calculated sex-specific observed and smoothed centiles for weight length and
head circumference for gestational age at birth The observed and smoothed centiles were almost identical Wepresent the 3rd 10th 50th 90th and 97th centile curves according to gestational age and sex
Interpretation We have developed for routine clinical practice international anthropometric standards to assessnewborn size that are intended to complement the WHO Child Growth Standards and allow comparisons acrossmultiethnic populations
Funding Bill amp Melinda Gates Foundation
IntroductionIn 1994 the main WHO expert committee on the use andinterpretation of anthropometry recommended the use of
international standards to assess anthropometricmeasures12 To implement these recommendations forinfants and children WHO initiated the MulticentreGrowth Reference Study (MGRS)3 In 2006 this studygenerated WHO Child Growth Standards for childrenyounger than 5 years which are now accepted worldwide45 Two characteristics made the WHO MGRS unique andunprecedented the study included populations fromBrazil Ghana India Norway Oman and the USA and itused a prescriptive approach to select the study populations(inclusion of only breast-fed infants from mothers whodid not smoke and who had minimum environmentalconstraints on growth)6
Aiming to complement the WHO MGRS in 2008 theInternational Fetal and Newborn Growth Consortium for
the 21st Century (INTERGROWTH-21st) launched amulticountry project to develop similar prescriptivestandards for fetuses newborn infants and the postnatal
growth of preterm infants The INTERGROWTH-21st Project was done in eight countries and completed in 20147 One of its three main studies (the Newborn Cross-SectionalStudy) aimed to produce newborn standards forbirthweight length and head circumference at birth Theapproach for the primary analysis8 was based on that usedin the WHO MGRS3 to compare the similarities in skeletalsize and growth of fetuses and newborn infants Theresults of the two studies concur and strongly supportpooling of the eight INTERGROWTH-21st populations toconstruct new international newborn standards
The large number of size charts for use at birth available(104 published since 1990) and their substantial method-ological heterogeneity and limitations (unpublished data)complicate the clinical assessment of a newborn infantrsquos
Lancet 2014 384 857ndash68
See Comment page 833
Joint senior authors
daggerMembers listed at the end of
this paper
Nuffi eld Department of
Obstetrics and Gynaecology
and Oxford Maternal and
Perinatal Health Institute
Green Templeton College
(Prof J Villar MD L C Ismail PhD
E O Ohuma MSc A Lambert PhD
A T Papageorghiou MD
Prof S H Kennedy MD) Centre for
Statistics in Medicine Botnar
Research Centre (E O Ohuma
Prof D G Altman DSc) and
Department of Engineering
Science (Prof A J Noble DPhil)
University of Oxford Oxford UK
Programa de POacutes-GraduaCcedilao em
Epidemiologia Universidade
Federal de Pelotas Pelotas Brazil
(Prof C G Victora MD
Prof F C Barros MD)
Dipartimento di Scienze
Pediatriche e dellrsquoAdolescenza
Cattedra di Neonatologia
Universita degli Studi di Torino
Torino Italy (Prof E Bertino MD)
Faculty of Health Sciences
Aga Khan University Nairobi
Kenya (M Carvalho MD)
Department of Family and
Community Health Ministry
of Health Muscat Oman
(Y A Jaffer MD) University
of Washington School of
Medicine Seattle WA USA
(M G Gravett MD) Nagpur
INTERGROWTH-21st Research
Centre Ketkar Hospital
Nagpur India (M Purwar MD)
Center for Perinatal Studies
Swedish Medical Center
Seattle WA USA
(I O Frederick PhD) School
of Public Health Peking
University Beijing China
(Prof R Pang MD) Programa de
Poacutes-Graduaccedilatildeo em Sauacutede e
Comportamento Universidade
Catoacutelica de Pelotas Pelotas
Brazil (Prof F C Barros) Lifespan
Health Research Center
Boonshoft School of Medicine
7212019 International Standards for Newborn Weight Length And Head Circumference by Gestational Age and Sex the Nehellip
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Vol 384 September 6 2014
nutritional status and make comparisons diffi cult across
populations Available estimates for the prevalence andmortality of small-for-gestational-age babies show thatthese assessments are a major priority for public health9ndash11 The absence of an international standard has been amajor limitation for such estimates because the manyreferences to choose from were derived from individualcountries or regions at particular timepoints Thereforedevelopment of an international standard for newborninfants is important for clinical practice and essential toestimate accurately the prevalence of small-for-gestational-age babies worldwide In this Article wepresent such a set of standards
Methods
Study design and participants
INTERGROWTH-21st is a multicentre multiethnicpopulation-based project done between April 27 2009and March 2 2014 in eight study sites Pelotas BrazilTurin Italy Muscat Oman Oxford UK Seattle WA USAShunyi County in Beijing China the central area ofNagpur India and the Parklands suburb of NairobiKenya7 The primary aim of the project was to studygrowth health nutrition and neurodevelopment from14 weeks of gestation to age 2 years using the sameconceptual framework as the WHO MGRS6 to produceprescriptive growth standards and a new phenotypicclassification for intrauterine growth restriction andpreterm birth syndromes12
The methods have been described in detail elsewhere7 Populations were first selected by geographical locationand then by individual characteristics At the populationlevel we chose an urban area (eg a complete city orcounty or part of a city with clear political or geographicallimits) where most deliveries occurred in health-carefacilities serving pregnant women The areas had to belocated at an altitude of 1600 m or lower women receivingantenatal care had to plan to deliver in these institutionsor in a similar hospital located in the same geographicalarea and there had to be an absence or low levels ofmajor known non-microbiological contamination suchas pollution domestic smoke due to tobacco or cooking
radiation or any other toxic substances assessed duringthe study period for each site with a data collection formdeveloped specifically for the project13 In the eight areaswe selected all institutions providing pregnancy andintrapartum care in which more than 80 of deliveries inthe area occurred We included all newborn infantsdelivered in these institutions over 12 months or untilthe target sample of 7000 babies per site was attainedusing the same standardised data collection formselectronic data management system manuals ofoperation and instruments
To construct the newborn standards we divided allpregnancies in NCSS into two groups on the basis ofindividual characteristics The first named the NCSSprescriptive subpopulation consisted of all pregnancies
and newborn infants of women who met the strict
individual eligibility criteria for those at low risk of fetalgrowth impairment These demographic clinical socialand educational criteria were identical to those used inthe INTERGROWTH-21st Fetal Growth LongitudinalStudy to develop the new prescriptive fetal growthstandards78 We do not consider the second group(composed of all newborn infants from higher-riskpregnancies) further in this Article The individualexclusion criteria are presented elsewhere7 but comprisematernal age younger than 18 years or older than 35 yearsmaternal height shorter than 153 cm body-mass index(BMI) 30 kgmsup2 or higher or lower than 18middot5 kgmsup2current smoker medical history birth of any previousbaby weighing less than 2middot5 kg or more than 4middot5 kg past
two pregnancies ending in miscarriage any previousstillbirth or neonatal death or congenital malformation
To be included in the NCSS prescriptive subpopulationin addition to meeting individual clinical and demographiccriteria women needed a reliable ultrasound estimate ofgestational age from a measurement of crownndashrumplength before 14 weeks of gestation or biparietal diameterwhen antenatal care started between 14 and 24 weeks ofgestation All participating hospitals agreed to a policy ofroutinely estimating gestational age by ultrasound after astrict standardised protocol When ultrasound estimationwas made after 24 weeks of gestation which occurred inonly 8middot2 of women it was only accepted as reliable ifany difference between this estimated gestational age andthe one based on the last menstrual period was 7 days orless14 We also recommended a policy of a more liberal useof delayed cord clamping1516 which was implemented inthe facilities where most births occurred However uptakewas lower in hospitals with many private obstetriciansand some clinicians expressed concerns about theincreased risk of neonatal jaundice and delayed neonatalcare No information was available at the individualpatient level
The INTERGROWTH-21st Project was approved by theOxfordshire Research Ethics Committee ldquoCrdquo (reference08H0606139) the research ethics committees of theindividual participating institutions and the corresponding
regional or national health authorities where the projectwas done We obtained institutional consent to useroutinely collected data and women gave oral consent
ProceduresNCSS anthropometric teams who were speciallyrecruited trained and standardised for the studyexclusively obtained the anthropometric measures of thenewborn infants The teams took measurements within12 h of birth using identical equipment that we providedto all sitesmdashan electronic scale (Seca Hangzhou China)for birthweight a specially designed Harpendeninfantometer (Chasmors London UK) for recumbentlength and a metallic non-extendable tape (Chasmors)for head circumference17 The equipment which was
Wright State University
Dayton OH USA
(Prof C Chumlea PhD) Division
of Women and Child Health
The Aga Khan University
Karachi Pakistan
(Prof Z A Bhutta PhD) and
Center for Global Health
Hospital for Sick Children
Toronto ON Canada
(Prof Z A Bhutta)
Correspondence to
Prof Jos eacute Villar Nuffi eld
Department of Obstetrics and
Gynaecology University of
Oxford John Radcliffe Hospital
Oxford OX3 9DU UK
josevillarobs-gynoxacuk
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Vol 384 September 6 2014 859
calibrated twice a week was selected for accuracy
precision and robustness as shown in previous studies
18
Measurement procedures were standardised on thebasis of WHO recommendations to ensure maximumvalidity18 During the standardisation sessions theintraobserver and interobserver error of measurementvalues for recumbent length ranged from 0middot3 to 0middot5 cmand those for head circumference ranged from 0middot3 to0middot4 cm Each measurement was collected independentlyby two study anthropometrists19 If the difference betweenthe two measurements exceeded the maximum allowabledifference (birthweight 5 g length 7 mm and headcircumference 5 mm) then both observers independentlyretook that measurement a second time and if necessarya third time
The training standardisation monitoring processesand quality control methods used across all sites aredescribed in detail elsewhere1719 Neonatal clinicalpractices (including those for care in neonatal intensivecare units and for feeding) were standardised across sitesto follow a basic package of internationally acceptedevidence-based practices following an agreed protocoladopted by the projectrsquos neonatal study group andpromoted across all participating hospitals20
The data processing and management systems aredescribed in detail elsewhere21 All documentation used inthe INTERGROWTH-21st Project was tested locally andintroduced into the specially developed online electronicdata entry cleaning and management system hosted byMedSciNet Data were entered locally directly onto theweb-based system and we used the average values of therepeated anthropometric measures The percentage oftimes that measurements were taken only once was 2middot4for birthweight 0middot1 for length and 1middot0 for headcircumference In this small number of cases we used thatmeasure in the analysis During data cleaning we excluded75 measures (17 for birthweight 26 for length and 32 forhead circumference) because they were either implausiblewithin each study sitersquos distribution or they were notwithin five SDs of the mean of the overall gestational-age-specific values We excluded 15 newborn infants whosegestational age was older than 44 weeks of gestation
Statistical analysisTo select the statistical methods to construct ourstandards we used the same strategy as the WHOMGRS22 complemented by published work2324 and oursystematic review of neonatal charts We explored thefollowing four methods first a mean and SD methodusing fractional polynomials25 second a lambda (λ)mu (micro) and sigma (σ LMS) method26ndash28 which assumes apower transformation at each gestational age to removeskewness making the data approximately normallydistributed third an LMST29 (ie lambda mu sigmaassuming Box-Cox t distribution) method which assumesa shifted and scaled (truncated) t distribution to takeaccount of skewness and leptokurtosis and fourth a
LMSP30 (lambda mu sigma assuming Box-Cox power
exponential distribution) method which takes account ofskewness platykurtosis and leptokurtosis The LMSTand LMSP methods are extensions of the LMS methodthat model skewness and kurtosis for situations in whichthe Box-Cox transformation cannot transform data closeto normality
The mean and SD method using fractional polynomialsis based on the assumption of a normal distribution Thegeneralised additive models for location scale and shapeframework (GAMLSS)3132 provides the option of fittingvarious distributions other than the normal (skewed andkurtotic distributions) and modelling other parameters ofa distribution that determine scale and shape usingfractional polynomials Furthermore we assessed
three smoothing techniques fractional polynomials25 cubic splines33 and penalised splines34 Our aim was toproduce centiles that change smoothly with gestational ageand that maximise simplicity without compromisingmodel fit To select the best model to construct thestandards we first identified the best model within a classof models (ie two three and four parameter models) andthen chose the best model across different classes ofmodels (ie fractional polynomials LMS LMST and LMSPmethods) We used the Akaike information criterion andBayesian information criterion to compare models withinand across different classes of models35 We calculated thebest model across different classes in an add-up stepwiseform starting from the simplest class of models
We selected the skew t distribution (type 3)36 withfour parameters (μ σ υ and τ) as the most appropriatedistribution to construct the curves for birthweight lengthand head circumference We used fractional polynomials tofit models to the three anthropometric measures usingtwo powers for the mean and one for the SD while keepingthe skewness and kurtosis values constant In all cases weapplied the fractional polynomial smoothing techniqueNone of the LMS LMST and LMSP methods gave anoticeable improvement compared with our chosenapproach We fitted all models separately for boys and girlsWe required at least 50 observations for each gestationalage to construct the standards This criterion resulted in
33 weeks as the lower limit Hence we excluded 112 babiesGoodness-of-fit was evaluated to inform the decision
about whether or not to select a more complex modelThis evaluation incorporated both visual inspection ofoverall model fit using quantile-quantile plots of theresiduals detrended quantile-quantile plots of theresiduals (worm plot)37 and the Q statistic for a particulargestational age range38 to identify regions (intervals) ofthe explanatory variable within which the model did notadequately fit the data plots of residual versus fittedvalues and the distribution of fitted Z scores acrossgestational ages
All models and goodness-of-fit assessments were fittedwith R statistical software39 using the GAMLSSframework3132 All graphics were produced using Stata
For the protocol see httpwww
medscinetnetIntergrowth
patientinfodocsNeonatal20
Manual20Finalpdf
For the MedSciNetrsquos website see
httpmedscinetcom
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Vol 384 September 6 2014
software (version 112) Tables containing means and SDs
centile values and Z scores for boys and girls expressedin completed weeks of gestation (as recommended byWHO International Statistical Classification of Diseasesand Related Health Problems 10 [ICD-10]) and printablecharts will be available free by December 2014 on theINTERGROWTH-21st Project website A method tocalculate the individual centiles and Z scores by gestationalage (in exact weeks and days) for boys and girls will bemade available free on the same website
Role of the funding sourceThe funders of the study had no role in study design datacollection data analysis data interpretation or writing ofthe report All authors had access to the data and all authors
made the decision to submit the paper for publication
ResultsBetween May 14 2009 and Aug 2 2013 we enrolled59 137 pregnant women at the eight sites of whom6056 did not have a reliable estimate of gestational ageand 910 had multiple pregnancies Of the remaining52 171 women 20 486 (35 of the total NCSS population)met the individual clinical and demographic eligibilitycriteria for the standards presented here had a reliableultrasound estimate of gestational age and deliveredone live baby without a congenital malformation These20 486 newborn infants are the NCSS prescriptivesubpopulation The most common reasons forineligibility (although some women might have morethan one reason) were maternal age younger than18 years or older than 35 years (7929 women 25)maternal height shorter than 153 cm (5932 19) BMI30 kgmsup2 or higher (6579 21) or lower than 18middot5 kgmsup2(2923 9) current smoker (2478 8) medical history(8406 26) birth of any previous baby weighing lessthan 2middot5 kg or more than 4middot5 kg (2310 7) pasttwo pregnancies ending in miscarriage (1785 6) anyprevious stillbirth or neonatal death (1077 3) orcongenital malformation (287 1)
The contribution of each site to the subpopulation usedin this analysis ranged from 5 (1027 women) for the
USA to 18 (3702) from Kenya (table 1) thethree high-income countries represented 31 ofthe sample (14 from the UK 12 from Italy and 5from the USA) China contributed 17 of the populationwith 12 from India and 14 from Oman (table 1)Differences in each countryrsquos contribution to this NCSSprescriptive subpopulation reflect the different riskprofiles of the populationsmdashie inner-city Seattle andPelotas had fewer eligible women (16 and 24respectively) than had Shunyi County Beijing (48) theParklands suburb of Nairobi (48) Oxford (36) orMuscat (37) 32 of women from central Nagpur and29 of women from Turin were eligible
A detailed description of each of these studypopulations has been presented elsewhere8 At baseline
the groups at the eight sites were as expected similar
because the same inclusion criteria were used Howeverwe note some differences in maternal size mothersfrom India were the shortest and those from the UK andthe USA were the tallest UK mothers were the heaviestand Indian mothers the lightest However maternalBMI values were similar across all sites The meanmaternal age was 28middot0 (SD 4middot0) years most womenwere married or in cohabitation educationalachievement was high at all sites Two-thirds of womenwere nulliparous (table 1)
Table 1 also shows pregnancy and perinatal events bysite and for the total population As expected there wasvariability across the sites but all indicators for mortalityand morbidity were consistent with the populationsrsquo
status as healthy and well nourishedmdasheg pre-eclampsiarate was 1middot2 (ranging from 3middot5 in the UK to 0middot2 inIndia) Rates for spontaneous initiation of labour and forcaesarean section differed substantially because of wellrecognised variations in clinical practice in thesecountries Brazil had the highest caesarean section rate(65) and Oman (14) and the UK (18) had the lowestrate The overall preterm birth (lt37 weeks of gestation)rate was 5middot5 (ranging from 10middot0 in India to 3middot4 inthe UK) The preterm birth rate after spontaneousinitiation of labour was 3middot1 overall (ranging from 5middot0in Brazil to 1middot9 in the UK) For term babies the overallmean birthweight was 3middot3 (SD 0middot5) kg length49middot3 (1middot8) cm and head circumference 33middot9 (1middot3) cm
51middot2 of newborn babies were boys (ranging from49middot7 in Italy to 53middot2 in the USA) Neonatal mortalityup to hospital discharge was very low overall and persite and 88 (ranging from 73 in Italy to 99 inIndia) of newborn infants were discharged fromhospital being exclusively breastfed These patterns allprovide confirmatory evidence of the adequate healthand nutritional status of the study population asrequired for the construction of standards for neonatalmeasures of growth
We assessed similarities between smoothed centilescurves (3rd 50th and 97th centiles) estimated usingfractional polynomials and the observed centiles by
superimposing them by gestational age Figure 1 showsthe individual values observed and smoothed centilesfor birthweight length and head circumference forgestational age showing almost identical values withvery few exceptions at the lower end of the gestationalage distribution in which only a small number ofindividual measures could be mademdasheg at the 3rdcentile for length at 34ndash35 weeks of gestation
Overall the average differences in absolute valuesbetween smoothed and observed centiles weresmallmdash45middot2 g in boys and 39middot8 g in girls for birthweight(figure 1A) 0middot22 cm in boys and 0middot18 cm in girls forlength (figure 1B) and 0middot13 cm in boys and 0middot12 cm ingirls for head circumference (figure 1C) Considering thedirection of the variation the average differences between
For the INTERGROWTH website
see httpwwwintergrowth21
org
7212019 International Standards for Newborn Weight Length And Head Circumference by Gestational Age and Sex the Nehellip
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Vol 384 September 6 2014 861
the smoothed and observed centiles independent of sex
were negligiblemdash0middot71 g for birthweight 0middot02 cm forlength and 0middot001 cm for head circumferenceFigure 2 shows the 3rd 10th 50th 90th and 97th
smoothed centile curves for birthweight length andhead circumference according to gestational age and sexwhich represent the international standards for newborn
infants For length and head circumference the pattern
of growth increased steadily from 33 weeks of gestationonwards The curves for birthweight show a faster overallincrease as gestational age increases Table 2 table 3 andtable 4 present the values for these centiles according togestational age and sex Overall boys were heavierlonger and had larger head circumferences than girls
Brazil
(n=1595)
China
(n=3551)
India
(n=2493)
Italy
(n=2358)
Kenya
(n=3702)
Oman
(n=2821)
UK
(n=2939)
USA
(n=1027)
Total
(n=20 486)
Maternal age (years) 26middot4 (4middot8) 26middot3 (3middot0) 27middot5 (3middot3) 29middot9 (4middot0) 28middot8 (3middot5) 26middot9 (4middot0) 29middot1 (4middot3) 29middot5 (3middot9) 28middot0 (4middot0)
Maternal height (cm) 162middot5 (5middot4) 161middot7 (4middot5) 157middot6 (3middot3) 163middot3 (5middot6) 162middot3 (5middot5) 158middot8 (4middot1) 165middot3 (6middot1) 164middot8 (6middot2) 161middot8 (5middot6)
Maternal weight (kg) 63middot2 (8middot4) 58middot8 (7middot6) 57middot0 (7middot7) 60middot4 (7middot9) 63middot6 (8middot5) 60middot7 (8middot5) 64middot4 (8middot8) 63middot7 (9middot0) 61middot3 (8middot6)
Maternal body-mass
index (kgmsup2)
23middot9 (2middot8) 22middot5 (2middot7) 22middot9 (2middot9) 22middot6 (2middot6) 24middot1 (2middot9) 24middot1 (3middot1) 23middot5 (2middot8) 23middot4 (2middot8) 23middot4 (2middot9)
Gestational age at first
visit (weeks)
14middot0 (5middot8) 16middot2 (5middot4) 14middot3 (7middot5) 13middot1 (3middot6) 17middot1 (7middot9) 15middot2 (5middot7) 13middot2 (3middot1) 12middot0 (4middot0) 14middot8 (6middot0)
Years of formal
education
11middot3 (3middot6) 13middot9 (1middot9) 16middot2 (1middot3) 13middot7 (3middot8) 14middot9 (2middot3) 13middot2 (2middot8) 16middot0 (3middot0) 16middot5 (3middot2) 14middot2 (3middot0)
Haemoglobin
concentration before15 weeksrsquo gestation (gL)
123 (9) 133 (10) 112 (11) 129 (10) 125 (14) 117 (11) 125 (9) 126 (9) 123 (12)
Married or cohabiting
()
1468 (92middot0) 3548 (99middot9) 2485 (99middot7) 2327 (98middot7) 3525 (95middot2) 2821 (100) 2762 (94middot0) 941 (91middot6) 19 877 (97middot0)
Nulliparous () 998 (62middot6) 3320 (93middot5) 1719 (69middot0) 1472 (62middot4) 1877 (50middot7) 1228 (43middot5) 1753 (59middot6) 629 (61middot2) 12 996 (63middot4)
Pre-eclampsia () 23 (1middot4) 49 (1middot4) 6 (0middot2) 13 (0middot6) 40 (1middot1) 8 (0middot3) 102 (3middot5) 15 (1middot5) 256 (1middot2)
Pyelonephritis () 25 (1middot6) 0 0 4 (0middot2) 16 (0middot4) 3 (0middot1) 2 (0middot1) 4 (0middot4) 54 (0middot3)
Maternal sexuallytransmitted infection
()
20 (1middot3) 0 0 8 (0middot3) 2 (0middot1) 0 2 (0middot1) 36 (3middot5) 68 (0middot3)
Spontaneous initiation
of labour ()
850 (53middot3) 1390 (39middot1) 1528 (61middot3) 1985 (84middot2) 2482 (67middot0) 2494 (88middot4) 2025 (68middot9) 716 (69middot7) 13 470 (65middot8)
PPROM (lt37 weeks ) 62 (3middot9) 65 (1middot8) 48 (1middot9) 24 (1middot0) 47 (1middot3) 35 (1middot2) 37 (1middot3) 20 (1middot9) 338 (1middot6)
Caesarean section () 1040 (65middot2) 2077 (58middot5) 1516 (60middot8) 488 (20middot7) 1187 (32middot1) 395 (14middot0) 513 (17middot5) 236 (23middot0) 7452 (36middot4)
NICU admission longer
than 1 day ()
143 (9middot0) 438 (12middot3) 93 (3middot7) 56 (2middot4) 143 (3middot9) 152 (5middot4) 108 (3middot7) 51 (5middot0) 1184 (5middot8)
Preterm birth(lt37 weeks )
143 (9middot0) 212 (6middot0) 250 (10middot0) 83 (3middot5) 154 (4middot2) 145 (5middot1) 100 (3middot4) 49 (4middot8) 1136 (5middot5)
Preterm birth afterspontaneous onset of
labour ()
79 (5middot0) 87 (2middot5) 111 (4middot5) 55 (2middot3) 91 (2middot5) 113 (4middot0) 57 (1middot9) 41 (4middot0) 634 (3middot1)
Term low birthweight
(lt2500 g )
31 (1middot9) 22 (0middot6) 222 (8middot9) 50 (2middot1) 134 (3middot6) 126 (4middot5) 49 (1middot7) 17 (1middot7) 651 (3middot2)
All low birthweight(lt2500 g )
92 (5middot8) 75 (2middot1) 338 (13middot6) 91 (3middot9) 206 (5middot6) 183 (6middot5) 100 (3middot4) 44 (4middot3) 1129 (5middot5)
Neonatal mortality () 4 (0middot3) 0 4 (0middot2) 0 9 (0middot2) 4 (0middot1) 0 1 (0middot1) 22 (0middot1)
Boys () 823 (51middot6) 1861 (52middot4) 1287 (51middot6) 1173 (49middot7) 1850 (50middot0) 1471 (52middot2) 1471 (50middot1) 546 (53middot2) 10 482 (51middot2)
Exclusive breastfeedingat hospital discharge ()
1499 (94middot0) 2870 (80middot8) 2455 (98middot5) 1720 (72middot9) 3616 (97middot7) 2736 (97middot0) 2281 (77middot6) 815 (79middot4) 17 992 (87middot8)
Mother admitted tointensive care unit ()
3 (0middot2) 2 (0middot1) 1 7 (0middot3) 5 (0middot1) 18 (0middot6) 1 1 (0middot1) 38 (0middot2)
Term birthweight (kg) 3middot3 (0middot4) 3middot4 (0middot4) 2middot9 (0middot4) 3middot3 (0middot4) 3middot3 (0middot4) 3middot1 (0middot4) 3middot5 (0middot5) 3middot4 (0middot5) 3middot3 (0middot5)
Term birthlength (cm) 49middot0 (1middot7) 49middot7 (1middot6) 48middot6 (1middot8) 49middot4 (1middot7) 49middot1 (1middot8) 49middot0 (1middot8) 49middot9 (1middot9) 49middot9 (2middot2) 49middot3 (1middot8)
Term birth headcircumference (cm)
34middot2 (1middot2) 33middot6 (1middot2) 33middot1 (1middot1) 34middot0 (1middot2) 34middot2 (1middot2) 33middot6 (1middot1) 34middot5 (1middot3) 34middot5 (1middot4) 33middot9 (1middot3)
Only includes pregnancies leading to one livebirth birth and no congenital malformations All values are means (SD) for continuous variables and absolute numbers (percentages) for categorical variables
PPROM=preterm pre-labour rupture of membranes NICU=neonatal intensive care unit Term indicates all babies born at 37 weeksrsquo gestation or later
Table 983089 Maternal baseline characteristics perinatal events and newborn baby measures
7212019 International Standards for Newborn Weight Length And Head Circumference by Gestational Age and Sex the Nehellip
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0middot5
1middot5
2middot5
3middot5
4middot5
5middot5
36
40
44
48
52
56
26
28
30
32
34
40
38
36
B i r t h w e i g h t ( k g )
A Birthweight
Birth length
Head circumference
GirlsBoys
GirlsBoys
GirlsBoys
L e n g t h ( c m )
B
33 34 35 36 37 38 39 40 41 42 43
H e a d c i r c u m f e r e n c e ( c m )
Gestational age (weeks)
C
33 34 35 36 37 38 39 40 41 42 43
Gestational age (weeks)
33 34 35 36 37 38 39 40 41 42 43
Gestational age (weeks)
33 34 35 36 37 38 39 40 41 42 43
Gestational age (weeks)
33 34 35 36 37 38 39 40 41 42 43
Gestational age (weeks)
33 34 35 36 37 38 39 40 41 42 43
Gestational age (weeks)
Figure 983089 Fitted 3rd 50th
and 97th smoothed centile
curves (blue lines) for (A)
birthweight (B) birth
length and (C) head
circumference according to
gestational age
Shows empirical values for
each week of gestation
(red circles) and the actual
observations (grey circles)
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Vol 384 September 6 2014 863
0middot5
1middot5
2middot5
3middot5
4middot5
5middot5
36
40
44
48
52
56
26
28
30
32
34
40
38
36
B i r t h w e i g h t ( k g )
A Birthweight
Birth length
Head circumference
GirlsBoys
GirlsBoys
GirlsBoys
L e n g t h ( c m )
B
33 34 35 36 37 38 39 40 41 42 43
H e a d c i r c u m f e r e n c e ( c m )
Gestational age (weeks)
C
33 34 35 36 37 38 39 40 41 42 43
Gestational age (weeks)
33 34 35 36 37 38 39 40 41 42 43
Gestational age (weeks)
33 34 35 36 37 38 39 40 41 42 43
Gestational age (weeks)
33 34 35 36 37 38 39 40 41 42 43
Gestational age (weeks)
33 34 35 36 37 38 39 40 41 42 43
Gestational age (weeks)
Figure 983090 The 3rd 10th 50th
90th and 97th smoothed
centile curves for (A)
birthweight (B) birth
length and (C) head
circumference according to
gestational age
7212019 International Standards for Newborn Weight Length And Head Circumference by Gestational Age and Sex the Nehellip
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Vol 384 September 6 2014
Boys Girls
Number of
observations
Centiles for birthweight (kg) Number of
observations
Centiles for birthweight (kg)
3rd 10th 50th 90th 97th 3rd 10th 50th 90th 97th
33 weeks 34 1middot18 1middot43 1middot95 2middot52 2middot82 17 1middot20 1middot41 1middot86 2middot35 2middot61
34 weeks 48 1middot45 1middot71 2middot22 2middot79 3middot08 65 1middot47 1middot68 2middot13 2middot64 2middot90
35 weeks 128 1middot70 1middot95 2middot47 3middot03 3middot32 114 1middot71 1middot92 2middot38 2middot89 3middot16
36 weeks 323 1middot93 2middot18 2middot69 3middot25 3middot54 293 1middot92 2middot14 2middot60 3middot12 3middot39
37 weeks 857 2middot13 2middot38 2middot89 3middot45 3middot74 803 2middot11 2middot33 2middot80 3middot32 3middot60
38 weeks 2045 2middot32 2middot57 3middot07 3middot63 3middot92 1802 2middot28 2middot50 2middot97 3middot51 3middot78
39 weeks 3009 2middot49 2middot73 3middot24 3middot79 4middot08 2869 2middot42 2middot65 3middot13 3middot66 3middot94
40 weeks 2568 2middot63 2middot88 3middot38 3middot94 4middot22 2523 2middot55 2middot78 3middot26 3middot80 4middot08
41 weeks 1179 2middot76 3middot01 3middot51 4middot06 4middot35 1195 2middot65 2middot89 3middot37 3middot92 4middot20
42 weeks 206 2middot88 3middot12 3middot62 4middot17 4middot46 224 2middot74 2middot98 3middot46 4middot01 4middot30
Total 10 397 middotmiddot middotmiddot middotmiddot middotmiddot middotmiddot 9905 middotmiddot middotmiddot middotmiddot middotmiddot middotmiddot
Table 983090 Smoothed centiles for birthweight of boys and girls according to gestational age
Boys Girls
Number of
observations
Centiles for length (cm) Number of
observations
Centiles for length (cm)
3rd 10th 50th 90th 97th 3rd 10th 50th 90th 97th
33 weeks 33 39middot69 41middot09 43middot81 46middot55 47middot97 17 39middot79 41middot01 43middot39 45middot70 46middot85
34 weeks 48 41middot05 42middot38 44middot98 47middot59 48middot94 65 41middot04 42middot22 44middot55 46middot79 47middot92
35 weeks 128 42middot26 43middot54 46middot03 48middot53 49middot82 111 42middot14 43middot30 45middot57 47middot76 48middot86
36 weeks 320 43middot36 44middot58 46middot97 49middot38 50middot62 292 43middot13 44middot26 46middot48 48middot62 49middot69
37 weeks 849 44middot34 45middot52 47middot82 50middot14 51middot34 799 44middot01 45middot11 47middot29 49middot39 50middot44
38 weeks 2031 45middot22 46middot37 48middot59 50middot83 51middot99 1786 44middot79 45middot88 48middot01 50middot07 51middot10
39 weeks 2983 46middot02 47middot13 49middot29 51middot46 52middot59 2846 45middot49 46middot56 48middot65 50middot68 51middot69
40 weeks 2531 46middot75 47middot83 49middot92 52middot03 53middot13 2486 46middot12 47middot17 49middot23 51middot23 52middot22
41 weeks 1146 47middot41 48middot46 50middot50 52middot56 53middot62 1180 46middot68 47middot72 49middot75 51middot72 52middot70
42 weeks 202 48middot01 49middot04 51middot03 53middot03 54middot07 218 47middot19 48middot21 50middot22 52middot15 53middot12
Total 10 271 middotmiddot middotmiddot middotmiddot middotmiddot middotmiddot 9800 middotmiddot middotmiddot middotmiddot middotmiddot middotmiddot
Table 983091 Smoothed centiles for birth length of boys and girls according to gestational age
Boys Girls
Number of
observations
Centiles for head circumference (cm) Number of
observations
Centiles for head circumference (cm)
3rd 10th 50th 90th 97th 3rd 10th 50th 90th 97th
33 weeks 33 28middot25 29middot11 30middot88 32middot71 33middot62 17 27middot92 28middot76 30middot46 32middot24 33middot14
34 weeks 48 28middot93 29middot76 31middot47 33middot23 34middot11 65 28middot64 29middot44 31middot08 32middot78 33middot65
35 weeks 127 29middot56 30middot37 32middot02 33middot73 34middot58 111 29middot28 30middot06 31middot64 33middot28 34middot12
36 weeks 322 30middot15 30middot93 32middot53 34middot19 35middot02 293 29middot87 30middot62 32middot14 33middot74 34middot55
37 weeks 848 30middot69 31middot46 33middot02 34middot63 35middot43 798 30middot40 31middot13 32middot61 34middot15 34middot94
38 weeks 2032 31middot21 31middot95 33middot47 35middot04 35middot83 1783 30middot88 31middot59 33middot03 34middot53 35middot30
39 weeks 2985 31middot69 32middot42 33middot90 35middot44 36middot20 2849 31middot32 32middot01 33middot41 34middot88 35middot62
40 weeks 2532 32middot15 32middot86 34middot31 35middot81 36middot56 2486 31middot72 32middot39 33middot76 35middot19 35middot92
41 weeks 1147 32middot58 33middot28 34middot70 36middot17 36middot91 1180 32middot08 32middot74 34middot08 35middot48 36middot19
42 weeks 204 32middot99 33middot68 35middot07 36middot52 37middot24 218 32middot41 33middot06 34middot37 35middot74 36middot44
Total 10 278 middotmiddot middotmiddot middotmiddot middotmiddot middotmiddot 9800 middotmiddot middotmiddot middotmiddot middotmiddot middotmiddot
Table 983092 Smoothed centiles for head circumference of boys and girls according to gestational age
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Because some variability existed in the number of
women that each study site contributed to the totalpopulation we did predetermined sensitivity analyses toassess the effects of excluding country-specific data onour overall standards These separate exclusions had anegligible effect
DiscussionThe INTERGROWTH-21st Project aimed to produce forthe first time (panel) international standards fornewborn size for each gestational age based on data fromits NCSS subpopulation which conformed at populationand individual levels to the prescriptive approach used inthe WHO MGRS3 These new standards are consideredto be a conceptual and practical link to WHO Child
Growth Standards which have been adopted by morethan 125 countries worldwide4041 They will bridge gaps inclinical and population assessments42 for fetusesneonatal babies and infants through provision of similarinstruments to monitor child growth seamlessly fromearly pregnancy to age 5 years and to screen for stuntingand wasting Later in 2014 we will provide on The Lancet rsquoswebsite and through the INTERGROWTH-21st Projectwebsite and the Global Health Network software forclinical and epidemiological use free of charge includingan app to calculate Z scores and centiles
We believe these standards are unique because in thestudy protocol we deliberately addressed most of theimportant limitations that were previously identified4344 First the standards are prescriptivemdashie they describeoptimum size in newborn infants without congenitalabnormalitiesmdashwhereas reference charts describe onlynewborn infant size at a given place and time whichmight be several decades in the past Thus thestandards were constructed with use of data collectedspecifically for that purpose from populations selectedon the basis of their socioeconomic health andnutritional status creating a low-risk environment forfetal growth impairment Second the standards arepopulation-based multiethnic multicountry andsex-specific and they arise from a prospective study Wehave shown (using several analytical strategies) that the
eight populations were consistently similar and couldbe pooled to create the standards8 Third severalprocesses were applied across all eight study sitesmdasheguniform research methods and one protocol forgestational age estimation by ultrasound for allparticipants plus standardised identical equipmenttraining a centralised electronic data managementsystem and close monitoring of staff which to ourknowledge have never before been attempted inperinatal research Fourth the analytical approachfollowed that of the WHO MGRS in terms of how topresent the observed and smoothed data and explorethe best fitting model with an a-priori strategy 22 Thedata are reported according to completed weeks ofgestation (WHO ICD-10) as smoothed centiles which
were shown to be consistent with the raw data
increasing confidence in the curves that we producedFifth we present centiles for birthweight length andhead circumference by sex and gestational age based ona prescriptive approach that are integrated with thecorresponding fetal growth standards
This prescriptive approach required us to selectpopulations at low risk of fetal growth impairment andwithin these populations select healthy well-nourishedwomen who were receiving adequate antenatal care andwhose pregnancies were not complicated by any majorclinical problems The samples represented 34middot6 of thetotal NCSS population indicating that we did not select agroup with low external validity to the populations inwhich the standards will be used Nevertheless the study
population did have a very low rate (5middot5) of pretermbirth (births before 37 weeks of gestation) mostlyconsisting of late preterm birthsmdashie after 34 weeks ofgestation and before 37 weeks of gestation and a very lowrate of low birthweight in term babies (3middot2) Thepreterm birth rate in our study is similar to that recentlyreported for European countries45 providing furtherevidence that our study population was genuinely low-risk The caesarean section rate noted in these populationsis higher than would be expected for their level of riskbut it is consistent with worldwide trends46
The women whose babies contributed to the constructionof the standards reported here were selected on the basisthat they were living in environments in which exposure torisk factors known to affect fetal growth was as low as
Panel Research in context
Systematic review
We did a systematic review of all charts and references published since 1990 that aimed to
evaluate anthropometric measures of newborn infants We searched PubMed Medline
Embase CINAHL LILACS and Google Scholar using MeSH terms related to infants at birth
(ldquoneonaterdquo OR ldquonewbornrdquo OR ldquofetal growthrdquo OR ldquointrauterine growthrdquo) anthropometric
variables (ldquoweightrdquo OR ldquolengthrdquo OR ldquohead circumferencerdquo OR ldquoBMIrdquo OR ldquoponderal indexrdquo)
distribution of the variable (ldquopercentilesrdquo OR ldquocentilesrdquo OR ldquocurvesrdquo OR ldquochartsrdquo) and
ldquogestational agerdquo while omitting ldquovelocityrdquo to exclude longitudinal fetal growth studies
We examined the references of retrieved full-text articles for additional articles We
included studies published between Jan 1 1990 and Dec 31 2012 (updated up to April2014) with the main aim of creating neonatal anthropometric charts No language
restriction was applied We identified 104 relevant studies of varying quality and size (data
not shown) The substantial methodological heterogeneity and the large number of charts
available complicate the clinical assessment of a newborn infantrsquos nutritional status and
make comparisons diffi cult across populations Therefore international standards for
newborn size were needed
Interpretation
We present international sex-specific standards for weight length and head circumference
for gestational age at birth that complement the available WHO Child Growth Standards
and allow comparisons across populations The international standard for length at birth
for gestational age in particular when incorporated into routine neonatal care will provide
a method for the early diagnosis of stunting which can be then be monitored during
infancy and childhood using the corresponding WHO Child Growth Standards
For the Global Health Network
website see httptghnorg
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Articles
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Vol 384 September 6 2014
possible and that they themselves were healthy non-obese
and without any factors or disorders that would affect fetalgrowth Hence the standards characterise optimum fetalgrowthmdashie they describe how fetuses everywhere shouldgrow when there are minimum constraints The standardsare universal and independent of time they are notintended to be representative of a given population orregion at a given time as opposed to a reference and theycan be used to assess the size of newborn infantsirrespective of ethnicity locality socioeconomic status orhealth-care provision The standards complement theWHO Child Growth Standards which were also derivedfrom six populations of babies born to healthynon-smoking women with low rates of obesity3
A shortcoming of studying such a low-risk group is that
there were relatively few early preterm births despite thelarge sample size hence we had to limit the range of thestandards by setting the lower limit of the curves to thoseborn at 33 weeks of gestation It might not be feasible toconstruct standards for very preterm newborn infants(lt33 weeks of gestation) using such a strictly definedsubpopulation of preterm babies who are at higher risk ofintrauterine growth restriction and other major pregnancyand neonatal complications We have discussed this issuepreviously47 in the context of how to select a pretermpopulation for the construction of postnatal growthstandardsmdashie which baby could be considered a healthypreterm We have recommended criteria to selectuncomplicated preterm birthsmdashie those without severeneonatal disorders (other than those expectedphysiologically because of their degree of immaturity)mdashtoconstruct a reference chart for healthy very pretermnewborn infants
With regard to implementation of the new standardstwo limitations have to be considered that apply to anyevaluation of size the cross-sectional nature of the studypopulation and the use of statistics-based cutoff points todefine small-for-gestational-age babies rather thanimpaired fetal growth These limitations are moreapparent when using birthweight alone or when assessingpreterm birth for which present reference charts arereported to have poorer sensitivity for the detection of
small-for-gestational age babies than for the assessmentof term babies48 There is no ideal solutionmdashbecause weare constructing size (rather than growth) standards eachchild was only measured at birth For babies at gestationalages less than 33 weeks a complementary clinicalapproach would be to estimate fetal weight at eachgestational age by ultrasound examination of well datedhealthy pregnant women whose fetuses remained inutero until term This strategy would allow constructionof estimated fetal weight charts for healthy preterminfants and allow comparisons between the estimatedfetal weight by ultrasound and the actual newborn weightmeasured for healthy preterm births49 Such analyses arebeing done with the dataset and will be the subject of afuture report We have provided several centiles and will
provide corresponding equations and Z scores to calculate
others as needed The decision about which cutoff pointto use depends on several issues related to the clinicalresources available for local care or referral of at-risknewborn babies and to risk factors associated with thepopulation where the standards are used Thesestatistic-based cutoffs ideally should be replaced byperinatal risk-based cutoff points so as to design anevidence-based triage for neonatal care
Comparisons with local reference charts currently in useare very diffi cult because not only are there a large numberof them (we identified 104 in our systematic review) butthey have methodological limitations including poorstandardisation of equipment and measurement methodsused in the primary outcome variables the unreliability of
gestational age estimates and unselected populationsstudied In addition our international standards are notintended for comparison with these references but tocomplement the WHO Child Growth Standards3 whichstart at birth but only include term newborn infantsmdashiethey are not gestational age specific at birth Adoption ofthe international standards presented here is likely to affectglobal estimates of the number of babies who are small forgestational age but assessment of the direction and size ofthese changes is beyond the scope of this Article
A key conceptual and practical issue was to show that thepopulations in INTERGROWTH-21st Project and WHOChild Growth Standards34 were comparable Thiscomparability was to be expected because we selected thegroups using the same population and individual criteriaand we used the same methods and equipment for allmeasurements and analyses Therefore it is important toemphasise that when the two studies overlap (ie termnewborn infants) the means and SDs for the mainanthropometric measures are almost identicalmdashthe meanbirthweight of babies older than 37 weeks of gestation inour study population was 3middot3 (0middot5) kg and it was 3middot3 (0middot5)kg in the WHO MGRS50 The data for the mean length inour population was 49middot3 cm (1middot8 cm) and 49middot5 cm(1middot9 cm) in WHOrsquos population50 For head circumferencethe mean and SD in our study was 33middot9 (1middot3) cm versus34middot2 (1middot3) cm in the MGRS50
Finally the international standard for length at birth forgestational age incorporates for the first time into routineneonatal care a method for the early diagnosis of stuntingthat can be then monitored during infancy and childhoodusing the corresponding WHO Child Growth StandardsThis strategy is in the context of the global efforts toreduce stunting during the first 1000 days a recognisedimportant period for growth and development5152 Thisprocedure will need some adaptation to the routine care ofnewborn infants but our extensive experience ofmeasuring newborn length supports its feasibility Severalglobal initiatives now focus on improving nutrition formothers and infants in the first 1000 days of life (fromconception to 2 years of age) Therefore robustinternational methods are needed to monitor growth and
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Articles
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Vol 384 September 6 2014 867
in particular screen for stunting as early as possible The
present newborn international standards together withthe fetal growth standards that are also being published5354
provide gestational-age specific standards at birth that canbe used before the WHO standards become relevant Thisstrategy allows the size and growth of fetuses and babiesto be monitored worldwide in individuals andpopulations across the first 1000 days of life usingessentially the same instruments
Contributors
JV and SHK conceptualised and designed the INTERGROWTH-21 st Project JV SHK DGA and AJN prepared the original protocol with laterinput from ATP LCI FCB and ZAB JV ATP LCI AL andZAB supervised and coordinated the projectrsquos overall undertakingEOO DGA FCB and CGV did data management and analysis incollaboration with JV RP FCB MC YAJ EB MGG MP and IOF
collaborated in the overall project and implemented it in their respectivecountries CC and LCI led the quality control of the anthropometriccomponent of the project JV and SK wrote the report with input from allcoauthors All coauthors read the report and made suggestions on itscontent
Members of the International Fetal and Newborn Growth Consortium for the
21st Century (INTERGROWTH-21st) and its Committees
Scientific Advisory Committee M Katz (Chair from January 2011)M K Bhan C Garza S Zaidi A Langer P M Rothwell (from February2011) Sir D Weatherall (Chair until December 2010) Steering CommitteeZ A Bhutta (Chair) J Villar (Principal Investigator) S Kennedy(Project Director) D G Altman F C Barros E Bertino F BurtonM Carvalho L Cheikh Ismail W C Chumlea M G Gravett Y A JafferA Lambert P Lumbiganon J A Noble R Y Pang A T PapageorghiouM Purwar J Rivera C G Victora Executive Committee J Villar (Chair)D G Altman Z A Bhutta L Cheikh Ismail S Kennedy A LambertJ A Noble A T Papageorghiou Project Co-ordinating Unit J Villar (Head)
S Kennedy L Cheikh Ismail A Lambert A T Papageorghiou M ShortenL Hoch (until May 2011) H E Knight (until August 2011) E O Ohuma(from September 2010) C Cosgrove (from July 2011) I Blakey (fromMarch 2011) Data Analysis Group D G Altman (Head) E O OhumaJ Villar Data Management Group D G Altman (Head) F RosemanN Kunnawar S H Gu J H Wang M H Wu M DominguesP Gilli L Juodvirsiene L Hoch (until May 2011) N Musee (untilJune 2011) H Al-Jabri (until October 2010) S Waller (until June 2011)C Cosgrove (from July 2011) D Muninzwa (from October 2011)E O Ohuma (from September 2010) D Yellappan (from November 2010)A Carter (from July 2011) D Reade (from June 2012) R Miller (from June2012) Ultrasound Group A T Papageorghiou (Head) L Salomon (Seniorexternal adviser) A Leston A Mitidieri F Al-Aamri W Paulsene J SandeW K S Al-Zadjali C Batiuk S Bornemeier M Carvalho M DigheP Gaglioti N Jacinta S Jaiswal J A Noble K Oas M Oberto E OlearoM G Owende J Shah S Sohoni T Todros M Venkataraman S VinayakL Wang D Wilson Q Q Wu S Zaidi Y Zhang P Chamberlain
(until September 2012) D Danelon (until July 2010) I Sarris (untilJune 2010) J Dhami (until July 2011) C Ioannou (until February 2012)C L Knight (from October 2010) R Napolitano (from July 2011)S Wanyonyi (from May 2012) C Pace (from January 2011) V Mkrtychyan(from June 2012) Anthropometry Group L Cheikh Ismail (Head)W C Chumlea (Senior external adviser) F Al-Habsi Z A Bhutta A CarterM Alija J M Jimenez-Bustos J Kizidio F Puglia N KunnawarH Liu S Lloyd D Mota R Ochieng C Rossi M Sanchez Luna Y J ShenH E Knight (until August 2011) D A Rocco (from June 2012)I O Frederick (from June 2012) Neonatal Group Z A Bhutta (Head)E Albernaz M Batra B A Bhat E Bertino P Di Nicola F GiulianiI Rovelli K McCormick R Ochieng R Y Pang V Paul V RajanA Wilkinson A Varalda (from September 2012) Environmental HealthGroup B Eskenazi (Head) L A Corra H Dolk J Golding A MatijasevichT de Wet J J Zhang A Bradman D Finkton O Burnham F Farhi
Participating countries and local investigators
Brazil F C Barros (Principal Investigator) M Domingues S FonsecaA Leston A Mitidieri D Mota IK Sclowitz M F da Silveira
China R Y Pang (Principal Investigator) Y P He Y Pan Y J ShenM H Wu Q Q Wu J H Wang Y Yuan Y Zhang India M Purwar
(Principal Investigator) A Choudhary S Choudhary S DeshmukhD Dongaonkar M Ketkar V Khedikar N Kunnawar C Mahorkar I MulikK Saboo C Shembekar A Singh V Taori K Tayade A Somani Italy E Bertino (Principal Investigator) P Di Nicola M Frigerio G Gilli P GilliM Giolito F Giuliani M Oberto L Occhi C Rossi I Rovelli F SignorileT Todros Kenya W Stones and M Carvalho (Co-principal Investigators)J Kizidio R Ochieng J Shah S Vinayak N Musee (until June 2011)C Kisiangrsquoani (until July 2011) D Muninzwa (from August 2011) OmanY A Jaffer (Principal Investigator) J Al-Abri J Al-Abduwani F M Al-HabsiH Al-Lawatiya B Al-Rashidiya W K S Al-Zadjali F R JuangcoM Venkataraman H Al-Jabri (until October 2010) D Yellappan (fromNovember 2010) UK S Kennedy (Principal Investigator) L Cheikh IsmailA T Papageorghiou F Roseman A Lambert E O Ohuma S LloydR Napolitano (from July 2011) C Ioannou (until February 2012) I Sarris(until June 2010) USA M G Gravett (Principal Investigator) C BatiukM Batra S Bornemeier M Dighe K Oas W Paulsene D WilsonI O Frederick H F Andersen S E Abbott A A Carter H Algren D A Rocco
T K Sorensen D Enquobahrie S Waller (until June 2011)
Declaration of interests
We declare no competing interests
Acknowledgments
The study was supported by a grant (49038) from the Bill amp Melinda GatesFoundation to the University of Oxford We thank the Health Authoritiesin Pelotas Brazil Beijing China Nagpur India Turin Italy NairobiKenya Muscat Oman Oxford UK and Seattle WA USA who helpedwith the project by allowing participation of these study sites ascollaborating centres We thank Philips Healthcare for providing theultrasound equipment and technical assistance throughout the project andMedSciNet UK for setting up the INTERGROWTH-21 st website and forthe development maintenance and support of the online datamanagement system We also thank the parents and infants whoparticipated in the studies and the more than 200 members of theresearch teams who made the implementation of this project possible
The participating hospitals included Brazil Pelotas (Hospital MiguelPiltcher Hospital Satildeo Francisco de Paula Santa Casa de Misericoacuterdia dePelotas and Hospital Escola da Universidade Federal de Pelotas) ChinaBeijing (Beijing Obstetrics and Gynecology Hospital Shunyi Maternal andChild Health Centre and Shunyi General Hospital) India Nagpur (KetkarHospital Avanti Institute of Cardiology Avantika Hospital GurukrupaMaternity Hospital Mulik Hospital and Research Centre NandlokHospital Om Womenrsquos Hospital Renuka Hospital and Maternity HomeSaboo Hospital Brajmonhan Taori Memorial Hospital and SomaniNursing Home) Kenya Nairobi (Aga Khan University Hospital MP ShahHospital and Avenue Hospital) Italy Turin (Ospedale Infantile ReginaMargherita Santrsquo Anna and Azienda Ospedaliera Ordine Mauriziano)Oman Muscat (Khoula Hospital Royal Hospital Wattayah Obstetrics andGynaecology Poly Clinic Wattayah Health Centre Ruwi Health CentreAl-Ghoubra Health Centre and Al-Khuwair Health Centre) UK Oxford(John Radcliffe Hospital) and USA Seattle (University of WashingtonHospital Swedish Hospital and Providence Everett Hospital) Full
acknowledgment of all those who contributed to the development ofINTERGROWTH-21st Project are online and in the appendix
References 1 WHO Physical status the use and interpretation of anthropometry
Report of a WHO Expert Committee World Health Organ Tech Rep Ser 1995 854 1ndash452
2 de Onis M Habicht JP Anthropometric reference data forinternational use recommendations from a World HealthOrganization Expert Committee Am J Clin Nutr 1996 64 650ndash58
3 de Onis M Garza C Victora CG Onyango AW Frongillo EAMartines J The WHO Multicentre Growth Reference Studyplanning study design and methodology Food Nutr Bull 200425 (suppl) S15ndash26
4 de Onis M Garza C Onyango AW Martorell R WHO Child GrowthStandards Acta Paediatr 2006 450 1ndash101
5 de Onis M Onyango A Borghi E et al Worldwide implementation ofthe WHO Child Growth Standards Public Health Nutr 2012
15 1603ndash10
For the full list see httpwww
intergrowth21orguk
See Online for appendix
7212019 International Standards for Newborn Weight Length And Head Circumference by Gestational Age and Sex the Nehellip
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Articles
6 Garza C de Onis M Rationale for developing a new internationalgrowth reference Food Nutr Bull 2004 25 (suppl) S5ndash14
7 Villar J Altman DG Purwar M et al The objectives design andimplementation of the INTERGROWTH-21st Project BJOG 2013120 (suppl 2) 9ndash26
8 Villar J Papageorghiou AT Pang R et al for the International Fetaland Newborn Growth Consortium for the 21st Century(INTERGROWTH-21st) The likeness of fetal growth and newbornsize across non-isolated populations in the INTERGROWTH-21st Project the Fetal Growth Longitudinal Study and Newborn Cross-Sectional Study Lancet Diabetes Endocrinol 2014 published onlineJuly 4 httpdxdoiorg101016S2213-8587(14)70121-4
9 Katz J Lee AC Kozuki N et al Mortality risk in preterm and small-for-gestational-age infants in low-income and middle-income countriesa pooled country analysis Lancet 2013 382 417ndash25
10 Lee ACC Katz J Blencowe H et al National and regional estimates ofterm and preterm babies born small for gestational age in138 low-income and middle-income countries in 2010Lancet Global Health 2013 1 e26ndashe36
11 Black RE Victora CG Walker SP et al Maternal and childundernutrition and overweight in low-income and middle-incomecountries Lancet 2013 382 427ndash51
12 Villar J Papageorghiou AT Knight HE et al The preterm birthsyndrome a prototype phenotypic classification Am J Obstet Gynecol 2012 206 119ndash23
13 Eskenazi B Bradman A Finkton D et al A rapid questionnaireassessment of environmental exposures to pregnant women in theINTERGROWTH-21st Project BJOG 2013 120 (suppl 2) 129ndash38
14 Costeloe KL Hennessy EM Haider S Stacey F Marlow N Draper ESShort term outcomes after extreme preterm birth in Englandcomparison of two birth cohorts in 1995 and 2006 (the EPICurestudies) BMJ 2012 345 e7976
15 McDonald SJ Middleton P Dowswell T Morris PS Effect of timingof umbilical cord clamping of term infants on maternal and neonataloutcomes Cochrane Database Syst Rev 2013 7 CD004074
16 Rabe H Diaz-Rossello JL Duley L Dowswell T Effect of timing ofumbilical cord clamping and other strategies to influence placental
transfusion at preterm birth on maternal and infant outcomesCochrane Database Syst Rev 2012 8 CD003248
17 Cheikh Ismail L Knight H Bhutta Z et al Anthropometric protocolsfor the construction of new international fetal and newborn growthstandards the INTERGROWTH-21st Project BJOG 2013120 (suppl 2) 42ndash47
18 de Onis M Onyango AW Van den Broeck J Chumlea WCMartorell R Measurement and standardization protocols foranthropometry used in the construction of a new international growthreference Food Nutr Bull 2004 25 (suppl) S27ndash36
19 Cheikh Ismail L Knight H Ohuma E et al Anthropometricstandardisation and quality control protocols for the construction ofnew international fetal and newborn growth standards theINTERGROWTH-21st Project BJOG 2013 120 (suppl 2) 48ndash55
20 Bhutta Z Giuliani F Haroon A et al Standardisation of neonatalclinical practice BJOG 2013 120 (suppl 2) 56ndash63
21 Ohuma E Hoch L Cosgrove C et al Managing data for theinternational multicentre INTERGROWTH-21st Project BJOG 2013
120 (suppl 2) 64ndash70 22 Borghi E de Onis M Garza C et al Construction of the World Health
Organization child growth standards selection of methods forattained growth curves Stat Med 2006 25 247ndash65
23 Wright EM Royston PA Comparison of statistical methods forage-related reference intervals J R Stat Soc Ser A Stat Soc 1997160 47ndash69
24 Hynek M Approaches for constructing age-related reference intervalsand centile charts for fetal size Eur J Biomed Informatics 2010 6 51ndash60
25 Royston P Altman DG Regression using fractional polynomials ofcontinuous covariates parsimonious parametric modelling J R Stat Soc C Appl Stat 1994 43 429ndash67
26 Cole TJ Fitting smoothed centile curves to reference data J R Stat Soc Ser A 1988 151 385ndash418
27 Cole TJ Using the LMS method to measure skewness in the NCHSand Dutch National height standards Ann Hum Biol 1989 16 407ndash19
28 Cole TJ Green PJ Smoothing reference centile curves the LMSmethod and penalized likelihood Stat Med 1992 11 1305ndash19
29 Rigby RA Stasinopoulos DM Using the Box-Cox t distribution inGAMLSS to model skewness and kurtosis Stat Model 2006 6 209ndash29
30 Rigby RA Stasinopoulos DM Smooth centile curves for skewand kurtotic data modelled using the BoxndashCox power exponentialdistribution Stat Med 2004 23 3053ndash76
31 Rigby RA Stasinopoulos DM Generalized additive models forLocation Scale and Shape (GAMLSS) in R J Stat Soft 2007 23 1ndash46
32 Rigby RA Stasinopoulos DM Generalized additive models forlocation scale and shape Appl Statist 2005 54 507ndash54
33 Green PJ Silverman BW Nonparametric regression and generalizedlinear models a roughness penalty approach London Chapman andHall 1994
34 Eilers PHC Marx BD Flexible smoothing with B-splines andpenalties Statist Sci 1996 11 89ndash158
35 Akaike H A new look at the statistical model identificationIEEE Trans Automat Contr 1974 19 716ndash23
36 Jones MC Faddy MJ A skew extension of the t-distribution withapplications J R Stat Soc Series B Stat Methodol 2003 65 159ndash74
37 van Buuren S Fredriks M Worm plot a simple diagnostic device for
modelling growth reference curves Stat Med 2001 20 1259ndash77 38 Royston P Wright EM Goodness-of-fit statistics for age-specific
reference intervals Stat Med 2000 19 2943ndash62
39 R Development Core Team R a language and environment forstatistical computing R Foundation for Statistical Computing V 2008httpwwwR-projectorg (accessed June 30 2014)
40 de Onis M Update on the implementation of the WHO Child GrowthStandards World Rev Nutr Diet 2013 106 75ndash82
41 de Onis M Onyango A Borghi E et al Worldwide implementation ofthe WHO Child Growth Standards Public Health Nutr 201215 1603ndash10
42 Ferdynus C Quantin C Abrahamowicz M et al Can birth weightstandards based on healthy populations improve the identification ofsmall-for-gestational-age newborns at risk of adverse neonataloutcomes Pediatrics 2009 123 723ndash30
43 Bertino E Milani S Fabris C et al Neonatal anthropometric chartswhat they are what they are not Arch Dis Child Fetal Neonatal Ed2007 92 F7-F10
44 Bertino E Giuliani F Occhi L et al Benchmarking neonatalanthropometric charts published in the last decadeArch Dis Child Fetal Neonatal Ed 2009 94 F233
45 Zeitlin J Szamotulska K Drewniak N et al Preterm birth time trendsin Europe a study of 19 countries BJOG 2013 120 1356ndash65
46 Villar J Valladares E Wojdyla D et al Caesarean delivery rates andpregnancy outcomes the 2005 WHO global survey on maternal andperinatal health in Latin America Lancet 2006 367 1819ndash29
47 Villar J Knight HE de Onis M et al Conceptual issues related to theconstruction of prescriptive standards for the evaluation of postnatalgrowth of preterm infants Arch Dis Child 2010 95 1034ndash38
48 Kramer MS Born too small or too soon Lancet Global Health 20131 e7ndashe8
49 Salomon LJ Bernard JP Ville Y Estimation of fetal weight referencerange at 20ndash36 weeksrsquo gestation and comparison with actualbirth-weight reference range Ultrasound Obstet Gynecol 200729 550ndash55
50 WHO Multicentre Growth Reference Study Group Enrolment andbaseline characteristics in the WHO Multicentre Growth ReferenceStudy Acta Paediatr Suppl 2006 450 7ndash15
51 Martorell R Zongrone A Intergenerational influences on childgrowth and undernutrition Paediatr Perinat Epidemiol 201226 (suppl 1) 302ndash14
52 Victora CG de Onis M Hallal PC Blossner M Shrimpton RWorldwide timing of growth faltering revisiting implications forinterventions Pediatrics 2010 125 e473ndash80
53 Papageorghiou AT Ohuma EO Altman DG et al Internationalstandards for fetal growth based on serial ultrasound measurementsthe Fetal Growth Longitudinal Study of the INTERGROWTH-21stProject Lancet 2014 384 869ndash79
54 Papageorghiou AT Kennedy SH Salomon LJ et al Internationalstandards for early fetal size and pregnancy dating based onultrasound measurement of crown-rump length in the first trimesterUltrasound Obstet Gynecol 2014 published online July 8 DOI101002uog13448
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858 wwwthelancetcom
Vol 384 September 6 2014
nutritional status and make comparisons diffi cult across
populations Available estimates for the prevalence andmortality of small-for-gestational-age babies show thatthese assessments are a major priority for public health9ndash11 The absence of an international standard has been amajor limitation for such estimates because the manyreferences to choose from were derived from individualcountries or regions at particular timepoints Thereforedevelopment of an international standard for newborninfants is important for clinical practice and essential toestimate accurately the prevalence of small-for-gestational-age babies worldwide In this Article wepresent such a set of standards
Methods
Study design and participants
INTERGROWTH-21st is a multicentre multiethnicpopulation-based project done between April 27 2009and March 2 2014 in eight study sites Pelotas BrazilTurin Italy Muscat Oman Oxford UK Seattle WA USAShunyi County in Beijing China the central area ofNagpur India and the Parklands suburb of NairobiKenya7 The primary aim of the project was to studygrowth health nutrition and neurodevelopment from14 weeks of gestation to age 2 years using the sameconceptual framework as the WHO MGRS6 to produceprescriptive growth standards and a new phenotypicclassification for intrauterine growth restriction andpreterm birth syndromes12
The methods have been described in detail elsewhere7 Populations were first selected by geographical locationand then by individual characteristics At the populationlevel we chose an urban area (eg a complete city orcounty or part of a city with clear political or geographicallimits) where most deliveries occurred in health-carefacilities serving pregnant women The areas had to belocated at an altitude of 1600 m or lower women receivingantenatal care had to plan to deliver in these institutionsor in a similar hospital located in the same geographicalarea and there had to be an absence or low levels ofmajor known non-microbiological contamination suchas pollution domestic smoke due to tobacco or cooking
radiation or any other toxic substances assessed duringthe study period for each site with a data collection formdeveloped specifically for the project13 In the eight areaswe selected all institutions providing pregnancy andintrapartum care in which more than 80 of deliveries inthe area occurred We included all newborn infantsdelivered in these institutions over 12 months or untilthe target sample of 7000 babies per site was attainedusing the same standardised data collection formselectronic data management system manuals ofoperation and instruments
To construct the newborn standards we divided allpregnancies in NCSS into two groups on the basis ofindividual characteristics The first named the NCSSprescriptive subpopulation consisted of all pregnancies
and newborn infants of women who met the strict
individual eligibility criteria for those at low risk of fetalgrowth impairment These demographic clinical socialand educational criteria were identical to those used inthe INTERGROWTH-21st Fetal Growth LongitudinalStudy to develop the new prescriptive fetal growthstandards78 We do not consider the second group(composed of all newborn infants from higher-riskpregnancies) further in this Article The individualexclusion criteria are presented elsewhere7 but comprisematernal age younger than 18 years or older than 35 yearsmaternal height shorter than 153 cm body-mass index(BMI) 30 kgmsup2 or higher or lower than 18middot5 kgmsup2current smoker medical history birth of any previousbaby weighing less than 2middot5 kg or more than 4middot5 kg past
two pregnancies ending in miscarriage any previousstillbirth or neonatal death or congenital malformation
To be included in the NCSS prescriptive subpopulationin addition to meeting individual clinical and demographiccriteria women needed a reliable ultrasound estimate ofgestational age from a measurement of crownndashrumplength before 14 weeks of gestation or biparietal diameterwhen antenatal care started between 14 and 24 weeks ofgestation All participating hospitals agreed to a policy ofroutinely estimating gestational age by ultrasound after astrict standardised protocol When ultrasound estimationwas made after 24 weeks of gestation which occurred inonly 8middot2 of women it was only accepted as reliable ifany difference between this estimated gestational age andthe one based on the last menstrual period was 7 days orless14 We also recommended a policy of a more liberal useof delayed cord clamping1516 which was implemented inthe facilities where most births occurred However uptakewas lower in hospitals with many private obstetriciansand some clinicians expressed concerns about theincreased risk of neonatal jaundice and delayed neonatalcare No information was available at the individualpatient level
The INTERGROWTH-21st Project was approved by theOxfordshire Research Ethics Committee ldquoCrdquo (reference08H0606139) the research ethics committees of theindividual participating institutions and the corresponding
regional or national health authorities where the projectwas done We obtained institutional consent to useroutinely collected data and women gave oral consent
ProceduresNCSS anthropometric teams who were speciallyrecruited trained and standardised for the studyexclusively obtained the anthropometric measures of thenewborn infants The teams took measurements within12 h of birth using identical equipment that we providedto all sitesmdashan electronic scale (Seca Hangzhou China)for birthweight a specially designed Harpendeninfantometer (Chasmors London UK) for recumbentlength and a metallic non-extendable tape (Chasmors)for head circumference17 The equipment which was
Wright State University
Dayton OH USA
(Prof C Chumlea PhD) Division
of Women and Child Health
The Aga Khan University
Karachi Pakistan
(Prof Z A Bhutta PhD) and
Center for Global Health
Hospital for Sick Children
Toronto ON Canada
(Prof Z A Bhutta)
Correspondence to
Prof Jos eacute Villar Nuffi eld
Department of Obstetrics and
Gynaecology University of
Oxford John Radcliffe Hospital
Oxford OX3 9DU UK
josevillarobs-gynoxacuk
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Articles
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Vol 384 September 6 2014 859
calibrated twice a week was selected for accuracy
precision and robustness as shown in previous studies
18
Measurement procedures were standardised on thebasis of WHO recommendations to ensure maximumvalidity18 During the standardisation sessions theintraobserver and interobserver error of measurementvalues for recumbent length ranged from 0middot3 to 0middot5 cmand those for head circumference ranged from 0middot3 to0middot4 cm Each measurement was collected independentlyby two study anthropometrists19 If the difference betweenthe two measurements exceeded the maximum allowabledifference (birthweight 5 g length 7 mm and headcircumference 5 mm) then both observers independentlyretook that measurement a second time and if necessarya third time
The training standardisation monitoring processesand quality control methods used across all sites aredescribed in detail elsewhere1719 Neonatal clinicalpractices (including those for care in neonatal intensivecare units and for feeding) were standardised across sitesto follow a basic package of internationally acceptedevidence-based practices following an agreed protocoladopted by the projectrsquos neonatal study group andpromoted across all participating hospitals20
The data processing and management systems aredescribed in detail elsewhere21 All documentation used inthe INTERGROWTH-21st Project was tested locally andintroduced into the specially developed online electronicdata entry cleaning and management system hosted byMedSciNet Data were entered locally directly onto theweb-based system and we used the average values of therepeated anthropometric measures The percentage oftimes that measurements were taken only once was 2middot4for birthweight 0middot1 for length and 1middot0 for headcircumference In this small number of cases we used thatmeasure in the analysis During data cleaning we excluded75 measures (17 for birthweight 26 for length and 32 forhead circumference) because they were either implausiblewithin each study sitersquos distribution or they were notwithin five SDs of the mean of the overall gestational-age-specific values We excluded 15 newborn infants whosegestational age was older than 44 weeks of gestation
Statistical analysisTo select the statistical methods to construct ourstandards we used the same strategy as the WHOMGRS22 complemented by published work2324 and oursystematic review of neonatal charts We explored thefollowing four methods first a mean and SD methodusing fractional polynomials25 second a lambda (λ)mu (micro) and sigma (σ LMS) method26ndash28 which assumes apower transformation at each gestational age to removeskewness making the data approximately normallydistributed third an LMST29 (ie lambda mu sigmaassuming Box-Cox t distribution) method which assumesa shifted and scaled (truncated) t distribution to takeaccount of skewness and leptokurtosis and fourth a
LMSP30 (lambda mu sigma assuming Box-Cox power
exponential distribution) method which takes account ofskewness platykurtosis and leptokurtosis The LMSTand LMSP methods are extensions of the LMS methodthat model skewness and kurtosis for situations in whichthe Box-Cox transformation cannot transform data closeto normality
The mean and SD method using fractional polynomialsis based on the assumption of a normal distribution Thegeneralised additive models for location scale and shapeframework (GAMLSS)3132 provides the option of fittingvarious distributions other than the normal (skewed andkurtotic distributions) and modelling other parameters ofa distribution that determine scale and shape usingfractional polynomials Furthermore we assessed
three smoothing techniques fractional polynomials25 cubic splines33 and penalised splines34 Our aim was toproduce centiles that change smoothly with gestational ageand that maximise simplicity without compromisingmodel fit To select the best model to construct thestandards we first identified the best model within a classof models (ie two three and four parameter models) andthen chose the best model across different classes ofmodels (ie fractional polynomials LMS LMST and LMSPmethods) We used the Akaike information criterion andBayesian information criterion to compare models withinand across different classes of models35 We calculated thebest model across different classes in an add-up stepwiseform starting from the simplest class of models
We selected the skew t distribution (type 3)36 withfour parameters (μ σ υ and τ) as the most appropriatedistribution to construct the curves for birthweight lengthand head circumference We used fractional polynomials tofit models to the three anthropometric measures usingtwo powers for the mean and one for the SD while keepingthe skewness and kurtosis values constant In all cases weapplied the fractional polynomial smoothing techniqueNone of the LMS LMST and LMSP methods gave anoticeable improvement compared with our chosenapproach We fitted all models separately for boys and girlsWe required at least 50 observations for each gestationalage to construct the standards This criterion resulted in
33 weeks as the lower limit Hence we excluded 112 babiesGoodness-of-fit was evaluated to inform the decision
about whether or not to select a more complex modelThis evaluation incorporated both visual inspection ofoverall model fit using quantile-quantile plots of theresiduals detrended quantile-quantile plots of theresiduals (worm plot)37 and the Q statistic for a particulargestational age range38 to identify regions (intervals) ofthe explanatory variable within which the model did notadequately fit the data plots of residual versus fittedvalues and the distribution of fitted Z scores acrossgestational ages
All models and goodness-of-fit assessments were fittedwith R statistical software39 using the GAMLSSframework3132 All graphics were produced using Stata
For the protocol see httpwww
medscinetnetIntergrowth
patientinfodocsNeonatal20
Manual20Finalpdf
For the MedSciNetrsquos website see
httpmedscinetcom
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860 wwwthelancetcom
Vol 384 September 6 2014
software (version 112) Tables containing means and SDs
centile values and Z scores for boys and girls expressedin completed weeks of gestation (as recommended byWHO International Statistical Classification of Diseasesand Related Health Problems 10 [ICD-10]) and printablecharts will be available free by December 2014 on theINTERGROWTH-21st Project website A method tocalculate the individual centiles and Z scores by gestationalage (in exact weeks and days) for boys and girls will bemade available free on the same website
Role of the funding sourceThe funders of the study had no role in study design datacollection data analysis data interpretation or writing ofthe report All authors had access to the data and all authors
made the decision to submit the paper for publication
ResultsBetween May 14 2009 and Aug 2 2013 we enrolled59 137 pregnant women at the eight sites of whom6056 did not have a reliable estimate of gestational ageand 910 had multiple pregnancies Of the remaining52 171 women 20 486 (35 of the total NCSS population)met the individual clinical and demographic eligibilitycriteria for the standards presented here had a reliableultrasound estimate of gestational age and deliveredone live baby without a congenital malformation These20 486 newborn infants are the NCSS prescriptivesubpopulation The most common reasons forineligibility (although some women might have morethan one reason) were maternal age younger than18 years or older than 35 years (7929 women 25)maternal height shorter than 153 cm (5932 19) BMI30 kgmsup2 or higher (6579 21) or lower than 18middot5 kgmsup2(2923 9) current smoker (2478 8) medical history(8406 26) birth of any previous baby weighing lessthan 2middot5 kg or more than 4middot5 kg (2310 7) pasttwo pregnancies ending in miscarriage (1785 6) anyprevious stillbirth or neonatal death (1077 3) orcongenital malformation (287 1)
The contribution of each site to the subpopulation usedin this analysis ranged from 5 (1027 women) for the
USA to 18 (3702) from Kenya (table 1) thethree high-income countries represented 31 ofthe sample (14 from the UK 12 from Italy and 5from the USA) China contributed 17 of the populationwith 12 from India and 14 from Oman (table 1)Differences in each countryrsquos contribution to this NCSSprescriptive subpopulation reflect the different riskprofiles of the populationsmdashie inner-city Seattle andPelotas had fewer eligible women (16 and 24respectively) than had Shunyi County Beijing (48) theParklands suburb of Nairobi (48) Oxford (36) orMuscat (37) 32 of women from central Nagpur and29 of women from Turin were eligible
A detailed description of each of these studypopulations has been presented elsewhere8 At baseline
the groups at the eight sites were as expected similar
because the same inclusion criteria were used Howeverwe note some differences in maternal size mothersfrom India were the shortest and those from the UK andthe USA were the tallest UK mothers were the heaviestand Indian mothers the lightest However maternalBMI values were similar across all sites The meanmaternal age was 28middot0 (SD 4middot0) years most womenwere married or in cohabitation educationalachievement was high at all sites Two-thirds of womenwere nulliparous (table 1)
Table 1 also shows pregnancy and perinatal events bysite and for the total population As expected there wasvariability across the sites but all indicators for mortalityand morbidity were consistent with the populationsrsquo
status as healthy and well nourishedmdasheg pre-eclampsiarate was 1middot2 (ranging from 3middot5 in the UK to 0middot2 inIndia) Rates for spontaneous initiation of labour and forcaesarean section differed substantially because of wellrecognised variations in clinical practice in thesecountries Brazil had the highest caesarean section rate(65) and Oman (14) and the UK (18) had the lowestrate The overall preterm birth (lt37 weeks of gestation)rate was 5middot5 (ranging from 10middot0 in India to 3middot4 inthe UK) The preterm birth rate after spontaneousinitiation of labour was 3middot1 overall (ranging from 5middot0in Brazil to 1middot9 in the UK) For term babies the overallmean birthweight was 3middot3 (SD 0middot5) kg length49middot3 (1middot8) cm and head circumference 33middot9 (1middot3) cm
51middot2 of newborn babies were boys (ranging from49middot7 in Italy to 53middot2 in the USA) Neonatal mortalityup to hospital discharge was very low overall and persite and 88 (ranging from 73 in Italy to 99 inIndia) of newborn infants were discharged fromhospital being exclusively breastfed These patterns allprovide confirmatory evidence of the adequate healthand nutritional status of the study population asrequired for the construction of standards for neonatalmeasures of growth
We assessed similarities between smoothed centilescurves (3rd 50th and 97th centiles) estimated usingfractional polynomials and the observed centiles by
superimposing them by gestational age Figure 1 showsthe individual values observed and smoothed centilesfor birthweight length and head circumference forgestational age showing almost identical values withvery few exceptions at the lower end of the gestationalage distribution in which only a small number ofindividual measures could be mademdasheg at the 3rdcentile for length at 34ndash35 weeks of gestation
Overall the average differences in absolute valuesbetween smoothed and observed centiles weresmallmdash45middot2 g in boys and 39middot8 g in girls for birthweight(figure 1A) 0middot22 cm in boys and 0middot18 cm in girls forlength (figure 1B) and 0middot13 cm in boys and 0middot12 cm ingirls for head circumference (figure 1C) Considering thedirection of the variation the average differences between
For the INTERGROWTH website
see httpwwwintergrowth21
org
7212019 International Standards for Newborn Weight Length And Head Circumference by Gestational Age and Sex the Nehellip
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Articles
wwwthelancetcom
Vol 384 September 6 2014 861
the smoothed and observed centiles independent of sex
were negligiblemdash0middot71 g for birthweight 0middot02 cm forlength and 0middot001 cm for head circumferenceFigure 2 shows the 3rd 10th 50th 90th and 97th
smoothed centile curves for birthweight length andhead circumference according to gestational age and sexwhich represent the international standards for newborn
infants For length and head circumference the pattern
of growth increased steadily from 33 weeks of gestationonwards The curves for birthweight show a faster overallincrease as gestational age increases Table 2 table 3 andtable 4 present the values for these centiles according togestational age and sex Overall boys were heavierlonger and had larger head circumferences than girls
Brazil
(n=1595)
China
(n=3551)
India
(n=2493)
Italy
(n=2358)
Kenya
(n=3702)
Oman
(n=2821)
UK
(n=2939)
USA
(n=1027)
Total
(n=20 486)
Maternal age (years) 26middot4 (4middot8) 26middot3 (3middot0) 27middot5 (3middot3) 29middot9 (4middot0) 28middot8 (3middot5) 26middot9 (4middot0) 29middot1 (4middot3) 29middot5 (3middot9) 28middot0 (4middot0)
Maternal height (cm) 162middot5 (5middot4) 161middot7 (4middot5) 157middot6 (3middot3) 163middot3 (5middot6) 162middot3 (5middot5) 158middot8 (4middot1) 165middot3 (6middot1) 164middot8 (6middot2) 161middot8 (5middot6)
Maternal weight (kg) 63middot2 (8middot4) 58middot8 (7middot6) 57middot0 (7middot7) 60middot4 (7middot9) 63middot6 (8middot5) 60middot7 (8middot5) 64middot4 (8middot8) 63middot7 (9middot0) 61middot3 (8middot6)
Maternal body-mass
index (kgmsup2)
23middot9 (2middot8) 22middot5 (2middot7) 22middot9 (2middot9) 22middot6 (2middot6) 24middot1 (2middot9) 24middot1 (3middot1) 23middot5 (2middot8) 23middot4 (2middot8) 23middot4 (2middot9)
Gestational age at first
visit (weeks)
14middot0 (5middot8) 16middot2 (5middot4) 14middot3 (7middot5) 13middot1 (3middot6) 17middot1 (7middot9) 15middot2 (5middot7) 13middot2 (3middot1) 12middot0 (4middot0) 14middot8 (6middot0)
Years of formal
education
11middot3 (3middot6) 13middot9 (1middot9) 16middot2 (1middot3) 13middot7 (3middot8) 14middot9 (2middot3) 13middot2 (2middot8) 16middot0 (3middot0) 16middot5 (3middot2) 14middot2 (3middot0)
Haemoglobin
concentration before15 weeksrsquo gestation (gL)
123 (9) 133 (10) 112 (11) 129 (10) 125 (14) 117 (11) 125 (9) 126 (9) 123 (12)
Married or cohabiting
()
1468 (92middot0) 3548 (99middot9) 2485 (99middot7) 2327 (98middot7) 3525 (95middot2) 2821 (100) 2762 (94middot0) 941 (91middot6) 19 877 (97middot0)
Nulliparous () 998 (62middot6) 3320 (93middot5) 1719 (69middot0) 1472 (62middot4) 1877 (50middot7) 1228 (43middot5) 1753 (59middot6) 629 (61middot2) 12 996 (63middot4)
Pre-eclampsia () 23 (1middot4) 49 (1middot4) 6 (0middot2) 13 (0middot6) 40 (1middot1) 8 (0middot3) 102 (3middot5) 15 (1middot5) 256 (1middot2)
Pyelonephritis () 25 (1middot6) 0 0 4 (0middot2) 16 (0middot4) 3 (0middot1) 2 (0middot1) 4 (0middot4) 54 (0middot3)
Maternal sexuallytransmitted infection
()
20 (1middot3) 0 0 8 (0middot3) 2 (0middot1) 0 2 (0middot1) 36 (3middot5) 68 (0middot3)
Spontaneous initiation
of labour ()
850 (53middot3) 1390 (39middot1) 1528 (61middot3) 1985 (84middot2) 2482 (67middot0) 2494 (88middot4) 2025 (68middot9) 716 (69middot7) 13 470 (65middot8)
PPROM (lt37 weeks ) 62 (3middot9) 65 (1middot8) 48 (1middot9) 24 (1middot0) 47 (1middot3) 35 (1middot2) 37 (1middot3) 20 (1middot9) 338 (1middot6)
Caesarean section () 1040 (65middot2) 2077 (58middot5) 1516 (60middot8) 488 (20middot7) 1187 (32middot1) 395 (14middot0) 513 (17middot5) 236 (23middot0) 7452 (36middot4)
NICU admission longer
than 1 day ()
143 (9middot0) 438 (12middot3) 93 (3middot7) 56 (2middot4) 143 (3middot9) 152 (5middot4) 108 (3middot7) 51 (5middot0) 1184 (5middot8)
Preterm birth(lt37 weeks )
143 (9middot0) 212 (6middot0) 250 (10middot0) 83 (3middot5) 154 (4middot2) 145 (5middot1) 100 (3middot4) 49 (4middot8) 1136 (5middot5)
Preterm birth afterspontaneous onset of
labour ()
79 (5middot0) 87 (2middot5) 111 (4middot5) 55 (2middot3) 91 (2middot5) 113 (4middot0) 57 (1middot9) 41 (4middot0) 634 (3middot1)
Term low birthweight
(lt2500 g )
31 (1middot9) 22 (0middot6) 222 (8middot9) 50 (2middot1) 134 (3middot6) 126 (4middot5) 49 (1middot7) 17 (1middot7) 651 (3middot2)
All low birthweight(lt2500 g )
92 (5middot8) 75 (2middot1) 338 (13middot6) 91 (3middot9) 206 (5middot6) 183 (6middot5) 100 (3middot4) 44 (4middot3) 1129 (5middot5)
Neonatal mortality () 4 (0middot3) 0 4 (0middot2) 0 9 (0middot2) 4 (0middot1) 0 1 (0middot1) 22 (0middot1)
Boys () 823 (51middot6) 1861 (52middot4) 1287 (51middot6) 1173 (49middot7) 1850 (50middot0) 1471 (52middot2) 1471 (50middot1) 546 (53middot2) 10 482 (51middot2)
Exclusive breastfeedingat hospital discharge ()
1499 (94middot0) 2870 (80middot8) 2455 (98middot5) 1720 (72middot9) 3616 (97middot7) 2736 (97middot0) 2281 (77middot6) 815 (79middot4) 17 992 (87middot8)
Mother admitted tointensive care unit ()
3 (0middot2) 2 (0middot1) 1 7 (0middot3) 5 (0middot1) 18 (0middot6) 1 1 (0middot1) 38 (0middot2)
Term birthweight (kg) 3middot3 (0middot4) 3middot4 (0middot4) 2middot9 (0middot4) 3middot3 (0middot4) 3middot3 (0middot4) 3middot1 (0middot4) 3middot5 (0middot5) 3middot4 (0middot5) 3middot3 (0middot5)
Term birthlength (cm) 49middot0 (1middot7) 49middot7 (1middot6) 48middot6 (1middot8) 49middot4 (1middot7) 49middot1 (1middot8) 49middot0 (1middot8) 49middot9 (1middot9) 49middot9 (2middot2) 49middot3 (1middot8)
Term birth headcircumference (cm)
34middot2 (1middot2) 33middot6 (1middot2) 33middot1 (1middot1) 34middot0 (1middot2) 34middot2 (1middot2) 33middot6 (1middot1) 34middot5 (1middot3) 34middot5 (1middot4) 33middot9 (1middot3)
Only includes pregnancies leading to one livebirth birth and no congenital malformations All values are means (SD) for continuous variables and absolute numbers (percentages) for categorical variables
PPROM=preterm pre-labour rupture of membranes NICU=neonatal intensive care unit Term indicates all babies born at 37 weeksrsquo gestation or later
Table 983089 Maternal baseline characteristics perinatal events and newborn baby measures
7212019 International Standards for Newborn Weight Length And Head Circumference by Gestational Age and Sex the Nehellip
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0middot5
1middot5
2middot5
3middot5
4middot5
5middot5
36
40
44
48
52
56
26
28
30
32
34
40
38
36
B i r t h w e i g h t ( k g )
A Birthweight
Birth length
Head circumference
GirlsBoys
GirlsBoys
GirlsBoys
L e n g t h ( c m )
B
33 34 35 36 37 38 39 40 41 42 43
H e a d c i r c u m f e r e n c e ( c m )
Gestational age (weeks)
C
33 34 35 36 37 38 39 40 41 42 43
Gestational age (weeks)
33 34 35 36 37 38 39 40 41 42 43
Gestational age (weeks)
33 34 35 36 37 38 39 40 41 42 43
Gestational age (weeks)
33 34 35 36 37 38 39 40 41 42 43
Gestational age (weeks)
33 34 35 36 37 38 39 40 41 42 43
Gestational age (weeks)
Figure 983089 Fitted 3rd 50th
and 97th smoothed centile
curves (blue lines) for (A)
birthweight (B) birth
length and (C) head
circumference according to
gestational age
Shows empirical values for
each week of gestation
(red circles) and the actual
observations (grey circles)
7212019 International Standards for Newborn Weight Length And Head Circumference by Gestational Age and Sex the Nehellip
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Vol 384 September 6 2014 863
0middot5
1middot5
2middot5
3middot5
4middot5
5middot5
36
40
44
48
52
56
26
28
30
32
34
40
38
36
B i r t h w e i g h t ( k g )
A Birthweight
Birth length
Head circumference
GirlsBoys
GirlsBoys
GirlsBoys
L e n g t h ( c m )
B
33 34 35 36 37 38 39 40 41 42 43
H e a d c i r c u m f e r e n c e ( c m )
Gestational age (weeks)
C
33 34 35 36 37 38 39 40 41 42 43
Gestational age (weeks)
33 34 35 36 37 38 39 40 41 42 43
Gestational age (weeks)
33 34 35 36 37 38 39 40 41 42 43
Gestational age (weeks)
33 34 35 36 37 38 39 40 41 42 43
Gestational age (weeks)
33 34 35 36 37 38 39 40 41 42 43
Gestational age (weeks)
Figure 983090 The 3rd 10th 50th
90th and 97th smoothed
centile curves for (A)
birthweight (B) birth
length and (C) head
circumference according to
gestational age
7212019 International Standards for Newborn Weight Length And Head Circumference by Gestational Age and Sex the Nehellip
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Vol 384 September 6 2014
Boys Girls
Number of
observations
Centiles for birthweight (kg) Number of
observations
Centiles for birthweight (kg)
3rd 10th 50th 90th 97th 3rd 10th 50th 90th 97th
33 weeks 34 1middot18 1middot43 1middot95 2middot52 2middot82 17 1middot20 1middot41 1middot86 2middot35 2middot61
34 weeks 48 1middot45 1middot71 2middot22 2middot79 3middot08 65 1middot47 1middot68 2middot13 2middot64 2middot90
35 weeks 128 1middot70 1middot95 2middot47 3middot03 3middot32 114 1middot71 1middot92 2middot38 2middot89 3middot16
36 weeks 323 1middot93 2middot18 2middot69 3middot25 3middot54 293 1middot92 2middot14 2middot60 3middot12 3middot39
37 weeks 857 2middot13 2middot38 2middot89 3middot45 3middot74 803 2middot11 2middot33 2middot80 3middot32 3middot60
38 weeks 2045 2middot32 2middot57 3middot07 3middot63 3middot92 1802 2middot28 2middot50 2middot97 3middot51 3middot78
39 weeks 3009 2middot49 2middot73 3middot24 3middot79 4middot08 2869 2middot42 2middot65 3middot13 3middot66 3middot94
40 weeks 2568 2middot63 2middot88 3middot38 3middot94 4middot22 2523 2middot55 2middot78 3middot26 3middot80 4middot08
41 weeks 1179 2middot76 3middot01 3middot51 4middot06 4middot35 1195 2middot65 2middot89 3middot37 3middot92 4middot20
42 weeks 206 2middot88 3middot12 3middot62 4middot17 4middot46 224 2middot74 2middot98 3middot46 4middot01 4middot30
Total 10 397 middotmiddot middotmiddot middotmiddot middotmiddot middotmiddot 9905 middotmiddot middotmiddot middotmiddot middotmiddot middotmiddot
Table 983090 Smoothed centiles for birthweight of boys and girls according to gestational age
Boys Girls
Number of
observations
Centiles for length (cm) Number of
observations
Centiles for length (cm)
3rd 10th 50th 90th 97th 3rd 10th 50th 90th 97th
33 weeks 33 39middot69 41middot09 43middot81 46middot55 47middot97 17 39middot79 41middot01 43middot39 45middot70 46middot85
34 weeks 48 41middot05 42middot38 44middot98 47middot59 48middot94 65 41middot04 42middot22 44middot55 46middot79 47middot92
35 weeks 128 42middot26 43middot54 46middot03 48middot53 49middot82 111 42middot14 43middot30 45middot57 47middot76 48middot86
36 weeks 320 43middot36 44middot58 46middot97 49middot38 50middot62 292 43middot13 44middot26 46middot48 48middot62 49middot69
37 weeks 849 44middot34 45middot52 47middot82 50middot14 51middot34 799 44middot01 45middot11 47middot29 49middot39 50middot44
38 weeks 2031 45middot22 46middot37 48middot59 50middot83 51middot99 1786 44middot79 45middot88 48middot01 50middot07 51middot10
39 weeks 2983 46middot02 47middot13 49middot29 51middot46 52middot59 2846 45middot49 46middot56 48middot65 50middot68 51middot69
40 weeks 2531 46middot75 47middot83 49middot92 52middot03 53middot13 2486 46middot12 47middot17 49middot23 51middot23 52middot22
41 weeks 1146 47middot41 48middot46 50middot50 52middot56 53middot62 1180 46middot68 47middot72 49middot75 51middot72 52middot70
42 weeks 202 48middot01 49middot04 51middot03 53middot03 54middot07 218 47middot19 48middot21 50middot22 52middot15 53middot12
Total 10 271 middotmiddot middotmiddot middotmiddot middotmiddot middotmiddot 9800 middotmiddot middotmiddot middotmiddot middotmiddot middotmiddot
Table 983091 Smoothed centiles for birth length of boys and girls according to gestational age
Boys Girls
Number of
observations
Centiles for head circumference (cm) Number of
observations
Centiles for head circumference (cm)
3rd 10th 50th 90th 97th 3rd 10th 50th 90th 97th
33 weeks 33 28middot25 29middot11 30middot88 32middot71 33middot62 17 27middot92 28middot76 30middot46 32middot24 33middot14
34 weeks 48 28middot93 29middot76 31middot47 33middot23 34middot11 65 28middot64 29middot44 31middot08 32middot78 33middot65
35 weeks 127 29middot56 30middot37 32middot02 33middot73 34middot58 111 29middot28 30middot06 31middot64 33middot28 34middot12
36 weeks 322 30middot15 30middot93 32middot53 34middot19 35middot02 293 29middot87 30middot62 32middot14 33middot74 34middot55
37 weeks 848 30middot69 31middot46 33middot02 34middot63 35middot43 798 30middot40 31middot13 32middot61 34middot15 34middot94
38 weeks 2032 31middot21 31middot95 33middot47 35middot04 35middot83 1783 30middot88 31middot59 33middot03 34middot53 35middot30
39 weeks 2985 31middot69 32middot42 33middot90 35middot44 36middot20 2849 31middot32 32middot01 33middot41 34middot88 35middot62
40 weeks 2532 32middot15 32middot86 34middot31 35middot81 36middot56 2486 31middot72 32middot39 33middot76 35middot19 35middot92
41 weeks 1147 32middot58 33middot28 34middot70 36middot17 36middot91 1180 32middot08 32middot74 34middot08 35middot48 36middot19
42 weeks 204 32middot99 33middot68 35middot07 36middot52 37middot24 218 32middot41 33middot06 34middot37 35middot74 36middot44
Total 10 278 middotmiddot middotmiddot middotmiddot middotmiddot middotmiddot 9800 middotmiddot middotmiddot middotmiddot middotmiddot middotmiddot
Table 983092 Smoothed centiles for head circumference of boys and girls according to gestational age
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Because some variability existed in the number of
women that each study site contributed to the totalpopulation we did predetermined sensitivity analyses toassess the effects of excluding country-specific data onour overall standards These separate exclusions had anegligible effect
DiscussionThe INTERGROWTH-21st Project aimed to produce forthe first time (panel) international standards fornewborn size for each gestational age based on data fromits NCSS subpopulation which conformed at populationand individual levels to the prescriptive approach used inthe WHO MGRS3 These new standards are consideredto be a conceptual and practical link to WHO Child
Growth Standards which have been adopted by morethan 125 countries worldwide4041 They will bridge gaps inclinical and population assessments42 for fetusesneonatal babies and infants through provision of similarinstruments to monitor child growth seamlessly fromearly pregnancy to age 5 years and to screen for stuntingand wasting Later in 2014 we will provide on The Lancet rsquoswebsite and through the INTERGROWTH-21st Projectwebsite and the Global Health Network software forclinical and epidemiological use free of charge includingan app to calculate Z scores and centiles
We believe these standards are unique because in thestudy protocol we deliberately addressed most of theimportant limitations that were previously identified4344 First the standards are prescriptivemdashie they describeoptimum size in newborn infants without congenitalabnormalitiesmdashwhereas reference charts describe onlynewborn infant size at a given place and time whichmight be several decades in the past Thus thestandards were constructed with use of data collectedspecifically for that purpose from populations selectedon the basis of their socioeconomic health andnutritional status creating a low-risk environment forfetal growth impairment Second the standards arepopulation-based multiethnic multicountry andsex-specific and they arise from a prospective study Wehave shown (using several analytical strategies) that the
eight populations were consistently similar and couldbe pooled to create the standards8 Third severalprocesses were applied across all eight study sitesmdasheguniform research methods and one protocol forgestational age estimation by ultrasound for allparticipants plus standardised identical equipmenttraining a centralised electronic data managementsystem and close monitoring of staff which to ourknowledge have never before been attempted inperinatal research Fourth the analytical approachfollowed that of the WHO MGRS in terms of how topresent the observed and smoothed data and explorethe best fitting model with an a-priori strategy 22 Thedata are reported according to completed weeks ofgestation (WHO ICD-10) as smoothed centiles which
were shown to be consistent with the raw data
increasing confidence in the curves that we producedFifth we present centiles for birthweight length andhead circumference by sex and gestational age based ona prescriptive approach that are integrated with thecorresponding fetal growth standards
This prescriptive approach required us to selectpopulations at low risk of fetal growth impairment andwithin these populations select healthy well-nourishedwomen who were receiving adequate antenatal care andwhose pregnancies were not complicated by any majorclinical problems The samples represented 34middot6 of thetotal NCSS population indicating that we did not select agroup with low external validity to the populations inwhich the standards will be used Nevertheless the study
population did have a very low rate (5middot5) of pretermbirth (births before 37 weeks of gestation) mostlyconsisting of late preterm birthsmdashie after 34 weeks ofgestation and before 37 weeks of gestation and a very lowrate of low birthweight in term babies (3middot2) Thepreterm birth rate in our study is similar to that recentlyreported for European countries45 providing furtherevidence that our study population was genuinely low-risk The caesarean section rate noted in these populationsis higher than would be expected for their level of riskbut it is consistent with worldwide trends46
The women whose babies contributed to the constructionof the standards reported here were selected on the basisthat they were living in environments in which exposure torisk factors known to affect fetal growth was as low as
Panel Research in context
Systematic review
We did a systematic review of all charts and references published since 1990 that aimed to
evaluate anthropometric measures of newborn infants We searched PubMed Medline
Embase CINAHL LILACS and Google Scholar using MeSH terms related to infants at birth
(ldquoneonaterdquo OR ldquonewbornrdquo OR ldquofetal growthrdquo OR ldquointrauterine growthrdquo) anthropometric
variables (ldquoweightrdquo OR ldquolengthrdquo OR ldquohead circumferencerdquo OR ldquoBMIrdquo OR ldquoponderal indexrdquo)
distribution of the variable (ldquopercentilesrdquo OR ldquocentilesrdquo OR ldquocurvesrdquo OR ldquochartsrdquo) and
ldquogestational agerdquo while omitting ldquovelocityrdquo to exclude longitudinal fetal growth studies
We examined the references of retrieved full-text articles for additional articles We
included studies published between Jan 1 1990 and Dec 31 2012 (updated up to April2014) with the main aim of creating neonatal anthropometric charts No language
restriction was applied We identified 104 relevant studies of varying quality and size (data
not shown) The substantial methodological heterogeneity and the large number of charts
available complicate the clinical assessment of a newborn infantrsquos nutritional status and
make comparisons diffi cult across populations Therefore international standards for
newborn size were needed
Interpretation
We present international sex-specific standards for weight length and head circumference
for gestational age at birth that complement the available WHO Child Growth Standards
and allow comparisons across populations The international standard for length at birth
for gestational age in particular when incorporated into routine neonatal care will provide
a method for the early diagnosis of stunting which can be then be monitored during
infancy and childhood using the corresponding WHO Child Growth Standards
For the Global Health Network
website see httptghnorg
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Vol 384 September 6 2014
possible and that they themselves were healthy non-obese
and without any factors or disorders that would affect fetalgrowth Hence the standards characterise optimum fetalgrowthmdashie they describe how fetuses everywhere shouldgrow when there are minimum constraints The standardsare universal and independent of time they are notintended to be representative of a given population orregion at a given time as opposed to a reference and theycan be used to assess the size of newborn infantsirrespective of ethnicity locality socioeconomic status orhealth-care provision The standards complement theWHO Child Growth Standards which were also derivedfrom six populations of babies born to healthynon-smoking women with low rates of obesity3
A shortcoming of studying such a low-risk group is that
there were relatively few early preterm births despite thelarge sample size hence we had to limit the range of thestandards by setting the lower limit of the curves to thoseborn at 33 weeks of gestation It might not be feasible toconstruct standards for very preterm newborn infants(lt33 weeks of gestation) using such a strictly definedsubpopulation of preterm babies who are at higher risk ofintrauterine growth restriction and other major pregnancyand neonatal complications We have discussed this issuepreviously47 in the context of how to select a pretermpopulation for the construction of postnatal growthstandardsmdashie which baby could be considered a healthypreterm We have recommended criteria to selectuncomplicated preterm birthsmdashie those without severeneonatal disorders (other than those expectedphysiologically because of their degree of immaturity)mdashtoconstruct a reference chart for healthy very pretermnewborn infants
With regard to implementation of the new standardstwo limitations have to be considered that apply to anyevaluation of size the cross-sectional nature of the studypopulation and the use of statistics-based cutoff points todefine small-for-gestational-age babies rather thanimpaired fetal growth These limitations are moreapparent when using birthweight alone or when assessingpreterm birth for which present reference charts arereported to have poorer sensitivity for the detection of
small-for-gestational age babies than for the assessmentof term babies48 There is no ideal solutionmdashbecause weare constructing size (rather than growth) standards eachchild was only measured at birth For babies at gestationalages less than 33 weeks a complementary clinicalapproach would be to estimate fetal weight at eachgestational age by ultrasound examination of well datedhealthy pregnant women whose fetuses remained inutero until term This strategy would allow constructionof estimated fetal weight charts for healthy preterminfants and allow comparisons between the estimatedfetal weight by ultrasound and the actual newborn weightmeasured for healthy preterm births49 Such analyses arebeing done with the dataset and will be the subject of afuture report We have provided several centiles and will
provide corresponding equations and Z scores to calculate
others as needed The decision about which cutoff pointto use depends on several issues related to the clinicalresources available for local care or referral of at-risknewborn babies and to risk factors associated with thepopulation where the standards are used Thesestatistic-based cutoffs ideally should be replaced byperinatal risk-based cutoff points so as to design anevidence-based triage for neonatal care
Comparisons with local reference charts currently in useare very diffi cult because not only are there a large numberof them (we identified 104 in our systematic review) butthey have methodological limitations including poorstandardisation of equipment and measurement methodsused in the primary outcome variables the unreliability of
gestational age estimates and unselected populationsstudied In addition our international standards are notintended for comparison with these references but tocomplement the WHO Child Growth Standards3 whichstart at birth but only include term newborn infantsmdashiethey are not gestational age specific at birth Adoption ofthe international standards presented here is likely to affectglobal estimates of the number of babies who are small forgestational age but assessment of the direction and size ofthese changes is beyond the scope of this Article
A key conceptual and practical issue was to show that thepopulations in INTERGROWTH-21st Project and WHOChild Growth Standards34 were comparable Thiscomparability was to be expected because we selected thegroups using the same population and individual criteriaand we used the same methods and equipment for allmeasurements and analyses Therefore it is important toemphasise that when the two studies overlap (ie termnewborn infants) the means and SDs for the mainanthropometric measures are almost identicalmdashthe meanbirthweight of babies older than 37 weeks of gestation inour study population was 3middot3 (0middot5) kg and it was 3middot3 (0middot5)kg in the WHO MGRS50 The data for the mean length inour population was 49middot3 cm (1middot8 cm) and 49middot5 cm(1middot9 cm) in WHOrsquos population50 For head circumferencethe mean and SD in our study was 33middot9 (1middot3) cm versus34middot2 (1middot3) cm in the MGRS50
Finally the international standard for length at birth forgestational age incorporates for the first time into routineneonatal care a method for the early diagnosis of stuntingthat can be then monitored during infancy and childhoodusing the corresponding WHO Child Growth StandardsThis strategy is in the context of the global efforts toreduce stunting during the first 1000 days a recognisedimportant period for growth and development5152 Thisprocedure will need some adaptation to the routine care ofnewborn infants but our extensive experience ofmeasuring newborn length supports its feasibility Severalglobal initiatives now focus on improving nutrition formothers and infants in the first 1000 days of life (fromconception to 2 years of age) Therefore robustinternational methods are needed to monitor growth and
7212019 International Standards for Newborn Weight Length And Head Circumference by Gestational Age and Sex the Nehellip
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Vol 384 September 6 2014 867
in particular screen for stunting as early as possible The
present newborn international standards together withthe fetal growth standards that are also being published5354
provide gestational-age specific standards at birth that canbe used before the WHO standards become relevant Thisstrategy allows the size and growth of fetuses and babiesto be monitored worldwide in individuals andpopulations across the first 1000 days of life usingessentially the same instruments
Contributors
JV and SHK conceptualised and designed the INTERGROWTH-21 st Project JV SHK DGA and AJN prepared the original protocol with laterinput from ATP LCI FCB and ZAB JV ATP LCI AL andZAB supervised and coordinated the projectrsquos overall undertakingEOO DGA FCB and CGV did data management and analysis incollaboration with JV RP FCB MC YAJ EB MGG MP and IOF
collaborated in the overall project and implemented it in their respectivecountries CC and LCI led the quality control of the anthropometriccomponent of the project JV and SK wrote the report with input from allcoauthors All coauthors read the report and made suggestions on itscontent
Members of the International Fetal and Newborn Growth Consortium for the
21st Century (INTERGROWTH-21st) and its Committees
Scientific Advisory Committee M Katz (Chair from January 2011)M K Bhan C Garza S Zaidi A Langer P M Rothwell (from February2011) Sir D Weatherall (Chair until December 2010) Steering CommitteeZ A Bhutta (Chair) J Villar (Principal Investigator) S Kennedy(Project Director) D G Altman F C Barros E Bertino F BurtonM Carvalho L Cheikh Ismail W C Chumlea M G Gravett Y A JafferA Lambert P Lumbiganon J A Noble R Y Pang A T PapageorghiouM Purwar J Rivera C G Victora Executive Committee J Villar (Chair)D G Altman Z A Bhutta L Cheikh Ismail S Kennedy A LambertJ A Noble A T Papageorghiou Project Co-ordinating Unit J Villar (Head)
S Kennedy L Cheikh Ismail A Lambert A T Papageorghiou M ShortenL Hoch (until May 2011) H E Knight (until August 2011) E O Ohuma(from September 2010) C Cosgrove (from July 2011) I Blakey (fromMarch 2011) Data Analysis Group D G Altman (Head) E O OhumaJ Villar Data Management Group D G Altman (Head) F RosemanN Kunnawar S H Gu J H Wang M H Wu M DominguesP Gilli L Juodvirsiene L Hoch (until May 2011) N Musee (untilJune 2011) H Al-Jabri (until October 2010) S Waller (until June 2011)C Cosgrove (from July 2011) D Muninzwa (from October 2011)E O Ohuma (from September 2010) D Yellappan (from November 2010)A Carter (from July 2011) D Reade (from June 2012) R Miller (from June2012) Ultrasound Group A T Papageorghiou (Head) L Salomon (Seniorexternal adviser) A Leston A Mitidieri F Al-Aamri W Paulsene J SandeW K S Al-Zadjali C Batiuk S Bornemeier M Carvalho M DigheP Gaglioti N Jacinta S Jaiswal J A Noble K Oas M Oberto E OlearoM G Owende J Shah S Sohoni T Todros M Venkataraman S VinayakL Wang D Wilson Q Q Wu S Zaidi Y Zhang P Chamberlain
(until September 2012) D Danelon (until July 2010) I Sarris (untilJune 2010) J Dhami (until July 2011) C Ioannou (until February 2012)C L Knight (from October 2010) R Napolitano (from July 2011)S Wanyonyi (from May 2012) C Pace (from January 2011) V Mkrtychyan(from June 2012) Anthropometry Group L Cheikh Ismail (Head)W C Chumlea (Senior external adviser) F Al-Habsi Z A Bhutta A CarterM Alija J M Jimenez-Bustos J Kizidio F Puglia N KunnawarH Liu S Lloyd D Mota R Ochieng C Rossi M Sanchez Luna Y J ShenH E Knight (until August 2011) D A Rocco (from June 2012)I O Frederick (from June 2012) Neonatal Group Z A Bhutta (Head)E Albernaz M Batra B A Bhat E Bertino P Di Nicola F GiulianiI Rovelli K McCormick R Ochieng R Y Pang V Paul V RajanA Wilkinson A Varalda (from September 2012) Environmental HealthGroup B Eskenazi (Head) L A Corra H Dolk J Golding A MatijasevichT de Wet J J Zhang A Bradman D Finkton O Burnham F Farhi
Participating countries and local investigators
Brazil F C Barros (Principal Investigator) M Domingues S FonsecaA Leston A Mitidieri D Mota IK Sclowitz M F da Silveira
China R Y Pang (Principal Investigator) Y P He Y Pan Y J ShenM H Wu Q Q Wu J H Wang Y Yuan Y Zhang India M Purwar
(Principal Investigator) A Choudhary S Choudhary S DeshmukhD Dongaonkar M Ketkar V Khedikar N Kunnawar C Mahorkar I MulikK Saboo C Shembekar A Singh V Taori K Tayade A Somani Italy E Bertino (Principal Investigator) P Di Nicola M Frigerio G Gilli P GilliM Giolito F Giuliani M Oberto L Occhi C Rossi I Rovelli F SignorileT Todros Kenya W Stones and M Carvalho (Co-principal Investigators)J Kizidio R Ochieng J Shah S Vinayak N Musee (until June 2011)C Kisiangrsquoani (until July 2011) D Muninzwa (from August 2011) OmanY A Jaffer (Principal Investigator) J Al-Abri J Al-Abduwani F M Al-HabsiH Al-Lawatiya B Al-Rashidiya W K S Al-Zadjali F R JuangcoM Venkataraman H Al-Jabri (until October 2010) D Yellappan (fromNovember 2010) UK S Kennedy (Principal Investigator) L Cheikh IsmailA T Papageorghiou F Roseman A Lambert E O Ohuma S LloydR Napolitano (from July 2011) C Ioannou (until February 2012) I Sarris(until June 2010) USA M G Gravett (Principal Investigator) C BatiukM Batra S Bornemeier M Dighe K Oas W Paulsene D WilsonI O Frederick H F Andersen S E Abbott A A Carter H Algren D A Rocco
T K Sorensen D Enquobahrie S Waller (until June 2011)
Declaration of interests
We declare no competing interests
Acknowledgments
The study was supported by a grant (49038) from the Bill amp Melinda GatesFoundation to the University of Oxford We thank the Health Authoritiesin Pelotas Brazil Beijing China Nagpur India Turin Italy NairobiKenya Muscat Oman Oxford UK and Seattle WA USA who helpedwith the project by allowing participation of these study sites ascollaborating centres We thank Philips Healthcare for providing theultrasound equipment and technical assistance throughout the project andMedSciNet UK for setting up the INTERGROWTH-21 st website and forthe development maintenance and support of the online datamanagement system We also thank the parents and infants whoparticipated in the studies and the more than 200 members of theresearch teams who made the implementation of this project possible
The participating hospitals included Brazil Pelotas (Hospital MiguelPiltcher Hospital Satildeo Francisco de Paula Santa Casa de Misericoacuterdia dePelotas and Hospital Escola da Universidade Federal de Pelotas) ChinaBeijing (Beijing Obstetrics and Gynecology Hospital Shunyi Maternal andChild Health Centre and Shunyi General Hospital) India Nagpur (KetkarHospital Avanti Institute of Cardiology Avantika Hospital GurukrupaMaternity Hospital Mulik Hospital and Research Centre NandlokHospital Om Womenrsquos Hospital Renuka Hospital and Maternity HomeSaboo Hospital Brajmonhan Taori Memorial Hospital and SomaniNursing Home) Kenya Nairobi (Aga Khan University Hospital MP ShahHospital and Avenue Hospital) Italy Turin (Ospedale Infantile ReginaMargherita Santrsquo Anna and Azienda Ospedaliera Ordine Mauriziano)Oman Muscat (Khoula Hospital Royal Hospital Wattayah Obstetrics andGynaecology Poly Clinic Wattayah Health Centre Ruwi Health CentreAl-Ghoubra Health Centre and Al-Khuwair Health Centre) UK Oxford(John Radcliffe Hospital) and USA Seattle (University of WashingtonHospital Swedish Hospital and Providence Everett Hospital) Full
acknowledgment of all those who contributed to the development ofINTERGROWTH-21st Project are online and in the appendix
References 1 WHO Physical status the use and interpretation of anthropometry
Report of a WHO Expert Committee World Health Organ Tech Rep Ser 1995 854 1ndash452
2 de Onis M Habicht JP Anthropometric reference data forinternational use recommendations from a World HealthOrganization Expert Committee Am J Clin Nutr 1996 64 650ndash58
3 de Onis M Garza C Victora CG Onyango AW Frongillo EAMartines J The WHO Multicentre Growth Reference Studyplanning study design and methodology Food Nutr Bull 200425 (suppl) S15ndash26
4 de Onis M Garza C Onyango AW Martorell R WHO Child GrowthStandards Acta Paediatr 2006 450 1ndash101
5 de Onis M Onyango A Borghi E et al Worldwide implementation ofthe WHO Child Growth Standards Public Health Nutr 2012
15 1603ndash10
For the full list see httpwww
intergrowth21orguk
See Online for appendix
7212019 International Standards for Newborn Weight Length And Head Circumference by Gestational Age and Sex the Nehellip
httpslidepdfcomreaderfullinternational-standards-for-newborn-weight-length-and-head-circumference 1212
Articles
6 Garza C de Onis M Rationale for developing a new internationalgrowth reference Food Nutr Bull 2004 25 (suppl) S5ndash14
7 Villar J Altman DG Purwar M et al The objectives design andimplementation of the INTERGROWTH-21st Project BJOG 2013120 (suppl 2) 9ndash26
8 Villar J Papageorghiou AT Pang R et al for the International Fetaland Newborn Growth Consortium for the 21st Century(INTERGROWTH-21st) The likeness of fetal growth and newbornsize across non-isolated populations in the INTERGROWTH-21st Project the Fetal Growth Longitudinal Study and Newborn Cross-Sectional Study Lancet Diabetes Endocrinol 2014 published onlineJuly 4 httpdxdoiorg101016S2213-8587(14)70121-4
9 Katz J Lee AC Kozuki N et al Mortality risk in preterm and small-for-gestational-age infants in low-income and middle-income countriesa pooled country analysis Lancet 2013 382 417ndash25
10 Lee ACC Katz J Blencowe H et al National and regional estimates ofterm and preterm babies born small for gestational age in138 low-income and middle-income countries in 2010Lancet Global Health 2013 1 e26ndashe36
11 Black RE Victora CG Walker SP et al Maternal and childundernutrition and overweight in low-income and middle-incomecountries Lancet 2013 382 427ndash51
12 Villar J Papageorghiou AT Knight HE et al The preterm birthsyndrome a prototype phenotypic classification Am J Obstet Gynecol 2012 206 119ndash23
13 Eskenazi B Bradman A Finkton D et al A rapid questionnaireassessment of environmental exposures to pregnant women in theINTERGROWTH-21st Project BJOG 2013 120 (suppl 2) 129ndash38
14 Costeloe KL Hennessy EM Haider S Stacey F Marlow N Draper ESShort term outcomes after extreme preterm birth in Englandcomparison of two birth cohorts in 1995 and 2006 (the EPICurestudies) BMJ 2012 345 e7976
15 McDonald SJ Middleton P Dowswell T Morris PS Effect of timingof umbilical cord clamping of term infants on maternal and neonataloutcomes Cochrane Database Syst Rev 2013 7 CD004074
16 Rabe H Diaz-Rossello JL Duley L Dowswell T Effect of timing ofumbilical cord clamping and other strategies to influence placental
transfusion at preterm birth on maternal and infant outcomesCochrane Database Syst Rev 2012 8 CD003248
17 Cheikh Ismail L Knight H Bhutta Z et al Anthropometric protocolsfor the construction of new international fetal and newborn growthstandards the INTERGROWTH-21st Project BJOG 2013120 (suppl 2) 42ndash47
18 de Onis M Onyango AW Van den Broeck J Chumlea WCMartorell R Measurement and standardization protocols foranthropometry used in the construction of a new international growthreference Food Nutr Bull 2004 25 (suppl) S27ndash36
19 Cheikh Ismail L Knight H Ohuma E et al Anthropometricstandardisation and quality control protocols for the construction ofnew international fetal and newborn growth standards theINTERGROWTH-21st Project BJOG 2013 120 (suppl 2) 48ndash55
20 Bhutta Z Giuliani F Haroon A et al Standardisation of neonatalclinical practice BJOG 2013 120 (suppl 2) 56ndash63
21 Ohuma E Hoch L Cosgrove C et al Managing data for theinternational multicentre INTERGROWTH-21st Project BJOG 2013
120 (suppl 2) 64ndash70 22 Borghi E de Onis M Garza C et al Construction of the World Health
Organization child growth standards selection of methods forattained growth curves Stat Med 2006 25 247ndash65
23 Wright EM Royston PA Comparison of statistical methods forage-related reference intervals J R Stat Soc Ser A Stat Soc 1997160 47ndash69
24 Hynek M Approaches for constructing age-related reference intervalsand centile charts for fetal size Eur J Biomed Informatics 2010 6 51ndash60
25 Royston P Altman DG Regression using fractional polynomials ofcontinuous covariates parsimonious parametric modelling J R Stat Soc C Appl Stat 1994 43 429ndash67
26 Cole TJ Fitting smoothed centile curves to reference data J R Stat Soc Ser A 1988 151 385ndash418
27 Cole TJ Using the LMS method to measure skewness in the NCHSand Dutch National height standards Ann Hum Biol 1989 16 407ndash19
28 Cole TJ Green PJ Smoothing reference centile curves the LMSmethod and penalized likelihood Stat Med 1992 11 1305ndash19
29 Rigby RA Stasinopoulos DM Using the Box-Cox t distribution inGAMLSS to model skewness and kurtosis Stat Model 2006 6 209ndash29
30 Rigby RA Stasinopoulos DM Smooth centile curves for skewand kurtotic data modelled using the BoxndashCox power exponentialdistribution Stat Med 2004 23 3053ndash76
31 Rigby RA Stasinopoulos DM Generalized additive models forLocation Scale and Shape (GAMLSS) in R J Stat Soft 2007 23 1ndash46
32 Rigby RA Stasinopoulos DM Generalized additive models forlocation scale and shape Appl Statist 2005 54 507ndash54
33 Green PJ Silverman BW Nonparametric regression and generalizedlinear models a roughness penalty approach London Chapman andHall 1994
34 Eilers PHC Marx BD Flexible smoothing with B-splines andpenalties Statist Sci 1996 11 89ndash158
35 Akaike H A new look at the statistical model identificationIEEE Trans Automat Contr 1974 19 716ndash23
36 Jones MC Faddy MJ A skew extension of the t-distribution withapplications J R Stat Soc Series B Stat Methodol 2003 65 159ndash74
37 van Buuren S Fredriks M Worm plot a simple diagnostic device for
modelling growth reference curves Stat Med 2001 20 1259ndash77 38 Royston P Wright EM Goodness-of-fit statistics for age-specific
reference intervals Stat Med 2000 19 2943ndash62
39 R Development Core Team R a language and environment forstatistical computing R Foundation for Statistical Computing V 2008httpwwwR-projectorg (accessed June 30 2014)
40 de Onis M Update on the implementation of the WHO Child GrowthStandards World Rev Nutr Diet 2013 106 75ndash82
41 de Onis M Onyango A Borghi E et al Worldwide implementation ofthe WHO Child Growth Standards Public Health Nutr 201215 1603ndash10
42 Ferdynus C Quantin C Abrahamowicz M et al Can birth weightstandards based on healthy populations improve the identification ofsmall-for-gestational-age newborns at risk of adverse neonataloutcomes Pediatrics 2009 123 723ndash30
43 Bertino E Milani S Fabris C et al Neonatal anthropometric chartswhat they are what they are not Arch Dis Child Fetal Neonatal Ed2007 92 F7-F10
44 Bertino E Giuliani F Occhi L et al Benchmarking neonatalanthropometric charts published in the last decadeArch Dis Child Fetal Neonatal Ed 2009 94 F233
45 Zeitlin J Szamotulska K Drewniak N et al Preterm birth time trendsin Europe a study of 19 countries BJOG 2013 120 1356ndash65
46 Villar J Valladares E Wojdyla D et al Caesarean delivery rates andpregnancy outcomes the 2005 WHO global survey on maternal andperinatal health in Latin America Lancet 2006 367 1819ndash29
47 Villar J Knight HE de Onis M et al Conceptual issues related to theconstruction of prescriptive standards for the evaluation of postnatalgrowth of preterm infants Arch Dis Child 2010 95 1034ndash38
48 Kramer MS Born too small or too soon Lancet Global Health 20131 e7ndashe8
49 Salomon LJ Bernard JP Ville Y Estimation of fetal weight referencerange at 20ndash36 weeksrsquo gestation and comparison with actualbirth-weight reference range Ultrasound Obstet Gynecol 200729 550ndash55
50 WHO Multicentre Growth Reference Study Group Enrolment andbaseline characteristics in the WHO Multicentre Growth ReferenceStudy Acta Paediatr Suppl 2006 450 7ndash15
51 Martorell R Zongrone A Intergenerational influences on childgrowth and undernutrition Paediatr Perinat Epidemiol 201226 (suppl 1) 302ndash14
52 Victora CG de Onis M Hallal PC Blossner M Shrimpton RWorldwide timing of growth faltering revisiting implications forinterventions Pediatrics 2010 125 e473ndash80
53 Papageorghiou AT Ohuma EO Altman DG et al Internationalstandards for fetal growth based on serial ultrasound measurementsthe Fetal Growth Longitudinal Study of the INTERGROWTH-21stProject Lancet 2014 384 869ndash79
54 Papageorghiou AT Kennedy SH Salomon LJ et al Internationalstandards for early fetal size and pregnancy dating based onultrasound measurement of crown-rump length in the first trimesterUltrasound Obstet Gynecol 2014 published online July 8 DOI101002uog13448
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wwwthelancetcom
Vol 384 September 6 2014 859
calibrated twice a week was selected for accuracy
precision and robustness as shown in previous studies
18
Measurement procedures were standardised on thebasis of WHO recommendations to ensure maximumvalidity18 During the standardisation sessions theintraobserver and interobserver error of measurementvalues for recumbent length ranged from 0middot3 to 0middot5 cmand those for head circumference ranged from 0middot3 to0middot4 cm Each measurement was collected independentlyby two study anthropometrists19 If the difference betweenthe two measurements exceeded the maximum allowabledifference (birthweight 5 g length 7 mm and headcircumference 5 mm) then both observers independentlyretook that measurement a second time and if necessarya third time
The training standardisation monitoring processesand quality control methods used across all sites aredescribed in detail elsewhere1719 Neonatal clinicalpractices (including those for care in neonatal intensivecare units and for feeding) were standardised across sitesto follow a basic package of internationally acceptedevidence-based practices following an agreed protocoladopted by the projectrsquos neonatal study group andpromoted across all participating hospitals20
The data processing and management systems aredescribed in detail elsewhere21 All documentation used inthe INTERGROWTH-21st Project was tested locally andintroduced into the specially developed online electronicdata entry cleaning and management system hosted byMedSciNet Data were entered locally directly onto theweb-based system and we used the average values of therepeated anthropometric measures The percentage oftimes that measurements were taken only once was 2middot4for birthweight 0middot1 for length and 1middot0 for headcircumference In this small number of cases we used thatmeasure in the analysis During data cleaning we excluded75 measures (17 for birthweight 26 for length and 32 forhead circumference) because they were either implausiblewithin each study sitersquos distribution or they were notwithin five SDs of the mean of the overall gestational-age-specific values We excluded 15 newborn infants whosegestational age was older than 44 weeks of gestation
Statistical analysisTo select the statistical methods to construct ourstandards we used the same strategy as the WHOMGRS22 complemented by published work2324 and oursystematic review of neonatal charts We explored thefollowing four methods first a mean and SD methodusing fractional polynomials25 second a lambda (λ)mu (micro) and sigma (σ LMS) method26ndash28 which assumes apower transformation at each gestational age to removeskewness making the data approximately normallydistributed third an LMST29 (ie lambda mu sigmaassuming Box-Cox t distribution) method which assumesa shifted and scaled (truncated) t distribution to takeaccount of skewness and leptokurtosis and fourth a
LMSP30 (lambda mu sigma assuming Box-Cox power
exponential distribution) method which takes account ofskewness platykurtosis and leptokurtosis The LMSTand LMSP methods are extensions of the LMS methodthat model skewness and kurtosis for situations in whichthe Box-Cox transformation cannot transform data closeto normality
The mean and SD method using fractional polynomialsis based on the assumption of a normal distribution Thegeneralised additive models for location scale and shapeframework (GAMLSS)3132 provides the option of fittingvarious distributions other than the normal (skewed andkurtotic distributions) and modelling other parameters ofa distribution that determine scale and shape usingfractional polynomials Furthermore we assessed
three smoothing techniques fractional polynomials25 cubic splines33 and penalised splines34 Our aim was toproduce centiles that change smoothly with gestational ageand that maximise simplicity without compromisingmodel fit To select the best model to construct thestandards we first identified the best model within a classof models (ie two three and four parameter models) andthen chose the best model across different classes ofmodels (ie fractional polynomials LMS LMST and LMSPmethods) We used the Akaike information criterion andBayesian information criterion to compare models withinand across different classes of models35 We calculated thebest model across different classes in an add-up stepwiseform starting from the simplest class of models
We selected the skew t distribution (type 3)36 withfour parameters (μ σ υ and τ) as the most appropriatedistribution to construct the curves for birthweight lengthand head circumference We used fractional polynomials tofit models to the three anthropometric measures usingtwo powers for the mean and one for the SD while keepingthe skewness and kurtosis values constant In all cases weapplied the fractional polynomial smoothing techniqueNone of the LMS LMST and LMSP methods gave anoticeable improvement compared with our chosenapproach We fitted all models separately for boys and girlsWe required at least 50 observations for each gestationalage to construct the standards This criterion resulted in
33 weeks as the lower limit Hence we excluded 112 babiesGoodness-of-fit was evaluated to inform the decision
about whether or not to select a more complex modelThis evaluation incorporated both visual inspection ofoverall model fit using quantile-quantile plots of theresiduals detrended quantile-quantile plots of theresiduals (worm plot)37 and the Q statistic for a particulargestational age range38 to identify regions (intervals) ofthe explanatory variable within which the model did notadequately fit the data plots of residual versus fittedvalues and the distribution of fitted Z scores acrossgestational ages
All models and goodness-of-fit assessments were fittedwith R statistical software39 using the GAMLSSframework3132 All graphics were produced using Stata
For the protocol see httpwww
medscinetnetIntergrowth
patientinfodocsNeonatal20
Manual20Finalpdf
For the MedSciNetrsquos website see
httpmedscinetcom
7212019 International Standards for Newborn Weight Length And Head Circumference by Gestational Age and Sex the Nehellip
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Articles
860 wwwthelancetcom
Vol 384 September 6 2014
software (version 112) Tables containing means and SDs
centile values and Z scores for boys and girls expressedin completed weeks of gestation (as recommended byWHO International Statistical Classification of Diseasesand Related Health Problems 10 [ICD-10]) and printablecharts will be available free by December 2014 on theINTERGROWTH-21st Project website A method tocalculate the individual centiles and Z scores by gestationalage (in exact weeks and days) for boys and girls will bemade available free on the same website
Role of the funding sourceThe funders of the study had no role in study design datacollection data analysis data interpretation or writing ofthe report All authors had access to the data and all authors
made the decision to submit the paper for publication
ResultsBetween May 14 2009 and Aug 2 2013 we enrolled59 137 pregnant women at the eight sites of whom6056 did not have a reliable estimate of gestational ageand 910 had multiple pregnancies Of the remaining52 171 women 20 486 (35 of the total NCSS population)met the individual clinical and demographic eligibilitycriteria for the standards presented here had a reliableultrasound estimate of gestational age and deliveredone live baby without a congenital malformation These20 486 newborn infants are the NCSS prescriptivesubpopulation The most common reasons forineligibility (although some women might have morethan one reason) were maternal age younger than18 years or older than 35 years (7929 women 25)maternal height shorter than 153 cm (5932 19) BMI30 kgmsup2 or higher (6579 21) or lower than 18middot5 kgmsup2(2923 9) current smoker (2478 8) medical history(8406 26) birth of any previous baby weighing lessthan 2middot5 kg or more than 4middot5 kg (2310 7) pasttwo pregnancies ending in miscarriage (1785 6) anyprevious stillbirth or neonatal death (1077 3) orcongenital malformation (287 1)
The contribution of each site to the subpopulation usedin this analysis ranged from 5 (1027 women) for the
USA to 18 (3702) from Kenya (table 1) thethree high-income countries represented 31 ofthe sample (14 from the UK 12 from Italy and 5from the USA) China contributed 17 of the populationwith 12 from India and 14 from Oman (table 1)Differences in each countryrsquos contribution to this NCSSprescriptive subpopulation reflect the different riskprofiles of the populationsmdashie inner-city Seattle andPelotas had fewer eligible women (16 and 24respectively) than had Shunyi County Beijing (48) theParklands suburb of Nairobi (48) Oxford (36) orMuscat (37) 32 of women from central Nagpur and29 of women from Turin were eligible
A detailed description of each of these studypopulations has been presented elsewhere8 At baseline
the groups at the eight sites were as expected similar
because the same inclusion criteria were used Howeverwe note some differences in maternal size mothersfrom India were the shortest and those from the UK andthe USA were the tallest UK mothers were the heaviestand Indian mothers the lightest However maternalBMI values were similar across all sites The meanmaternal age was 28middot0 (SD 4middot0) years most womenwere married or in cohabitation educationalachievement was high at all sites Two-thirds of womenwere nulliparous (table 1)
Table 1 also shows pregnancy and perinatal events bysite and for the total population As expected there wasvariability across the sites but all indicators for mortalityand morbidity were consistent with the populationsrsquo
status as healthy and well nourishedmdasheg pre-eclampsiarate was 1middot2 (ranging from 3middot5 in the UK to 0middot2 inIndia) Rates for spontaneous initiation of labour and forcaesarean section differed substantially because of wellrecognised variations in clinical practice in thesecountries Brazil had the highest caesarean section rate(65) and Oman (14) and the UK (18) had the lowestrate The overall preterm birth (lt37 weeks of gestation)rate was 5middot5 (ranging from 10middot0 in India to 3middot4 inthe UK) The preterm birth rate after spontaneousinitiation of labour was 3middot1 overall (ranging from 5middot0in Brazil to 1middot9 in the UK) For term babies the overallmean birthweight was 3middot3 (SD 0middot5) kg length49middot3 (1middot8) cm and head circumference 33middot9 (1middot3) cm
51middot2 of newborn babies were boys (ranging from49middot7 in Italy to 53middot2 in the USA) Neonatal mortalityup to hospital discharge was very low overall and persite and 88 (ranging from 73 in Italy to 99 inIndia) of newborn infants were discharged fromhospital being exclusively breastfed These patterns allprovide confirmatory evidence of the adequate healthand nutritional status of the study population asrequired for the construction of standards for neonatalmeasures of growth
We assessed similarities between smoothed centilescurves (3rd 50th and 97th centiles) estimated usingfractional polynomials and the observed centiles by
superimposing them by gestational age Figure 1 showsthe individual values observed and smoothed centilesfor birthweight length and head circumference forgestational age showing almost identical values withvery few exceptions at the lower end of the gestationalage distribution in which only a small number ofindividual measures could be mademdasheg at the 3rdcentile for length at 34ndash35 weeks of gestation
Overall the average differences in absolute valuesbetween smoothed and observed centiles weresmallmdash45middot2 g in boys and 39middot8 g in girls for birthweight(figure 1A) 0middot22 cm in boys and 0middot18 cm in girls forlength (figure 1B) and 0middot13 cm in boys and 0middot12 cm ingirls for head circumference (figure 1C) Considering thedirection of the variation the average differences between
For the INTERGROWTH website
see httpwwwintergrowth21
org
7212019 International Standards for Newborn Weight Length And Head Circumference by Gestational Age and Sex the Nehellip
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Articles
wwwthelancetcom
Vol 384 September 6 2014 861
the smoothed and observed centiles independent of sex
were negligiblemdash0middot71 g for birthweight 0middot02 cm forlength and 0middot001 cm for head circumferenceFigure 2 shows the 3rd 10th 50th 90th and 97th
smoothed centile curves for birthweight length andhead circumference according to gestational age and sexwhich represent the international standards for newborn
infants For length and head circumference the pattern
of growth increased steadily from 33 weeks of gestationonwards The curves for birthweight show a faster overallincrease as gestational age increases Table 2 table 3 andtable 4 present the values for these centiles according togestational age and sex Overall boys were heavierlonger and had larger head circumferences than girls
Brazil
(n=1595)
China
(n=3551)
India
(n=2493)
Italy
(n=2358)
Kenya
(n=3702)
Oman
(n=2821)
UK
(n=2939)
USA
(n=1027)
Total
(n=20 486)
Maternal age (years) 26middot4 (4middot8) 26middot3 (3middot0) 27middot5 (3middot3) 29middot9 (4middot0) 28middot8 (3middot5) 26middot9 (4middot0) 29middot1 (4middot3) 29middot5 (3middot9) 28middot0 (4middot0)
Maternal height (cm) 162middot5 (5middot4) 161middot7 (4middot5) 157middot6 (3middot3) 163middot3 (5middot6) 162middot3 (5middot5) 158middot8 (4middot1) 165middot3 (6middot1) 164middot8 (6middot2) 161middot8 (5middot6)
Maternal weight (kg) 63middot2 (8middot4) 58middot8 (7middot6) 57middot0 (7middot7) 60middot4 (7middot9) 63middot6 (8middot5) 60middot7 (8middot5) 64middot4 (8middot8) 63middot7 (9middot0) 61middot3 (8middot6)
Maternal body-mass
index (kgmsup2)
23middot9 (2middot8) 22middot5 (2middot7) 22middot9 (2middot9) 22middot6 (2middot6) 24middot1 (2middot9) 24middot1 (3middot1) 23middot5 (2middot8) 23middot4 (2middot8) 23middot4 (2middot9)
Gestational age at first
visit (weeks)
14middot0 (5middot8) 16middot2 (5middot4) 14middot3 (7middot5) 13middot1 (3middot6) 17middot1 (7middot9) 15middot2 (5middot7) 13middot2 (3middot1) 12middot0 (4middot0) 14middot8 (6middot0)
Years of formal
education
11middot3 (3middot6) 13middot9 (1middot9) 16middot2 (1middot3) 13middot7 (3middot8) 14middot9 (2middot3) 13middot2 (2middot8) 16middot0 (3middot0) 16middot5 (3middot2) 14middot2 (3middot0)
Haemoglobin
concentration before15 weeksrsquo gestation (gL)
123 (9) 133 (10) 112 (11) 129 (10) 125 (14) 117 (11) 125 (9) 126 (9) 123 (12)
Married or cohabiting
()
1468 (92middot0) 3548 (99middot9) 2485 (99middot7) 2327 (98middot7) 3525 (95middot2) 2821 (100) 2762 (94middot0) 941 (91middot6) 19 877 (97middot0)
Nulliparous () 998 (62middot6) 3320 (93middot5) 1719 (69middot0) 1472 (62middot4) 1877 (50middot7) 1228 (43middot5) 1753 (59middot6) 629 (61middot2) 12 996 (63middot4)
Pre-eclampsia () 23 (1middot4) 49 (1middot4) 6 (0middot2) 13 (0middot6) 40 (1middot1) 8 (0middot3) 102 (3middot5) 15 (1middot5) 256 (1middot2)
Pyelonephritis () 25 (1middot6) 0 0 4 (0middot2) 16 (0middot4) 3 (0middot1) 2 (0middot1) 4 (0middot4) 54 (0middot3)
Maternal sexuallytransmitted infection
()
20 (1middot3) 0 0 8 (0middot3) 2 (0middot1) 0 2 (0middot1) 36 (3middot5) 68 (0middot3)
Spontaneous initiation
of labour ()
850 (53middot3) 1390 (39middot1) 1528 (61middot3) 1985 (84middot2) 2482 (67middot0) 2494 (88middot4) 2025 (68middot9) 716 (69middot7) 13 470 (65middot8)
PPROM (lt37 weeks ) 62 (3middot9) 65 (1middot8) 48 (1middot9) 24 (1middot0) 47 (1middot3) 35 (1middot2) 37 (1middot3) 20 (1middot9) 338 (1middot6)
Caesarean section () 1040 (65middot2) 2077 (58middot5) 1516 (60middot8) 488 (20middot7) 1187 (32middot1) 395 (14middot0) 513 (17middot5) 236 (23middot0) 7452 (36middot4)
NICU admission longer
than 1 day ()
143 (9middot0) 438 (12middot3) 93 (3middot7) 56 (2middot4) 143 (3middot9) 152 (5middot4) 108 (3middot7) 51 (5middot0) 1184 (5middot8)
Preterm birth(lt37 weeks )
143 (9middot0) 212 (6middot0) 250 (10middot0) 83 (3middot5) 154 (4middot2) 145 (5middot1) 100 (3middot4) 49 (4middot8) 1136 (5middot5)
Preterm birth afterspontaneous onset of
labour ()
79 (5middot0) 87 (2middot5) 111 (4middot5) 55 (2middot3) 91 (2middot5) 113 (4middot0) 57 (1middot9) 41 (4middot0) 634 (3middot1)
Term low birthweight
(lt2500 g )
31 (1middot9) 22 (0middot6) 222 (8middot9) 50 (2middot1) 134 (3middot6) 126 (4middot5) 49 (1middot7) 17 (1middot7) 651 (3middot2)
All low birthweight(lt2500 g )
92 (5middot8) 75 (2middot1) 338 (13middot6) 91 (3middot9) 206 (5middot6) 183 (6middot5) 100 (3middot4) 44 (4middot3) 1129 (5middot5)
Neonatal mortality () 4 (0middot3) 0 4 (0middot2) 0 9 (0middot2) 4 (0middot1) 0 1 (0middot1) 22 (0middot1)
Boys () 823 (51middot6) 1861 (52middot4) 1287 (51middot6) 1173 (49middot7) 1850 (50middot0) 1471 (52middot2) 1471 (50middot1) 546 (53middot2) 10 482 (51middot2)
Exclusive breastfeedingat hospital discharge ()
1499 (94middot0) 2870 (80middot8) 2455 (98middot5) 1720 (72middot9) 3616 (97middot7) 2736 (97middot0) 2281 (77middot6) 815 (79middot4) 17 992 (87middot8)
Mother admitted tointensive care unit ()
3 (0middot2) 2 (0middot1) 1 7 (0middot3) 5 (0middot1) 18 (0middot6) 1 1 (0middot1) 38 (0middot2)
Term birthweight (kg) 3middot3 (0middot4) 3middot4 (0middot4) 2middot9 (0middot4) 3middot3 (0middot4) 3middot3 (0middot4) 3middot1 (0middot4) 3middot5 (0middot5) 3middot4 (0middot5) 3middot3 (0middot5)
Term birthlength (cm) 49middot0 (1middot7) 49middot7 (1middot6) 48middot6 (1middot8) 49middot4 (1middot7) 49middot1 (1middot8) 49middot0 (1middot8) 49middot9 (1middot9) 49middot9 (2middot2) 49middot3 (1middot8)
Term birth headcircumference (cm)
34middot2 (1middot2) 33middot6 (1middot2) 33middot1 (1middot1) 34middot0 (1middot2) 34middot2 (1middot2) 33middot6 (1middot1) 34middot5 (1middot3) 34middot5 (1middot4) 33middot9 (1middot3)
Only includes pregnancies leading to one livebirth birth and no congenital malformations All values are means (SD) for continuous variables and absolute numbers (percentages) for categorical variables
PPROM=preterm pre-labour rupture of membranes NICU=neonatal intensive care unit Term indicates all babies born at 37 weeksrsquo gestation or later
Table 983089 Maternal baseline characteristics perinatal events and newborn baby measures
7212019 International Standards for Newborn Weight Length And Head Circumference by Gestational Age and Sex the Nehellip
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0middot5
1middot5
2middot5
3middot5
4middot5
5middot5
36
40
44
48
52
56
26
28
30
32
34
40
38
36
B i r t h w e i g h t ( k g )
A Birthweight
Birth length
Head circumference
GirlsBoys
GirlsBoys
GirlsBoys
L e n g t h ( c m )
B
33 34 35 36 37 38 39 40 41 42 43
H e a d c i r c u m f e r e n c e ( c m )
Gestational age (weeks)
C
33 34 35 36 37 38 39 40 41 42 43
Gestational age (weeks)
33 34 35 36 37 38 39 40 41 42 43
Gestational age (weeks)
33 34 35 36 37 38 39 40 41 42 43
Gestational age (weeks)
33 34 35 36 37 38 39 40 41 42 43
Gestational age (weeks)
33 34 35 36 37 38 39 40 41 42 43
Gestational age (weeks)
Figure 983089 Fitted 3rd 50th
and 97th smoothed centile
curves (blue lines) for (A)
birthweight (B) birth
length and (C) head
circumference according to
gestational age
Shows empirical values for
each week of gestation
(red circles) and the actual
observations (grey circles)
7212019 International Standards for Newborn Weight Length And Head Circumference by Gestational Age and Sex the Nehellip
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Vol 384 September 6 2014 863
0middot5
1middot5
2middot5
3middot5
4middot5
5middot5
36
40
44
48
52
56
26
28
30
32
34
40
38
36
B i r t h w e i g h t ( k g )
A Birthweight
Birth length
Head circumference
GirlsBoys
GirlsBoys
GirlsBoys
L e n g t h ( c m )
B
33 34 35 36 37 38 39 40 41 42 43
H e a d c i r c u m f e r e n c e ( c m )
Gestational age (weeks)
C
33 34 35 36 37 38 39 40 41 42 43
Gestational age (weeks)
33 34 35 36 37 38 39 40 41 42 43
Gestational age (weeks)
33 34 35 36 37 38 39 40 41 42 43
Gestational age (weeks)
33 34 35 36 37 38 39 40 41 42 43
Gestational age (weeks)
33 34 35 36 37 38 39 40 41 42 43
Gestational age (weeks)
Figure 983090 The 3rd 10th 50th
90th and 97th smoothed
centile curves for (A)
birthweight (B) birth
length and (C) head
circumference according to
gestational age
7212019 International Standards for Newborn Weight Length And Head Circumference by Gestational Age and Sex the Nehellip
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Vol 384 September 6 2014
Boys Girls
Number of
observations
Centiles for birthweight (kg) Number of
observations
Centiles for birthweight (kg)
3rd 10th 50th 90th 97th 3rd 10th 50th 90th 97th
33 weeks 34 1middot18 1middot43 1middot95 2middot52 2middot82 17 1middot20 1middot41 1middot86 2middot35 2middot61
34 weeks 48 1middot45 1middot71 2middot22 2middot79 3middot08 65 1middot47 1middot68 2middot13 2middot64 2middot90
35 weeks 128 1middot70 1middot95 2middot47 3middot03 3middot32 114 1middot71 1middot92 2middot38 2middot89 3middot16
36 weeks 323 1middot93 2middot18 2middot69 3middot25 3middot54 293 1middot92 2middot14 2middot60 3middot12 3middot39
37 weeks 857 2middot13 2middot38 2middot89 3middot45 3middot74 803 2middot11 2middot33 2middot80 3middot32 3middot60
38 weeks 2045 2middot32 2middot57 3middot07 3middot63 3middot92 1802 2middot28 2middot50 2middot97 3middot51 3middot78
39 weeks 3009 2middot49 2middot73 3middot24 3middot79 4middot08 2869 2middot42 2middot65 3middot13 3middot66 3middot94
40 weeks 2568 2middot63 2middot88 3middot38 3middot94 4middot22 2523 2middot55 2middot78 3middot26 3middot80 4middot08
41 weeks 1179 2middot76 3middot01 3middot51 4middot06 4middot35 1195 2middot65 2middot89 3middot37 3middot92 4middot20
42 weeks 206 2middot88 3middot12 3middot62 4middot17 4middot46 224 2middot74 2middot98 3middot46 4middot01 4middot30
Total 10 397 middotmiddot middotmiddot middotmiddot middotmiddot middotmiddot 9905 middotmiddot middotmiddot middotmiddot middotmiddot middotmiddot
Table 983090 Smoothed centiles for birthweight of boys and girls according to gestational age
Boys Girls
Number of
observations
Centiles for length (cm) Number of
observations
Centiles for length (cm)
3rd 10th 50th 90th 97th 3rd 10th 50th 90th 97th
33 weeks 33 39middot69 41middot09 43middot81 46middot55 47middot97 17 39middot79 41middot01 43middot39 45middot70 46middot85
34 weeks 48 41middot05 42middot38 44middot98 47middot59 48middot94 65 41middot04 42middot22 44middot55 46middot79 47middot92
35 weeks 128 42middot26 43middot54 46middot03 48middot53 49middot82 111 42middot14 43middot30 45middot57 47middot76 48middot86
36 weeks 320 43middot36 44middot58 46middot97 49middot38 50middot62 292 43middot13 44middot26 46middot48 48middot62 49middot69
37 weeks 849 44middot34 45middot52 47middot82 50middot14 51middot34 799 44middot01 45middot11 47middot29 49middot39 50middot44
38 weeks 2031 45middot22 46middot37 48middot59 50middot83 51middot99 1786 44middot79 45middot88 48middot01 50middot07 51middot10
39 weeks 2983 46middot02 47middot13 49middot29 51middot46 52middot59 2846 45middot49 46middot56 48middot65 50middot68 51middot69
40 weeks 2531 46middot75 47middot83 49middot92 52middot03 53middot13 2486 46middot12 47middot17 49middot23 51middot23 52middot22
41 weeks 1146 47middot41 48middot46 50middot50 52middot56 53middot62 1180 46middot68 47middot72 49middot75 51middot72 52middot70
42 weeks 202 48middot01 49middot04 51middot03 53middot03 54middot07 218 47middot19 48middot21 50middot22 52middot15 53middot12
Total 10 271 middotmiddot middotmiddot middotmiddot middotmiddot middotmiddot 9800 middotmiddot middotmiddot middotmiddot middotmiddot middotmiddot
Table 983091 Smoothed centiles for birth length of boys and girls according to gestational age
Boys Girls
Number of
observations
Centiles for head circumference (cm) Number of
observations
Centiles for head circumference (cm)
3rd 10th 50th 90th 97th 3rd 10th 50th 90th 97th
33 weeks 33 28middot25 29middot11 30middot88 32middot71 33middot62 17 27middot92 28middot76 30middot46 32middot24 33middot14
34 weeks 48 28middot93 29middot76 31middot47 33middot23 34middot11 65 28middot64 29middot44 31middot08 32middot78 33middot65
35 weeks 127 29middot56 30middot37 32middot02 33middot73 34middot58 111 29middot28 30middot06 31middot64 33middot28 34middot12
36 weeks 322 30middot15 30middot93 32middot53 34middot19 35middot02 293 29middot87 30middot62 32middot14 33middot74 34middot55
37 weeks 848 30middot69 31middot46 33middot02 34middot63 35middot43 798 30middot40 31middot13 32middot61 34middot15 34middot94
38 weeks 2032 31middot21 31middot95 33middot47 35middot04 35middot83 1783 30middot88 31middot59 33middot03 34middot53 35middot30
39 weeks 2985 31middot69 32middot42 33middot90 35middot44 36middot20 2849 31middot32 32middot01 33middot41 34middot88 35middot62
40 weeks 2532 32middot15 32middot86 34middot31 35middot81 36middot56 2486 31middot72 32middot39 33middot76 35middot19 35middot92
41 weeks 1147 32middot58 33middot28 34middot70 36middot17 36middot91 1180 32middot08 32middot74 34middot08 35middot48 36middot19
42 weeks 204 32middot99 33middot68 35middot07 36middot52 37middot24 218 32middot41 33middot06 34middot37 35middot74 36middot44
Total 10 278 middotmiddot middotmiddot middotmiddot middotmiddot middotmiddot 9800 middotmiddot middotmiddot middotmiddot middotmiddot middotmiddot
Table 983092 Smoothed centiles for head circumference of boys and girls according to gestational age
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Because some variability existed in the number of
women that each study site contributed to the totalpopulation we did predetermined sensitivity analyses toassess the effects of excluding country-specific data onour overall standards These separate exclusions had anegligible effect
DiscussionThe INTERGROWTH-21st Project aimed to produce forthe first time (panel) international standards fornewborn size for each gestational age based on data fromits NCSS subpopulation which conformed at populationand individual levels to the prescriptive approach used inthe WHO MGRS3 These new standards are consideredto be a conceptual and practical link to WHO Child
Growth Standards which have been adopted by morethan 125 countries worldwide4041 They will bridge gaps inclinical and population assessments42 for fetusesneonatal babies and infants through provision of similarinstruments to monitor child growth seamlessly fromearly pregnancy to age 5 years and to screen for stuntingand wasting Later in 2014 we will provide on The Lancet rsquoswebsite and through the INTERGROWTH-21st Projectwebsite and the Global Health Network software forclinical and epidemiological use free of charge includingan app to calculate Z scores and centiles
We believe these standards are unique because in thestudy protocol we deliberately addressed most of theimportant limitations that were previously identified4344 First the standards are prescriptivemdashie they describeoptimum size in newborn infants without congenitalabnormalitiesmdashwhereas reference charts describe onlynewborn infant size at a given place and time whichmight be several decades in the past Thus thestandards were constructed with use of data collectedspecifically for that purpose from populations selectedon the basis of their socioeconomic health andnutritional status creating a low-risk environment forfetal growth impairment Second the standards arepopulation-based multiethnic multicountry andsex-specific and they arise from a prospective study Wehave shown (using several analytical strategies) that the
eight populations were consistently similar and couldbe pooled to create the standards8 Third severalprocesses were applied across all eight study sitesmdasheguniform research methods and one protocol forgestational age estimation by ultrasound for allparticipants plus standardised identical equipmenttraining a centralised electronic data managementsystem and close monitoring of staff which to ourknowledge have never before been attempted inperinatal research Fourth the analytical approachfollowed that of the WHO MGRS in terms of how topresent the observed and smoothed data and explorethe best fitting model with an a-priori strategy 22 Thedata are reported according to completed weeks ofgestation (WHO ICD-10) as smoothed centiles which
were shown to be consistent with the raw data
increasing confidence in the curves that we producedFifth we present centiles for birthweight length andhead circumference by sex and gestational age based ona prescriptive approach that are integrated with thecorresponding fetal growth standards
This prescriptive approach required us to selectpopulations at low risk of fetal growth impairment andwithin these populations select healthy well-nourishedwomen who were receiving adequate antenatal care andwhose pregnancies were not complicated by any majorclinical problems The samples represented 34middot6 of thetotal NCSS population indicating that we did not select agroup with low external validity to the populations inwhich the standards will be used Nevertheless the study
population did have a very low rate (5middot5) of pretermbirth (births before 37 weeks of gestation) mostlyconsisting of late preterm birthsmdashie after 34 weeks ofgestation and before 37 weeks of gestation and a very lowrate of low birthweight in term babies (3middot2) Thepreterm birth rate in our study is similar to that recentlyreported for European countries45 providing furtherevidence that our study population was genuinely low-risk The caesarean section rate noted in these populationsis higher than would be expected for their level of riskbut it is consistent with worldwide trends46
The women whose babies contributed to the constructionof the standards reported here were selected on the basisthat they were living in environments in which exposure torisk factors known to affect fetal growth was as low as
Panel Research in context
Systematic review
We did a systematic review of all charts and references published since 1990 that aimed to
evaluate anthropometric measures of newborn infants We searched PubMed Medline
Embase CINAHL LILACS and Google Scholar using MeSH terms related to infants at birth
(ldquoneonaterdquo OR ldquonewbornrdquo OR ldquofetal growthrdquo OR ldquointrauterine growthrdquo) anthropometric
variables (ldquoweightrdquo OR ldquolengthrdquo OR ldquohead circumferencerdquo OR ldquoBMIrdquo OR ldquoponderal indexrdquo)
distribution of the variable (ldquopercentilesrdquo OR ldquocentilesrdquo OR ldquocurvesrdquo OR ldquochartsrdquo) and
ldquogestational agerdquo while omitting ldquovelocityrdquo to exclude longitudinal fetal growth studies
We examined the references of retrieved full-text articles for additional articles We
included studies published between Jan 1 1990 and Dec 31 2012 (updated up to April2014) with the main aim of creating neonatal anthropometric charts No language
restriction was applied We identified 104 relevant studies of varying quality and size (data
not shown) The substantial methodological heterogeneity and the large number of charts
available complicate the clinical assessment of a newborn infantrsquos nutritional status and
make comparisons diffi cult across populations Therefore international standards for
newborn size were needed
Interpretation
We present international sex-specific standards for weight length and head circumference
for gestational age at birth that complement the available WHO Child Growth Standards
and allow comparisons across populations The international standard for length at birth
for gestational age in particular when incorporated into routine neonatal care will provide
a method for the early diagnosis of stunting which can be then be monitored during
infancy and childhood using the corresponding WHO Child Growth Standards
For the Global Health Network
website see httptghnorg
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Vol 384 September 6 2014
possible and that they themselves were healthy non-obese
and without any factors or disorders that would affect fetalgrowth Hence the standards characterise optimum fetalgrowthmdashie they describe how fetuses everywhere shouldgrow when there are minimum constraints The standardsare universal and independent of time they are notintended to be representative of a given population orregion at a given time as opposed to a reference and theycan be used to assess the size of newborn infantsirrespective of ethnicity locality socioeconomic status orhealth-care provision The standards complement theWHO Child Growth Standards which were also derivedfrom six populations of babies born to healthynon-smoking women with low rates of obesity3
A shortcoming of studying such a low-risk group is that
there were relatively few early preterm births despite thelarge sample size hence we had to limit the range of thestandards by setting the lower limit of the curves to thoseborn at 33 weeks of gestation It might not be feasible toconstruct standards for very preterm newborn infants(lt33 weeks of gestation) using such a strictly definedsubpopulation of preterm babies who are at higher risk ofintrauterine growth restriction and other major pregnancyand neonatal complications We have discussed this issuepreviously47 in the context of how to select a pretermpopulation for the construction of postnatal growthstandardsmdashie which baby could be considered a healthypreterm We have recommended criteria to selectuncomplicated preterm birthsmdashie those without severeneonatal disorders (other than those expectedphysiologically because of their degree of immaturity)mdashtoconstruct a reference chart for healthy very pretermnewborn infants
With regard to implementation of the new standardstwo limitations have to be considered that apply to anyevaluation of size the cross-sectional nature of the studypopulation and the use of statistics-based cutoff points todefine small-for-gestational-age babies rather thanimpaired fetal growth These limitations are moreapparent when using birthweight alone or when assessingpreterm birth for which present reference charts arereported to have poorer sensitivity for the detection of
small-for-gestational age babies than for the assessmentof term babies48 There is no ideal solutionmdashbecause weare constructing size (rather than growth) standards eachchild was only measured at birth For babies at gestationalages less than 33 weeks a complementary clinicalapproach would be to estimate fetal weight at eachgestational age by ultrasound examination of well datedhealthy pregnant women whose fetuses remained inutero until term This strategy would allow constructionof estimated fetal weight charts for healthy preterminfants and allow comparisons between the estimatedfetal weight by ultrasound and the actual newborn weightmeasured for healthy preterm births49 Such analyses arebeing done with the dataset and will be the subject of afuture report We have provided several centiles and will
provide corresponding equations and Z scores to calculate
others as needed The decision about which cutoff pointto use depends on several issues related to the clinicalresources available for local care or referral of at-risknewborn babies and to risk factors associated with thepopulation where the standards are used Thesestatistic-based cutoffs ideally should be replaced byperinatal risk-based cutoff points so as to design anevidence-based triage for neonatal care
Comparisons with local reference charts currently in useare very diffi cult because not only are there a large numberof them (we identified 104 in our systematic review) butthey have methodological limitations including poorstandardisation of equipment and measurement methodsused in the primary outcome variables the unreliability of
gestational age estimates and unselected populationsstudied In addition our international standards are notintended for comparison with these references but tocomplement the WHO Child Growth Standards3 whichstart at birth but only include term newborn infantsmdashiethey are not gestational age specific at birth Adoption ofthe international standards presented here is likely to affectglobal estimates of the number of babies who are small forgestational age but assessment of the direction and size ofthese changes is beyond the scope of this Article
A key conceptual and practical issue was to show that thepopulations in INTERGROWTH-21st Project and WHOChild Growth Standards34 were comparable Thiscomparability was to be expected because we selected thegroups using the same population and individual criteriaand we used the same methods and equipment for allmeasurements and analyses Therefore it is important toemphasise that when the two studies overlap (ie termnewborn infants) the means and SDs for the mainanthropometric measures are almost identicalmdashthe meanbirthweight of babies older than 37 weeks of gestation inour study population was 3middot3 (0middot5) kg and it was 3middot3 (0middot5)kg in the WHO MGRS50 The data for the mean length inour population was 49middot3 cm (1middot8 cm) and 49middot5 cm(1middot9 cm) in WHOrsquos population50 For head circumferencethe mean and SD in our study was 33middot9 (1middot3) cm versus34middot2 (1middot3) cm in the MGRS50
Finally the international standard for length at birth forgestational age incorporates for the first time into routineneonatal care a method for the early diagnosis of stuntingthat can be then monitored during infancy and childhoodusing the corresponding WHO Child Growth StandardsThis strategy is in the context of the global efforts toreduce stunting during the first 1000 days a recognisedimportant period for growth and development5152 Thisprocedure will need some adaptation to the routine care ofnewborn infants but our extensive experience ofmeasuring newborn length supports its feasibility Severalglobal initiatives now focus on improving nutrition formothers and infants in the first 1000 days of life (fromconception to 2 years of age) Therefore robustinternational methods are needed to monitor growth and
7212019 International Standards for Newborn Weight Length And Head Circumference by Gestational Age and Sex the Nehellip
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Vol 384 September 6 2014 867
in particular screen for stunting as early as possible The
present newborn international standards together withthe fetal growth standards that are also being published5354
provide gestational-age specific standards at birth that canbe used before the WHO standards become relevant Thisstrategy allows the size and growth of fetuses and babiesto be monitored worldwide in individuals andpopulations across the first 1000 days of life usingessentially the same instruments
Contributors
JV and SHK conceptualised and designed the INTERGROWTH-21 st Project JV SHK DGA and AJN prepared the original protocol with laterinput from ATP LCI FCB and ZAB JV ATP LCI AL andZAB supervised and coordinated the projectrsquos overall undertakingEOO DGA FCB and CGV did data management and analysis incollaboration with JV RP FCB MC YAJ EB MGG MP and IOF
collaborated in the overall project and implemented it in their respectivecountries CC and LCI led the quality control of the anthropometriccomponent of the project JV and SK wrote the report with input from allcoauthors All coauthors read the report and made suggestions on itscontent
Members of the International Fetal and Newborn Growth Consortium for the
21st Century (INTERGROWTH-21st) and its Committees
Scientific Advisory Committee M Katz (Chair from January 2011)M K Bhan C Garza S Zaidi A Langer P M Rothwell (from February2011) Sir D Weatherall (Chair until December 2010) Steering CommitteeZ A Bhutta (Chair) J Villar (Principal Investigator) S Kennedy(Project Director) D G Altman F C Barros E Bertino F BurtonM Carvalho L Cheikh Ismail W C Chumlea M G Gravett Y A JafferA Lambert P Lumbiganon J A Noble R Y Pang A T PapageorghiouM Purwar J Rivera C G Victora Executive Committee J Villar (Chair)D G Altman Z A Bhutta L Cheikh Ismail S Kennedy A LambertJ A Noble A T Papageorghiou Project Co-ordinating Unit J Villar (Head)
S Kennedy L Cheikh Ismail A Lambert A T Papageorghiou M ShortenL Hoch (until May 2011) H E Knight (until August 2011) E O Ohuma(from September 2010) C Cosgrove (from July 2011) I Blakey (fromMarch 2011) Data Analysis Group D G Altman (Head) E O OhumaJ Villar Data Management Group D G Altman (Head) F RosemanN Kunnawar S H Gu J H Wang M H Wu M DominguesP Gilli L Juodvirsiene L Hoch (until May 2011) N Musee (untilJune 2011) H Al-Jabri (until October 2010) S Waller (until June 2011)C Cosgrove (from July 2011) D Muninzwa (from October 2011)E O Ohuma (from September 2010) D Yellappan (from November 2010)A Carter (from July 2011) D Reade (from June 2012) R Miller (from June2012) Ultrasound Group A T Papageorghiou (Head) L Salomon (Seniorexternal adviser) A Leston A Mitidieri F Al-Aamri W Paulsene J SandeW K S Al-Zadjali C Batiuk S Bornemeier M Carvalho M DigheP Gaglioti N Jacinta S Jaiswal J A Noble K Oas M Oberto E OlearoM G Owende J Shah S Sohoni T Todros M Venkataraman S VinayakL Wang D Wilson Q Q Wu S Zaidi Y Zhang P Chamberlain
(until September 2012) D Danelon (until July 2010) I Sarris (untilJune 2010) J Dhami (until July 2011) C Ioannou (until February 2012)C L Knight (from October 2010) R Napolitano (from July 2011)S Wanyonyi (from May 2012) C Pace (from January 2011) V Mkrtychyan(from June 2012) Anthropometry Group L Cheikh Ismail (Head)W C Chumlea (Senior external adviser) F Al-Habsi Z A Bhutta A CarterM Alija J M Jimenez-Bustos J Kizidio F Puglia N KunnawarH Liu S Lloyd D Mota R Ochieng C Rossi M Sanchez Luna Y J ShenH E Knight (until August 2011) D A Rocco (from June 2012)I O Frederick (from June 2012) Neonatal Group Z A Bhutta (Head)E Albernaz M Batra B A Bhat E Bertino P Di Nicola F GiulianiI Rovelli K McCormick R Ochieng R Y Pang V Paul V RajanA Wilkinson A Varalda (from September 2012) Environmental HealthGroup B Eskenazi (Head) L A Corra H Dolk J Golding A MatijasevichT de Wet J J Zhang A Bradman D Finkton O Burnham F Farhi
Participating countries and local investigators
Brazil F C Barros (Principal Investigator) M Domingues S FonsecaA Leston A Mitidieri D Mota IK Sclowitz M F da Silveira
China R Y Pang (Principal Investigator) Y P He Y Pan Y J ShenM H Wu Q Q Wu J H Wang Y Yuan Y Zhang India M Purwar
(Principal Investigator) A Choudhary S Choudhary S DeshmukhD Dongaonkar M Ketkar V Khedikar N Kunnawar C Mahorkar I MulikK Saboo C Shembekar A Singh V Taori K Tayade A Somani Italy E Bertino (Principal Investigator) P Di Nicola M Frigerio G Gilli P GilliM Giolito F Giuliani M Oberto L Occhi C Rossi I Rovelli F SignorileT Todros Kenya W Stones and M Carvalho (Co-principal Investigators)J Kizidio R Ochieng J Shah S Vinayak N Musee (until June 2011)C Kisiangrsquoani (until July 2011) D Muninzwa (from August 2011) OmanY A Jaffer (Principal Investigator) J Al-Abri J Al-Abduwani F M Al-HabsiH Al-Lawatiya B Al-Rashidiya W K S Al-Zadjali F R JuangcoM Venkataraman H Al-Jabri (until October 2010) D Yellappan (fromNovember 2010) UK S Kennedy (Principal Investigator) L Cheikh IsmailA T Papageorghiou F Roseman A Lambert E O Ohuma S LloydR Napolitano (from July 2011) C Ioannou (until February 2012) I Sarris(until June 2010) USA M G Gravett (Principal Investigator) C BatiukM Batra S Bornemeier M Dighe K Oas W Paulsene D WilsonI O Frederick H F Andersen S E Abbott A A Carter H Algren D A Rocco
T K Sorensen D Enquobahrie S Waller (until June 2011)
Declaration of interests
We declare no competing interests
Acknowledgments
The study was supported by a grant (49038) from the Bill amp Melinda GatesFoundation to the University of Oxford We thank the Health Authoritiesin Pelotas Brazil Beijing China Nagpur India Turin Italy NairobiKenya Muscat Oman Oxford UK and Seattle WA USA who helpedwith the project by allowing participation of these study sites ascollaborating centres We thank Philips Healthcare for providing theultrasound equipment and technical assistance throughout the project andMedSciNet UK for setting up the INTERGROWTH-21 st website and forthe development maintenance and support of the online datamanagement system We also thank the parents and infants whoparticipated in the studies and the more than 200 members of theresearch teams who made the implementation of this project possible
The participating hospitals included Brazil Pelotas (Hospital MiguelPiltcher Hospital Satildeo Francisco de Paula Santa Casa de Misericoacuterdia dePelotas and Hospital Escola da Universidade Federal de Pelotas) ChinaBeijing (Beijing Obstetrics and Gynecology Hospital Shunyi Maternal andChild Health Centre and Shunyi General Hospital) India Nagpur (KetkarHospital Avanti Institute of Cardiology Avantika Hospital GurukrupaMaternity Hospital Mulik Hospital and Research Centre NandlokHospital Om Womenrsquos Hospital Renuka Hospital and Maternity HomeSaboo Hospital Brajmonhan Taori Memorial Hospital and SomaniNursing Home) Kenya Nairobi (Aga Khan University Hospital MP ShahHospital and Avenue Hospital) Italy Turin (Ospedale Infantile ReginaMargherita Santrsquo Anna and Azienda Ospedaliera Ordine Mauriziano)Oman Muscat (Khoula Hospital Royal Hospital Wattayah Obstetrics andGynaecology Poly Clinic Wattayah Health Centre Ruwi Health CentreAl-Ghoubra Health Centre and Al-Khuwair Health Centre) UK Oxford(John Radcliffe Hospital) and USA Seattle (University of WashingtonHospital Swedish Hospital and Providence Everett Hospital) Full
acknowledgment of all those who contributed to the development ofINTERGROWTH-21st Project are online and in the appendix
References 1 WHO Physical status the use and interpretation of anthropometry
Report of a WHO Expert Committee World Health Organ Tech Rep Ser 1995 854 1ndash452
2 de Onis M Habicht JP Anthropometric reference data forinternational use recommendations from a World HealthOrganization Expert Committee Am J Clin Nutr 1996 64 650ndash58
3 de Onis M Garza C Victora CG Onyango AW Frongillo EAMartines J The WHO Multicentre Growth Reference Studyplanning study design and methodology Food Nutr Bull 200425 (suppl) S15ndash26
4 de Onis M Garza C Onyango AW Martorell R WHO Child GrowthStandards Acta Paediatr 2006 450 1ndash101
5 de Onis M Onyango A Borghi E et al Worldwide implementation ofthe WHO Child Growth Standards Public Health Nutr 2012
15 1603ndash10
For the full list see httpwww
intergrowth21orguk
See Online for appendix
7212019 International Standards for Newborn Weight Length And Head Circumference by Gestational Age and Sex the Nehellip
httpslidepdfcomreaderfullinternational-standards-for-newborn-weight-length-and-head-circumference 1212
Articles
6 Garza C de Onis M Rationale for developing a new internationalgrowth reference Food Nutr Bull 2004 25 (suppl) S5ndash14
7 Villar J Altman DG Purwar M et al The objectives design andimplementation of the INTERGROWTH-21st Project BJOG 2013120 (suppl 2) 9ndash26
8 Villar J Papageorghiou AT Pang R et al for the International Fetaland Newborn Growth Consortium for the 21st Century(INTERGROWTH-21st) The likeness of fetal growth and newbornsize across non-isolated populations in the INTERGROWTH-21st Project the Fetal Growth Longitudinal Study and Newborn Cross-Sectional Study Lancet Diabetes Endocrinol 2014 published onlineJuly 4 httpdxdoiorg101016S2213-8587(14)70121-4
9 Katz J Lee AC Kozuki N et al Mortality risk in preterm and small-for-gestational-age infants in low-income and middle-income countriesa pooled country analysis Lancet 2013 382 417ndash25
10 Lee ACC Katz J Blencowe H et al National and regional estimates ofterm and preterm babies born small for gestational age in138 low-income and middle-income countries in 2010Lancet Global Health 2013 1 e26ndashe36
11 Black RE Victora CG Walker SP et al Maternal and childundernutrition and overweight in low-income and middle-incomecountries Lancet 2013 382 427ndash51
12 Villar J Papageorghiou AT Knight HE et al The preterm birthsyndrome a prototype phenotypic classification Am J Obstet Gynecol 2012 206 119ndash23
13 Eskenazi B Bradman A Finkton D et al A rapid questionnaireassessment of environmental exposures to pregnant women in theINTERGROWTH-21st Project BJOG 2013 120 (suppl 2) 129ndash38
14 Costeloe KL Hennessy EM Haider S Stacey F Marlow N Draper ESShort term outcomes after extreme preterm birth in Englandcomparison of two birth cohorts in 1995 and 2006 (the EPICurestudies) BMJ 2012 345 e7976
15 McDonald SJ Middleton P Dowswell T Morris PS Effect of timingof umbilical cord clamping of term infants on maternal and neonataloutcomes Cochrane Database Syst Rev 2013 7 CD004074
16 Rabe H Diaz-Rossello JL Duley L Dowswell T Effect of timing ofumbilical cord clamping and other strategies to influence placental
transfusion at preterm birth on maternal and infant outcomesCochrane Database Syst Rev 2012 8 CD003248
17 Cheikh Ismail L Knight H Bhutta Z et al Anthropometric protocolsfor the construction of new international fetal and newborn growthstandards the INTERGROWTH-21st Project BJOG 2013120 (suppl 2) 42ndash47
18 de Onis M Onyango AW Van den Broeck J Chumlea WCMartorell R Measurement and standardization protocols foranthropometry used in the construction of a new international growthreference Food Nutr Bull 2004 25 (suppl) S27ndash36
19 Cheikh Ismail L Knight H Ohuma E et al Anthropometricstandardisation and quality control protocols for the construction ofnew international fetal and newborn growth standards theINTERGROWTH-21st Project BJOG 2013 120 (suppl 2) 48ndash55
20 Bhutta Z Giuliani F Haroon A et al Standardisation of neonatalclinical practice BJOG 2013 120 (suppl 2) 56ndash63
21 Ohuma E Hoch L Cosgrove C et al Managing data for theinternational multicentre INTERGROWTH-21st Project BJOG 2013
120 (suppl 2) 64ndash70 22 Borghi E de Onis M Garza C et al Construction of the World Health
Organization child growth standards selection of methods forattained growth curves Stat Med 2006 25 247ndash65
23 Wright EM Royston PA Comparison of statistical methods forage-related reference intervals J R Stat Soc Ser A Stat Soc 1997160 47ndash69
24 Hynek M Approaches for constructing age-related reference intervalsand centile charts for fetal size Eur J Biomed Informatics 2010 6 51ndash60
25 Royston P Altman DG Regression using fractional polynomials ofcontinuous covariates parsimonious parametric modelling J R Stat Soc C Appl Stat 1994 43 429ndash67
26 Cole TJ Fitting smoothed centile curves to reference data J R Stat Soc Ser A 1988 151 385ndash418
27 Cole TJ Using the LMS method to measure skewness in the NCHSand Dutch National height standards Ann Hum Biol 1989 16 407ndash19
28 Cole TJ Green PJ Smoothing reference centile curves the LMSmethod and penalized likelihood Stat Med 1992 11 1305ndash19
29 Rigby RA Stasinopoulos DM Using the Box-Cox t distribution inGAMLSS to model skewness and kurtosis Stat Model 2006 6 209ndash29
30 Rigby RA Stasinopoulos DM Smooth centile curves for skewand kurtotic data modelled using the BoxndashCox power exponentialdistribution Stat Med 2004 23 3053ndash76
31 Rigby RA Stasinopoulos DM Generalized additive models forLocation Scale and Shape (GAMLSS) in R J Stat Soft 2007 23 1ndash46
32 Rigby RA Stasinopoulos DM Generalized additive models forlocation scale and shape Appl Statist 2005 54 507ndash54
33 Green PJ Silverman BW Nonparametric regression and generalizedlinear models a roughness penalty approach London Chapman andHall 1994
34 Eilers PHC Marx BD Flexible smoothing with B-splines andpenalties Statist Sci 1996 11 89ndash158
35 Akaike H A new look at the statistical model identificationIEEE Trans Automat Contr 1974 19 716ndash23
36 Jones MC Faddy MJ A skew extension of the t-distribution withapplications J R Stat Soc Series B Stat Methodol 2003 65 159ndash74
37 van Buuren S Fredriks M Worm plot a simple diagnostic device for
modelling growth reference curves Stat Med 2001 20 1259ndash77 38 Royston P Wright EM Goodness-of-fit statistics for age-specific
reference intervals Stat Med 2000 19 2943ndash62
39 R Development Core Team R a language and environment forstatistical computing R Foundation for Statistical Computing V 2008httpwwwR-projectorg (accessed June 30 2014)
40 de Onis M Update on the implementation of the WHO Child GrowthStandards World Rev Nutr Diet 2013 106 75ndash82
41 de Onis M Onyango A Borghi E et al Worldwide implementation ofthe WHO Child Growth Standards Public Health Nutr 201215 1603ndash10
42 Ferdynus C Quantin C Abrahamowicz M et al Can birth weightstandards based on healthy populations improve the identification ofsmall-for-gestational-age newborns at risk of adverse neonataloutcomes Pediatrics 2009 123 723ndash30
43 Bertino E Milani S Fabris C et al Neonatal anthropometric chartswhat they are what they are not Arch Dis Child Fetal Neonatal Ed2007 92 F7-F10
44 Bertino E Giuliani F Occhi L et al Benchmarking neonatalanthropometric charts published in the last decadeArch Dis Child Fetal Neonatal Ed 2009 94 F233
45 Zeitlin J Szamotulska K Drewniak N et al Preterm birth time trendsin Europe a study of 19 countries BJOG 2013 120 1356ndash65
46 Villar J Valladares E Wojdyla D et al Caesarean delivery rates andpregnancy outcomes the 2005 WHO global survey on maternal andperinatal health in Latin America Lancet 2006 367 1819ndash29
47 Villar J Knight HE de Onis M et al Conceptual issues related to theconstruction of prescriptive standards for the evaluation of postnatalgrowth of preterm infants Arch Dis Child 2010 95 1034ndash38
48 Kramer MS Born too small or too soon Lancet Global Health 20131 e7ndashe8
49 Salomon LJ Bernard JP Ville Y Estimation of fetal weight referencerange at 20ndash36 weeksrsquo gestation and comparison with actualbirth-weight reference range Ultrasound Obstet Gynecol 200729 550ndash55
50 WHO Multicentre Growth Reference Study Group Enrolment andbaseline characteristics in the WHO Multicentre Growth ReferenceStudy Acta Paediatr Suppl 2006 450 7ndash15
51 Martorell R Zongrone A Intergenerational influences on childgrowth and undernutrition Paediatr Perinat Epidemiol 201226 (suppl 1) 302ndash14
52 Victora CG de Onis M Hallal PC Blossner M Shrimpton RWorldwide timing of growth faltering revisiting implications forinterventions Pediatrics 2010 125 e473ndash80
53 Papageorghiou AT Ohuma EO Altman DG et al Internationalstandards for fetal growth based on serial ultrasound measurementsthe Fetal Growth Longitudinal Study of the INTERGROWTH-21stProject Lancet 2014 384 869ndash79
54 Papageorghiou AT Kennedy SH Salomon LJ et al Internationalstandards for early fetal size and pregnancy dating based onultrasound measurement of crown-rump length in the first trimesterUltrasound Obstet Gynecol 2014 published online July 8 DOI101002uog13448
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7212019 International Standards for Newborn Weight Length And Head Circumference by Gestational Age and Sex the Nehellip
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Articles
860 wwwthelancetcom
Vol 384 September 6 2014
software (version 112) Tables containing means and SDs
centile values and Z scores for boys and girls expressedin completed weeks of gestation (as recommended byWHO International Statistical Classification of Diseasesand Related Health Problems 10 [ICD-10]) and printablecharts will be available free by December 2014 on theINTERGROWTH-21st Project website A method tocalculate the individual centiles and Z scores by gestationalage (in exact weeks and days) for boys and girls will bemade available free on the same website
Role of the funding sourceThe funders of the study had no role in study design datacollection data analysis data interpretation or writing ofthe report All authors had access to the data and all authors
made the decision to submit the paper for publication
ResultsBetween May 14 2009 and Aug 2 2013 we enrolled59 137 pregnant women at the eight sites of whom6056 did not have a reliable estimate of gestational ageand 910 had multiple pregnancies Of the remaining52 171 women 20 486 (35 of the total NCSS population)met the individual clinical and demographic eligibilitycriteria for the standards presented here had a reliableultrasound estimate of gestational age and deliveredone live baby without a congenital malformation These20 486 newborn infants are the NCSS prescriptivesubpopulation The most common reasons forineligibility (although some women might have morethan one reason) were maternal age younger than18 years or older than 35 years (7929 women 25)maternal height shorter than 153 cm (5932 19) BMI30 kgmsup2 or higher (6579 21) or lower than 18middot5 kgmsup2(2923 9) current smoker (2478 8) medical history(8406 26) birth of any previous baby weighing lessthan 2middot5 kg or more than 4middot5 kg (2310 7) pasttwo pregnancies ending in miscarriage (1785 6) anyprevious stillbirth or neonatal death (1077 3) orcongenital malformation (287 1)
The contribution of each site to the subpopulation usedin this analysis ranged from 5 (1027 women) for the
USA to 18 (3702) from Kenya (table 1) thethree high-income countries represented 31 ofthe sample (14 from the UK 12 from Italy and 5from the USA) China contributed 17 of the populationwith 12 from India and 14 from Oman (table 1)Differences in each countryrsquos contribution to this NCSSprescriptive subpopulation reflect the different riskprofiles of the populationsmdashie inner-city Seattle andPelotas had fewer eligible women (16 and 24respectively) than had Shunyi County Beijing (48) theParklands suburb of Nairobi (48) Oxford (36) orMuscat (37) 32 of women from central Nagpur and29 of women from Turin were eligible
A detailed description of each of these studypopulations has been presented elsewhere8 At baseline
the groups at the eight sites were as expected similar
because the same inclusion criteria were used Howeverwe note some differences in maternal size mothersfrom India were the shortest and those from the UK andthe USA were the tallest UK mothers were the heaviestand Indian mothers the lightest However maternalBMI values were similar across all sites The meanmaternal age was 28middot0 (SD 4middot0) years most womenwere married or in cohabitation educationalachievement was high at all sites Two-thirds of womenwere nulliparous (table 1)
Table 1 also shows pregnancy and perinatal events bysite and for the total population As expected there wasvariability across the sites but all indicators for mortalityand morbidity were consistent with the populationsrsquo
status as healthy and well nourishedmdasheg pre-eclampsiarate was 1middot2 (ranging from 3middot5 in the UK to 0middot2 inIndia) Rates for spontaneous initiation of labour and forcaesarean section differed substantially because of wellrecognised variations in clinical practice in thesecountries Brazil had the highest caesarean section rate(65) and Oman (14) and the UK (18) had the lowestrate The overall preterm birth (lt37 weeks of gestation)rate was 5middot5 (ranging from 10middot0 in India to 3middot4 inthe UK) The preterm birth rate after spontaneousinitiation of labour was 3middot1 overall (ranging from 5middot0in Brazil to 1middot9 in the UK) For term babies the overallmean birthweight was 3middot3 (SD 0middot5) kg length49middot3 (1middot8) cm and head circumference 33middot9 (1middot3) cm
51middot2 of newborn babies were boys (ranging from49middot7 in Italy to 53middot2 in the USA) Neonatal mortalityup to hospital discharge was very low overall and persite and 88 (ranging from 73 in Italy to 99 inIndia) of newborn infants were discharged fromhospital being exclusively breastfed These patterns allprovide confirmatory evidence of the adequate healthand nutritional status of the study population asrequired for the construction of standards for neonatalmeasures of growth
We assessed similarities between smoothed centilescurves (3rd 50th and 97th centiles) estimated usingfractional polynomials and the observed centiles by
superimposing them by gestational age Figure 1 showsthe individual values observed and smoothed centilesfor birthweight length and head circumference forgestational age showing almost identical values withvery few exceptions at the lower end of the gestationalage distribution in which only a small number ofindividual measures could be mademdasheg at the 3rdcentile for length at 34ndash35 weeks of gestation
Overall the average differences in absolute valuesbetween smoothed and observed centiles weresmallmdash45middot2 g in boys and 39middot8 g in girls for birthweight(figure 1A) 0middot22 cm in boys and 0middot18 cm in girls forlength (figure 1B) and 0middot13 cm in boys and 0middot12 cm ingirls for head circumference (figure 1C) Considering thedirection of the variation the average differences between
For the INTERGROWTH website
see httpwwwintergrowth21
org
7212019 International Standards for Newborn Weight Length And Head Circumference by Gestational Age and Sex the Nehellip
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Articles
wwwthelancetcom
Vol 384 September 6 2014 861
the smoothed and observed centiles independent of sex
were negligiblemdash0middot71 g for birthweight 0middot02 cm forlength and 0middot001 cm for head circumferenceFigure 2 shows the 3rd 10th 50th 90th and 97th
smoothed centile curves for birthweight length andhead circumference according to gestational age and sexwhich represent the international standards for newborn
infants For length and head circumference the pattern
of growth increased steadily from 33 weeks of gestationonwards The curves for birthweight show a faster overallincrease as gestational age increases Table 2 table 3 andtable 4 present the values for these centiles according togestational age and sex Overall boys were heavierlonger and had larger head circumferences than girls
Brazil
(n=1595)
China
(n=3551)
India
(n=2493)
Italy
(n=2358)
Kenya
(n=3702)
Oman
(n=2821)
UK
(n=2939)
USA
(n=1027)
Total
(n=20 486)
Maternal age (years) 26middot4 (4middot8) 26middot3 (3middot0) 27middot5 (3middot3) 29middot9 (4middot0) 28middot8 (3middot5) 26middot9 (4middot0) 29middot1 (4middot3) 29middot5 (3middot9) 28middot0 (4middot0)
Maternal height (cm) 162middot5 (5middot4) 161middot7 (4middot5) 157middot6 (3middot3) 163middot3 (5middot6) 162middot3 (5middot5) 158middot8 (4middot1) 165middot3 (6middot1) 164middot8 (6middot2) 161middot8 (5middot6)
Maternal weight (kg) 63middot2 (8middot4) 58middot8 (7middot6) 57middot0 (7middot7) 60middot4 (7middot9) 63middot6 (8middot5) 60middot7 (8middot5) 64middot4 (8middot8) 63middot7 (9middot0) 61middot3 (8middot6)
Maternal body-mass
index (kgmsup2)
23middot9 (2middot8) 22middot5 (2middot7) 22middot9 (2middot9) 22middot6 (2middot6) 24middot1 (2middot9) 24middot1 (3middot1) 23middot5 (2middot8) 23middot4 (2middot8) 23middot4 (2middot9)
Gestational age at first
visit (weeks)
14middot0 (5middot8) 16middot2 (5middot4) 14middot3 (7middot5) 13middot1 (3middot6) 17middot1 (7middot9) 15middot2 (5middot7) 13middot2 (3middot1) 12middot0 (4middot0) 14middot8 (6middot0)
Years of formal
education
11middot3 (3middot6) 13middot9 (1middot9) 16middot2 (1middot3) 13middot7 (3middot8) 14middot9 (2middot3) 13middot2 (2middot8) 16middot0 (3middot0) 16middot5 (3middot2) 14middot2 (3middot0)
Haemoglobin
concentration before15 weeksrsquo gestation (gL)
123 (9) 133 (10) 112 (11) 129 (10) 125 (14) 117 (11) 125 (9) 126 (9) 123 (12)
Married or cohabiting
()
1468 (92middot0) 3548 (99middot9) 2485 (99middot7) 2327 (98middot7) 3525 (95middot2) 2821 (100) 2762 (94middot0) 941 (91middot6) 19 877 (97middot0)
Nulliparous () 998 (62middot6) 3320 (93middot5) 1719 (69middot0) 1472 (62middot4) 1877 (50middot7) 1228 (43middot5) 1753 (59middot6) 629 (61middot2) 12 996 (63middot4)
Pre-eclampsia () 23 (1middot4) 49 (1middot4) 6 (0middot2) 13 (0middot6) 40 (1middot1) 8 (0middot3) 102 (3middot5) 15 (1middot5) 256 (1middot2)
Pyelonephritis () 25 (1middot6) 0 0 4 (0middot2) 16 (0middot4) 3 (0middot1) 2 (0middot1) 4 (0middot4) 54 (0middot3)
Maternal sexuallytransmitted infection
()
20 (1middot3) 0 0 8 (0middot3) 2 (0middot1) 0 2 (0middot1) 36 (3middot5) 68 (0middot3)
Spontaneous initiation
of labour ()
850 (53middot3) 1390 (39middot1) 1528 (61middot3) 1985 (84middot2) 2482 (67middot0) 2494 (88middot4) 2025 (68middot9) 716 (69middot7) 13 470 (65middot8)
PPROM (lt37 weeks ) 62 (3middot9) 65 (1middot8) 48 (1middot9) 24 (1middot0) 47 (1middot3) 35 (1middot2) 37 (1middot3) 20 (1middot9) 338 (1middot6)
Caesarean section () 1040 (65middot2) 2077 (58middot5) 1516 (60middot8) 488 (20middot7) 1187 (32middot1) 395 (14middot0) 513 (17middot5) 236 (23middot0) 7452 (36middot4)
NICU admission longer
than 1 day ()
143 (9middot0) 438 (12middot3) 93 (3middot7) 56 (2middot4) 143 (3middot9) 152 (5middot4) 108 (3middot7) 51 (5middot0) 1184 (5middot8)
Preterm birth(lt37 weeks )
143 (9middot0) 212 (6middot0) 250 (10middot0) 83 (3middot5) 154 (4middot2) 145 (5middot1) 100 (3middot4) 49 (4middot8) 1136 (5middot5)
Preterm birth afterspontaneous onset of
labour ()
79 (5middot0) 87 (2middot5) 111 (4middot5) 55 (2middot3) 91 (2middot5) 113 (4middot0) 57 (1middot9) 41 (4middot0) 634 (3middot1)
Term low birthweight
(lt2500 g )
31 (1middot9) 22 (0middot6) 222 (8middot9) 50 (2middot1) 134 (3middot6) 126 (4middot5) 49 (1middot7) 17 (1middot7) 651 (3middot2)
All low birthweight(lt2500 g )
92 (5middot8) 75 (2middot1) 338 (13middot6) 91 (3middot9) 206 (5middot6) 183 (6middot5) 100 (3middot4) 44 (4middot3) 1129 (5middot5)
Neonatal mortality () 4 (0middot3) 0 4 (0middot2) 0 9 (0middot2) 4 (0middot1) 0 1 (0middot1) 22 (0middot1)
Boys () 823 (51middot6) 1861 (52middot4) 1287 (51middot6) 1173 (49middot7) 1850 (50middot0) 1471 (52middot2) 1471 (50middot1) 546 (53middot2) 10 482 (51middot2)
Exclusive breastfeedingat hospital discharge ()
1499 (94middot0) 2870 (80middot8) 2455 (98middot5) 1720 (72middot9) 3616 (97middot7) 2736 (97middot0) 2281 (77middot6) 815 (79middot4) 17 992 (87middot8)
Mother admitted tointensive care unit ()
3 (0middot2) 2 (0middot1) 1 7 (0middot3) 5 (0middot1) 18 (0middot6) 1 1 (0middot1) 38 (0middot2)
Term birthweight (kg) 3middot3 (0middot4) 3middot4 (0middot4) 2middot9 (0middot4) 3middot3 (0middot4) 3middot3 (0middot4) 3middot1 (0middot4) 3middot5 (0middot5) 3middot4 (0middot5) 3middot3 (0middot5)
Term birthlength (cm) 49middot0 (1middot7) 49middot7 (1middot6) 48middot6 (1middot8) 49middot4 (1middot7) 49middot1 (1middot8) 49middot0 (1middot8) 49middot9 (1middot9) 49middot9 (2middot2) 49middot3 (1middot8)
Term birth headcircumference (cm)
34middot2 (1middot2) 33middot6 (1middot2) 33middot1 (1middot1) 34middot0 (1middot2) 34middot2 (1middot2) 33middot6 (1middot1) 34middot5 (1middot3) 34middot5 (1middot4) 33middot9 (1middot3)
Only includes pregnancies leading to one livebirth birth and no congenital malformations All values are means (SD) for continuous variables and absolute numbers (percentages) for categorical variables
PPROM=preterm pre-labour rupture of membranes NICU=neonatal intensive care unit Term indicates all babies born at 37 weeksrsquo gestation or later
Table 983089 Maternal baseline characteristics perinatal events and newborn baby measures
7212019 International Standards for Newborn Weight Length And Head Circumference by Gestational Age and Sex the Nehellip
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0middot5
1middot5
2middot5
3middot5
4middot5
5middot5
36
40
44
48
52
56
26
28
30
32
34
40
38
36
B i r t h w e i g h t ( k g )
A Birthweight
Birth length
Head circumference
GirlsBoys
GirlsBoys
GirlsBoys
L e n g t h ( c m )
B
33 34 35 36 37 38 39 40 41 42 43
H e a d c i r c u m f e r e n c e ( c m )
Gestational age (weeks)
C
33 34 35 36 37 38 39 40 41 42 43
Gestational age (weeks)
33 34 35 36 37 38 39 40 41 42 43
Gestational age (weeks)
33 34 35 36 37 38 39 40 41 42 43
Gestational age (weeks)
33 34 35 36 37 38 39 40 41 42 43
Gestational age (weeks)
33 34 35 36 37 38 39 40 41 42 43
Gestational age (weeks)
Figure 983089 Fitted 3rd 50th
and 97th smoothed centile
curves (blue lines) for (A)
birthweight (B) birth
length and (C) head
circumference according to
gestational age
Shows empirical values for
each week of gestation
(red circles) and the actual
observations (grey circles)
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Vol 384 September 6 2014 863
0middot5
1middot5
2middot5
3middot5
4middot5
5middot5
36
40
44
48
52
56
26
28
30
32
34
40
38
36
B i r t h w e i g h t ( k g )
A Birthweight
Birth length
Head circumference
GirlsBoys
GirlsBoys
GirlsBoys
L e n g t h ( c m )
B
33 34 35 36 37 38 39 40 41 42 43
H e a d c i r c u m f e r e n c e ( c m )
Gestational age (weeks)
C
33 34 35 36 37 38 39 40 41 42 43
Gestational age (weeks)
33 34 35 36 37 38 39 40 41 42 43
Gestational age (weeks)
33 34 35 36 37 38 39 40 41 42 43
Gestational age (weeks)
33 34 35 36 37 38 39 40 41 42 43
Gestational age (weeks)
33 34 35 36 37 38 39 40 41 42 43
Gestational age (weeks)
Figure 983090 The 3rd 10th 50th
90th and 97th smoothed
centile curves for (A)
birthweight (B) birth
length and (C) head
circumference according to
gestational age
7212019 International Standards for Newborn Weight Length And Head Circumference by Gestational Age and Sex the Nehellip
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Vol 384 September 6 2014
Boys Girls
Number of
observations
Centiles for birthweight (kg) Number of
observations
Centiles for birthweight (kg)
3rd 10th 50th 90th 97th 3rd 10th 50th 90th 97th
33 weeks 34 1middot18 1middot43 1middot95 2middot52 2middot82 17 1middot20 1middot41 1middot86 2middot35 2middot61
34 weeks 48 1middot45 1middot71 2middot22 2middot79 3middot08 65 1middot47 1middot68 2middot13 2middot64 2middot90
35 weeks 128 1middot70 1middot95 2middot47 3middot03 3middot32 114 1middot71 1middot92 2middot38 2middot89 3middot16
36 weeks 323 1middot93 2middot18 2middot69 3middot25 3middot54 293 1middot92 2middot14 2middot60 3middot12 3middot39
37 weeks 857 2middot13 2middot38 2middot89 3middot45 3middot74 803 2middot11 2middot33 2middot80 3middot32 3middot60
38 weeks 2045 2middot32 2middot57 3middot07 3middot63 3middot92 1802 2middot28 2middot50 2middot97 3middot51 3middot78
39 weeks 3009 2middot49 2middot73 3middot24 3middot79 4middot08 2869 2middot42 2middot65 3middot13 3middot66 3middot94
40 weeks 2568 2middot63 2middot88 3middot38 3middot94 4middot22 2523 2middot55 2middot78 3middot26 3middot80 4middot08
41 weeks 1179 2middot76 3middot01 3middot51 4middot06 4middot35 1195 2middot65 2middot89 3middot37 3middot92 4middot20
42 weeks 206 2middot88 3middot12 3middot62 4middot17 4middot46 224 2middot74 2middot98 3middot46 4middot01 4middot30
Total 10 397 middotmiddot middotmiddot middotmiddot middotmiddot middotmiddot 9905 middotmiddot middotmiddot middotmiddot middotmiddot middotmiddot
Table 983090 Smoothed centiles for birthweight of boys and girls according to gestational age
Boys Girls
Number of
observations
Centiles for length (cm) Number of
observations
Centiles for length (cm)
3rd 10th 50th 90th 97th 3rd 10th 50th 90th 97th
33 weeks 33 39middot69 41middot09 43middot81 46middot55 47middot97 17 39middot79 41middot01 43middot39 45middot70 46middot85
34 weeks 48 41middot05 42middot38 44middot98 47middot59 48middot94 65 41middot04 42middot22 44middot55 46middot79 47middot92
35 weeks 128 42middot26 43middot54 46middot03 48middot53 49middot82 111 42middot14 43middot30 45middot57 47middot76 48middot86
36 weeks 320 43middot36 44middot58 46middot97 49middot38 50middot62 292 43middot13 44middot26 46middot48 48middot62 49middot69
37 weeks 849 44middot34 45middot52 47middot82 50middot14 51middot34 799 44middot01 45middot11 47middot29 49middot39 50middot44
38 weeks 2031 45middot22 46middot37 48middot59 50middot83 51middot99 1786 44middot79 45middot88 48middot01 50middot07 51middot10
39 weeks 2983 46middot02 47middot13 49middot29 51middot46 52middot59 2846 45middot49 46middot56 48middot65 50middot68 51middot69
40 weeks 2531 46middot75 47middot83 49middot92 52middot03 53middot13 2486 46middot12 47middot17 49middot23 51middot23 52middot22
41 weeks 1146 47middot41 48middot46 50middot50 52middot56 53middot62 1180 46middot68 47middot72 49middot75 51middot72 52middot70
42 weeks 202 48middot01 49middot04 51middot03 53middot03 54middot07 218 47middot19 48middot21 50middot22 52middot15 53middot12
Total 10 271 middotmiddot middotmiddot middotmiddot middotmiddot middotmiddot 9800 middotmiddot middotmiddot middotmiddot middotmiddot middotmiddot
Table 983091 Smoothed centiles for birth length of boys and girls according to gestational age
Boys Girls
Number of
observations
Centiles for head circumference (cm) Number of
observations
Centiles for head circumference (cm)
3rd 10th 50th 90th 97th 3rd 10th 50th 90th 97th
33 weeks 33 28middot25 29middot11 30middot88 32middot71 33middot62 17 27middot92 28middot76 30middot46 32middot24 33middot14
34 weeks 48 28middot93 29middot76 31middot47 33middot23 34middot11 65 28middot64 29middot44 31middot08 32middot78 33middot65
35 weeks 127 29middot56 30middot37 32middot02 33middot73 34middot58 111 29middot28 30middot06 31middot64 33middot28 34middot12
36 weeks 322 30middot15 30middot93 32middot53 34middot19 35middot02 293 29middot87 30middot62 32middot14 33middot74 34middot55
37 weeks 848 30middot69 31middot46 33middot02 34middot63 35middot43 798 30middot40 31middot13 32middot61 34middot15 34middot94
38 weeks 2032 31middot21 31middot95 33middot47 35middot04 35middot83 1783 30middot88 31middot59 33middot03 34middot53 35middot30
39 weeks 2985 31middot69 32middot42 33middot90 35middot44 36middot20 2849 31middot32 32middot01 33middot41 34middot88 35middot62
40 weeks 2532 32middot15 32middot86 34middot31 35middot81 36middot56 2486 31middot72 32middot39 33middot76 35middot19 35middot92
41 weeks 1147 32middot58 33middot28 34middot70 36middot17 36middot91 1180 32middot08 32middot74 34middot08 35middot48 36middot19
42 weeks 204 32middot99 33middot68 35middot07 36middot52 37middot24 218 32middot41 33middot06 34middot37 35middot74 36middot44
Total 10 278 middotmiddot middotmiddot middotmiddot middotmiddot middotmiddot 9800 middotmiddot middotmiddot middotmiddot middotmiddot middotmiddot
Table 983092 Smoothed centiles for head circumference of boys and girls according to gestational age
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Because some variability existed in the number of
women that each study site contributed to the totalpopulation we did predetermined sensitivity analyses toassess the effects of excluding country-specific data onour overall standards These separate exclusions had anegligible effect
DiscussionThe INTERGROWTH-21st Project aimed to produce forthe first time (panel) international standards fornewborn size for each gestational age based on data fromits NCSS subpopulation which conformed at populationand individual levels to the prescriptive approach used inthe WHO MGRS3 These new standards are consideredto be a conceptual and practical link to WHO Child
Growth Standards which have been adopted by morethan 125 countries worldwide4041 They will bridge gaps inclinical and population assessments42 for fetusesneonatal babies and infants through provision of similarinstruments to monitor child growth seamlessly fromearly pregnancy to age 5 years and to screen for stuntingand wasting Later in 2014 we will provide on The Lancet rsquoswebsite and through the INTERGROWTH-21st Projectwebsite and the Global Health Network software forclinical and epidemiological use free of charge includingan app to calculate Z scores and centiles
We believe these standards are unique because in thestudy protocol we deliberately addressed most of theimportant limitations that were previously identified4344 First the standards are prescriptivemdashie they describeoptimum size in newborn infants without congenitalabnormalitiesmdashwhereas reference charts describe onlynewborn infant size at a given place and time whichmight be several decades in the past Thus thestandards were constructed with use of data collectedspecifically for that purpose from populations selectedon the basis of their socioeconomic health andnutritional status creating a low-risk environment forfetal growth impairment Second the standards arepopulation-based multiethnic multicountry andsex-specific and they arise from a prospective study Wehave shown (using several analytical strategies) that the
eight populations were consistently similar and couldbe pooled to create the standards8 Third severalprocesses were applied across all eight study sitesmdasheguniform research methods and one protocol forgestational age estimation by ultrasound for allparticipants plus standardised identical equipmenttraining a centralised electronic data managementsystem and close monitoring of staff which to ourknowledge have never before been attempted inperinatal research Fourth the analytical approachfollowed that of the WHO MGRS in terms of how topresent the observed and smoothed data and explorethe best fitting model with an a-priori strategy 22 Thedata are reported according to completed weeks ofgestation (WHO ICD-10) as smoothed centiles which
were shown to be consistent with the raw data
increasing confidence in the curves that we producedFifth we present centiles for birthweight length andhead circumference by sex and gestational age based ona prescriptive approach that are integrated with thecorresponding fetal growth standards
This prescriptive approach required us to selectpopulations at low risk of fetal growth impairment andwithin these populations select healthy well-nourishedwomen who were receiving adequate antenatal care andwhose pregnancies were not complicated by any majorclinical problems The samples represented 34middot6 of thetotal NCSS population indicating that we did not select agroup with low external validity to the populations inwhich the standards will be used Nevertheless the study
population did have a very low rate (5middot5) of pretermbirth (births before 37 weeks of gestation) mostlyconsisting of late preterm birthsmdashie after 34 weeks ofgestation and before 37 weeks of gestation and a very lowrate of low birthweight in term babies (3middot2) Thepreterm birth rate in our study is similar to that recentlyreported for European countries45 providing furtherevidence that our study population was genuinely low-risk The caesarean section rate noted in these populationsis higher than would be expected for their level of riskbut it is consistent with worldwide trends46
The women whose babies contributed to the constructionof the standards reported here were selected on the basisthat they were living in environments in which exposure torisk factors known to affect fetal growth was as low as
Panel Research in context
Systematic review
We did a systematic review of all charts and references published since 1990 that aimed to
evaluate anthropometric measures of newborn infants We searched PubMed Medline
Embase CINAHL LILACS and Google Scholar using MeSH terms related to infants at birth
(ldquoneonaterdquo OR ldquonewbornrdquo OR ldquofetal growthrdquo OR ldquointrauterine growthrdquo) anthropometric
variables (ldquoweightrdquo OR ldquolengthrdquo OR ldquohead circumferencerdquo OR ldquoBMIrdquo OR ldquoponderal indexrdquo)
distribution of the variable (ldquopercentilesrdquo OR ldquocentilesrdquo OR ldquocurvesrdquo OR ldquochartsrdquo) and
ldquogestational agerdquo while omitting ldquovelocityrdquo to exclude longitudinal fetal growth studies
We examined the references of retrieved full-text articles for additional articles We
included studies published between Jan 1 1990 and Dec 31 2012 (updated up to April2014) with the main aim of creating neonatal anthropometric charts No language
restriction was applied We identified 104 relevant studies of varying quality and size (data
not shown) The substantial methodological heterogeneity and the large number of charts
available complicate the clinical assessment of a newborn infantrsquos nutritional status and
make comparisons diffi cult across populations Therefore international standards for
newborn size were needed
Interpretation
We present international sex-specific standards for weight length and head circumference
for gestational age at birth that complement the available WHO Child Growth Standards
and allow comparisons across populations The international standard for length at birth
for gestational age in particular when incorporated into routine neonatal care will provide
a method for the early diagnosis of stunting which can be then be monitored during
infancy and childhood using the corresponding WHO Child Growth Standards
For the Global Health Network
website see httptghnorg
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Vol 384 September 6 2014
possible and that they themselves were healthy non-obese
and without any factors or disorders that would affect fetalgrowth Hence the standards characterise optimum fetalgrowthmdashie they describe how fetuses everywhere shouldgrow when there are minimum constraints The standardsare universal and independent of time they are notintended to be representative of a given population orregion at a given time as opposed to a reference and theycan be used to assess the size of newborn infantsirrespective of ethnicity locality socioeconomic status orhealth-care provision The standards complement theWHO Child Growth Standards which were also derivedfrom six populations of babies born to healthynon-smoking women with low rates of obesity3
A shortcoming of studying such a low-risk group is that
there were relatively few early preterm births despite thelarge sample size hence we had to limit the range of thestandards by setting the lower limit of the curves to thoseborn at 33 weeks of gestation It might not be feasible toconstruct standards for very preterm newborn infants(lt33 weeks of gestation) using such a strictly definedsubpopulation of preterm babies who are at higher risk ofintrauterine growth restriction and other major pregnancyand neonatal complications We have discussed this issuepreviously47 in the context of how to select a pretermpopulation for the construction of postnatal growthstandardsmdashie which baby could be considered a healthypreterm We have recommended criteria to selectuncomplicated preterm birthsmdashie those without severeneonatal disorders (other than those expectedphysiologically because of their degree of immaturity)mdashtoconstruct a reference chart for healthy very pretermnewborn infants
With regard to implementation of the new standardstwo limitations have to be considered that apply to anyevaluation of size the cross-sectional nature of the studypopulation and the use of statistics-based cutoff points todefine small-for-gestational-age babies rather thanimpaired fetal growth These limitations are moreapparent when using birthweight alone or when assessingpreterm birth for which present reference charts arereported to have poorer sensitivity for the detection of
small-for-gestational age babies than for the assessmentof term babies48 There is no ideal solutionmdashbecause weare constructing size (rather than growth) standards eachchild was only measured at birth For babies at gestationalages less than 33 weeks a complementary clinicalapproach would be to estimate fetal weight at eachgestational age by ultrasound examination of well datedhealthy pregnant women whose fetuses remained inutero until term This strategy would allow constructionof estimated fetal weight charts for healthy preterminfants and allow comparisons between the estimatedfetal weight by ultrasound and the actual newborn weightmeasured for healthy preterm births49 Such analyses arebeing done with the dataset and will be the subject of afuture report We have provided several centiles and will
provide corresponding equations and Z scores to calculate
others as needed The decision about which cutoff pointto use depends on several issues related to the clinicalresources available for local care or referral of at-risknewborn babies and to risk factors associated with thepopulation where the standards are used Thesestatistic-based cutoffs ideally should be replaced byperinatal risk-based cutoff points so as to design anevidence-based triage for neonatal care
Comparisons with local reference charts currently in useare very diffi cult because not only are there a large numberof them (we identified 104 in our systematic review) butthey have methodological limitations including poorstandardisation of equipment and measurement methodsused in the primary outcome variables the unreliability of
gestational age estimates and unselected populationsstudied In addition our international standards are notintended for comparison with these references but tocomplement the WHO Child Growth Standards3 whichstart at birth but only include term newborn infantsmdashiethey are not gestational age specific at birth Adoption ofthe international standards presented here is likely to affectglobal estimates of the number of babies who are small forgestational age but assessment of the direction and size ofthese changes is beyond the scope of this Article
A key conceptual and practical issue was to show that thepopulations in INTERGROWTH-21st Project and WHOChild Growth Standards34 were comparable Thiscomparability was to be expected because we selected thegroups using the same population and individual criteriaand we used the same methods and equipment for allmeasurements and analyses Therefore it is important toemphasise that when the two studies overlap (ie termnewborn infants) the means and SDs for the mainanthropometric measures are almost identicalmdashthe meanbirthweight of babies older than 37 weeks of gestation inour study population was 3middot3 (0middot5) kg and it was 3middot3 (0middot5)kg in the WHO MGRS50 The data for the mean length inour population was 49middot3 cm (1middot8 cm) and 49middot5 cm(1middot9 cm) in WHOrsquos population50 For head circumferencethe mean and SD in our study was 33middot9 (1middot3) cm versus34middot2 (1middot3) cm in the MGRS50
Finally the international standard for length at birth forgestational age incorporates for the first time into routineneonatal care a method for the early diagnosis of stuntingthat can be then monitored during infancy and childhoodusing the corresponding WHO Child Growth StandardsThis strategy is in the context of the global efforts toreduce stunting during the first 1000 days a recognisedimportant period for growth and development5152 Thisprocedure will need some adaptation to the routine care ofnewborn infants but our extensive experience ofmeasuring newborn length supports its feasibility Severalglobal initiatives now focus on improving nutrition formothers and infants in the first 1000 days of life (fromconception to 2 years of age) Therefore robustinternational methods are needed to monitor growth and
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Articles
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Vol 384 September 6 2014 867
in particular screen for stunting as early as possible The
present newborn international standards together withthe fetal growth standards that are also being published5354
provide gestational-age specific standards at birth that canbe used before the WHO standards become relevant Thisstrategy allows the size and growth of fetuses and babiesto be monitored worldwide in individuals andpopulations across the first 1000 days of life usingessentially the same instruments
Contributors
JV and SHK conceptualised and designed the INTERGROWTH-21 st Project JV SHK DGA and AJN prepared the original protocol with laterinput from ATP LCI FCB and ZAB JV ATP LCI AL andZAB supervised and coordinated the projectrsquos overall undertakingEOO DGA FCB and CGV did data management and analysis incollaboration with JV RP FCB MC YAJ EB MGG MP and IOF
collaborated in the overall project and implemented it in their respectivecountries CC and LCI led the quality control of the anthropometriccomponent of the project JV and SK wrote the report with input from allcoauthors All coauthors read the report and made suggestions on itscontent
Members of the International Fetal and Newborn Growth Consortium for the
21st Century (INTERGROWTH-21st) and its Committees
Scientific Advisory Committee M Katz (Chair from January 2011)M K Bhan C Garza S Zaidi A Langer P M Rothwell (from February2011) Sir D Weatherall (Chair until December 2010) Steering CommitteeZ A Bhutta (Chair) J Villar (Principal Investigator) S Kennedy(Project Director) D G Altman F C Barros E Bertino F BurtonM Carvalho L Cheikh Ismail W C Chumlea M G Gravett Y A JafferA Lambert P Lumbiganon J A Noble R Y Pang A T PapageorghiouM Purwar J Rivera C G Victora Executive Committee J Villar (Chair)D G Altman Z A Bhutta L Cheikh Ismail S Kennedy A LambertJ A Noble A T Papageorghiou Project Co-ordinating Unit J Villar (Head)
S Kennedy L Cheikh Ismail A Lambert A T Papageorghiou M ShortenL Hoch (until May 2011) H E Knight (until August 2011) E O Ohuma(from September 2010) C Cosgrove (from July 2011) I Blakey (fromMarch 2011) Data Analysis Group D G Altman (Head) E O OhumaJ Villar Data Management Group D G Altman (Head) F RosemanN Kunnawar S H Gu J H Wang M H Wu M DominguesP Gilli L Juodvirsiene L Hoch (until May 2011) N Musee (untilJune 2011) H Al-Jabri (until October 2010) S Waller (until June 2011)C Cosgrove (from July 2011) D Muninzwa (from October 2011)E O Ohuma (from September 2010) D Yellappan (from November 2010)A Carter (from July 2011) D Reade (from June 2012) R Miller (from June2012) Ultrasound Group A T Papageorghiou (Head) L Salomon (Seniorexternal adviser) A Leston A Mitidieri F Al-Aamri W Paulsene J SandeW K S Al-Zadjali C Batiuk S Bornemeier M Carvalho M DigheP Gaglioti N Jacinta S Jaiswal J A Noble K Oas M Oberto E OlearoM G Owende J Shah S Sohoni T Todros M Venkataraman S VinayakL Wang D Wilson Q Q Wu S Zaidi Y Zhang P Chamberlain
(until September 2012) D Danelon (until July 2010) I Sarris (untilJune 2010) J Dhami (until July 2011) C Ioannou (until February 2012)C L Knight (from October 2010) R Napolitano (from July 2011)S Wanyonyi (from May 2012) C Pace (from January 2011) V Mkrtychyan(from June 2012) Anthropometry Group L Cheikh Ismail (Head)W C Chumlea (Senior external adviser) F Al-Habsi Z A Bhutta A CarterM Alija J M Jimenez-Bustos J Kizidio F Puglia N KunnawarH Liu S Lloyd D Mota R Ochieng C Rossi M Sanchez Luna Y J ShenH E Knight (until August 2011) D A Rocco (from June 2012)I O Frederick (from June 2012) Neonatal Group Z A Bhutta (Head)E Albernaz M Batra B A Bhat E Bertino P Di Nicola F GiulianiI Rovelli K McCormick R Ochieng R Y Pang V Paul V RajanA Wilkinson A Varalda (from September 2012) Environmental HealthGroup B Eskenazi (Head) L A Corra H Dolk J Golding A MatijasevichT de Wet J J Zhang A Bradman D Finkton O Burnham F Farhi
Participating countries and local investigators
Brazil F C Barros (Principal Investigator) M Domingues S FonsecaA Leston A Mitidieri D Mota IK Sclowitz M F da Silveira
China R Y Pang (Principal Investigator) Y P He Y Pan Y J ShenM H Wu Q Q Wu J H Wang Y Yuan Y Zhang India M Purwar
(Principal Investigator) A Choudhary S Choudhary S DeshmukhD Dongaonkar M Ketkar V Khedikar N Kunnawar C Mahorkar I MulikK Saboo C Shembekar A Singh V Taori K Tayade A Somani Italy E Bertino (Principal Investigator) P Di Nicola M Frigerio G Gilli P GilliM Giolito F Giuliani M Oberto L Occhi C Rossi I Rovelli F SignorileT Todros Kenya W Stones and M Carvalho (Co-principal Investigators)J Kizidio R Ochieng J Shah S Vinayak N Musee (until June 2011)C Kisiangrsquoani (until July 2011) D Muninzwa (from August 2011) OmanY A Jaffer (Principal Investigator) J Al-Abri J Al-Abduwani F M Al-HabsiH Al-Lawatiya B Al-Rashidiya W K S Al-Zadjali F R JuangcoM Venkataraman H Al-Jabri (until October 2010) D Yellappan (fromNovember 2010) UK S Kennedy (Principal Investigator) L Cheikh IsmailA T Papageorghiou F Roseman A Lambert E O Ohuma S LloydR Napolitano (from July 2011) C Ioannou (until February 2012) I Sarris(until June 2010) USA M G Gravett (Principal Investigator) C BatiukM Batra S Bornemeier M Dighe K Oas W Paulsene D WilsonI O Frederick H F Andersen S E Abbott A A Carter H Algren D A Rocco
T K Sorensen D Enquobahrie S Waller (until June 2011)
Declaration of interests
We declare no competing interests
Acknowledgments
The study was supported by a grant (49038) from the Bill amp Melinda GatesFoundation to the University of Oxford We thank the Health Authoritiesin Pelotas Brazil Beijing China Nagpur India Turin Italy NairobiKenya Muscat Oman Oxford UK and Seattle WA USA who helpedwith the project by allowing participation of these study sites ascollaborating centres We thank Philips Healthcare for providing theultrasound equipment and technical assistance throughout the project andMedSciNet UK for setting up the INTERGROWTH-21 st website and forthe development maintenance and support of the online datamanagement system We also thank the parents and infants whoparticipated in the studies and the more than 200 members of theresearch teams who made the implementation of this project possible
The participating hospitals included Brazil Pelotas (Hospital MiguelPiltcher Hospital Satildeo Francisco de Paula Santa Casa de Misericoacuterdia dePelotas and Hospital Escola da Universidade Federal de Pelotas) ChinaBeijing (Beijing Obstetrics and Gynecology Hospital Shunyi Maternal andChild Health Centre and Shunyi General Hospital) India Nagpur (KetkarHospital Avanti Institute of Cardiology Avantika Hospital GurukrupaMaternity Hospital Mulik Hospital and Research Centre NandlokHospital Om Womenrsquos Hospital Renuka Hospital and Maternity HomeSaboo Hospital Brajmonhan Taori Memorial Hospital and SomaniNursing Home) Kenya Nairobi (Aga Khan University Hospital MP ShahHospital and Avenue Hospital) Italy Turin (Ospedale Infantile ReginaMargherita Santrsquo Anna and Azienda Ospedaliera Ordine Mauriziano)Oman Muscat (Khoula Hospital Royal Hospital Wattayah Obstetrics andGynaecology Poly Clinic Wattayah Health Centre Ruwi Health CentreAl-Ghoubra Health Centre and Al-Khuwair Health Centre) UK Oxford(John Radcliffe Hospital) and USA Seattle (University of WashingtonHospital Swedish Hospital and Providence Everett Hospital) Full
acknowledgment of all those who contributed to the development ofINTERGROWTH-21st Project are online and in the appendix
References 1 WHO Physical status the use and interpretation of anthropometry
Report of a WHO Expert Committee World Health Organ Tech Rep Ser 1995 854 1ndash452
2 de Onis M Habicht JP Anthropometric reference data forinternational use recommendations from a World HealthOrganization Expert Committee Am J Clin Nutr 1996 64 650ndash58
3 de Onis M Garza C Victora CG Onyango AW Frongillo EAMartines J The WHO Multicentre Growth Reference Studyplanning study design and methodology Food Nutr Bull 200425 (suppl) S15ndash26
4 de Onis M Garza C Onyango AW Martorell R WHO Child GrowthStandards Acta Paediatr 2006 450 1ndash101
5 de Onis M Onyango A Borghi E et al Worldwide implementation ofthe WHO Child Growth Standards Public Health Nutr 2012
15 1603ndash10
For the full list see httpwww
intergrowth21orguk
See Online for appendix
7212019 International Standards for Newborn Weight Length And Head Circumference by Gestational Age and Sex the Nehellip
httpslidepdfcomreaderfullinternational-standards-for-newborn-weight-length-and-head-circumference 1212
Articles
6 Garza C de Onis M Rationale for developing a new internationalgrowth reference Food Nutr Bull 2004 25 (suppl) S5ndash14
7 Villar J Altman DG Purwar M et al The objectives design andimplementation of the INTERGROWTH-21st Project BJOG 2013120 (suppl 2) 9ndash26
8 Villar J Papageorghiou AT Pang R et al for the International Fetaland Newborn Growth Consortium for the 21st Century(INTERGROWTH-21st) The likeness of fetal growth and newbornsize across non-isolated populations in the INTERGROWTH-21st Project the Fetal Growth Longitudinal Study and Newborn Cross-Sectional Study Lancet Diabetes Endocrinol 2014 published onlineJuly 4 httpdxdoiorg101016S2213-8587(14)70121-4
9 Katz J Lee AC Kozuki N et al Mortality risk in preterm and small-for-gestational-age infants in low-income and middle-income countriesa pooled country analysis Lancet 2013 382 417ndash25
10 Lee ACC Katz J Blencowe H et al National and regional estimates ofterm and preterm babies born small for gestational age in138 low-income and middle-income countries in 2010Lancet Global Health 2013 1 e26ndashe36
11 Black RE Victora CG Walker SP et al Maternal and childundernutrition and overweight in low-income and middle-incomecountries Lancet 2013 382 427ndash51
12 Villar J Papageorghiou AT Knight HE et al The preterm birthsyndrome a prototype phenotypic classification Am J Obstet Gynecol 2012 206 119ndash23
13 Eskenazi B Bradman A Finkton D et al A rapid questionnaireassessment of environmental exposures to pregnant women in theINTERGROWTH-21st Project BJOG 2013 120 (suppl 2) 129ndash38
14 Costeloe KL Hennessy EM Haider S Stacey F Marlow N Draper ESShort term outcomes after extreme preterm birth in Englandcomparison of two birth cohorts in 1995 and 2006 (the EPICurestudies) BMJ 2012 345 e7976
15 McDonald SJ Middleton P Dowswell T Morris PS Effect of timingof umbilical cord clamping of term infants on maternal and neonataloutcomes Cochrane Database Syst Rev 2013 7 CD004074
16 Rabe H Diaz-Rossello JL Duley L Dowswell T Effect of timing ofumbilical cord clamping and other strategies to influence placental
transfusion at preterm birth on maternal and infant outcomesCochrane Database Syst Rev 2012 8 CD003248
17 Cheikh Ismail L Knight H Bhutta Z et al Anthropometric protocolsfor the construction of new international fetal and newborn growthstandards the INTERGROWTH-21st Project BJOG 2013120 (suppl 2) 42ndash47
18 de Onis M Onyango AW Van den Broeck J Chumlea WCMartorell R Measurement and standardization protocols foranthropometry used in the construction of a new international growthreference Food Nutr Bull 2004 25 (suppl) S27ndash36
19 Cheikh Ismail L Knight H Ohuma E et al Anthropometricstandardisation and quality control protocols for the construction ofnew international fetal and newborn growth standards theINTERGROWTH-21st Project BJOG 2013 120 (suppl 2) 48ndash55
20 Bhutta Z Giuliani F Haroon A et al Standardisation of neonatalclinical practice BJOG 2013 120 (suppl 2) 56ndash63
21 Ohuma E Hoch L Cosgrove C et al Managing data for theinternational multicentre INTERGROWTH-21st Project BJOG 2013
120 (suppl 2) 64ndash70 22 Borghi E de Onis M Garza C et al Construction of the World Health
Organization child growth standards selection of methods forattained growth curves Stat Med 2006 25 247ndash65
23 Wright EM Royston PA Comparison of statistical methods forage-related reference intervals J R Stat Soc Ser A Stat Soc 1997160 47ndash69
24 Hynek M Approaches for constructing age-related reference intervalsand centile charts for fetal size Eur J Biomed Informatics 2010 6 51ndash60
25 Royston P Altman DG Regression using fractional polynomials ofcontinuous covariates parsimonious parametric modelling J R Stat Soc C Appl Stat 1994 43 429ndash67
26 Cole TJ Fitting smoothed centile curves to reference data J R Stat Soc Ser A 1988 151 385ndash418
27 Cole TJ Using the LMS method to measure skewness in the NCHSand Dutch National height standards Ann Hum Biol 1989 16 407ndash19
28 Cole TJ Green PJ Smoothing reference centile curves the LMSmethod and penalized likelihood Stat Med 1992 11 1305ndash19
29 Rigby RA Stasinopoulos DM Using the Box-Cox t distribution inGAMLSS to model skewness and kurtosis Stat Model 2006 6 209ndash29
30 Rigby RA Stasinopoulos DM Smooth centile curves for skewand kurtotic data modelled using the BoxndashCox power exponentialdistribution Stat Med 2004 23 3053ndash76
31 Rigby RA Stasinopoulos DM Generalized additive models forLocation Scale and Shape (GAMLSS) in R J Stat Soft 2007 23 1ndash46
32 Rigby RA Stasinopoulos DM Generalized additive models forlocation scale and shape Appl Statist 2005 54 507ndash54
33 Green PJ Silverman BW Nonparametric regression and generalizedlinear models a roughness penalty approach London Chapman andHall 1994
34 Eilers PHC Marx BD Flexible smoothing with B-splines andpenalties Statist Sci 1996 11 89ndash158
35 Akaike H A new look at the statistical model identificationIEEE Trans Automat Contr 1974 19 716ndash23
36 Jones MC Faddy MJ A skew extension of the t-distribution withapplications J R Stat Soc Series B Stat Methodol 2003 65 159ndash74
37 van Buuren S Fredriks M Worm plot a simple diagnostic device for
modelling growth reference curves Stat Med 2001 20 1259ndash77 38 Royston P Wright EM Goodness-of-fit statistics for age-specific
reference intervals Stat Med 2000 19 2943ndash62
39 R Development Core Team R a language and environment forstatistical computing R Foundation for Statistical Computing V 2008httpwwwR-projectorg (accessed June 30 2014)
40 de Onis M Update on the implementation of the WHO Child GrowthStandards World Rev Nutr Diet 2013 106 75ndash82
41 de Onis M Onyango A Borghi E et al Worldwide implementation ofthe WHO Child Growth Standards Public Health Nutr 201215 1603ndash10
42 Ferdynus C Quantin C Abrahamowicz M et al Can birth weightstandards based on healthy populations improve the identification ofsmall-for-gestational-age newborns at risk of adverse neonataloutcomes Pediatrics 2009 123 723ndash30
43 Bertino E Milani S Fabris C et al Neonatal anthropometric chartswhat they are what they are not Arch Dis Child Fetal Neonatal Ed2007 92 F7-F10
44 Bertino E Giuliani F Occhi L et al Benchmarking neonatalanthropometric charts published in the last decadeArch Dis Child Fetal Neonatal Ed 2009 94 F233
45 Zeitlin J Szamotulska K Drewniak N et al Preterm birth time trendsin Europe a study of 19 countries BJOG 2013 120 1356ndash65
46 Villar J Valladares E Wojdyla D et al Caesarean delivery rates andpregnancy outcomes the 2005 WHO global survey on maternal andperinatal health in Latin America Lancet 2006 367 1819ndash29
47 Villar J Knight HE de Onis M et al Conceptual issues related to theconstruction of prescriptive standards for the evaluation of postnatalgrowth of preterm infants Arch Dis Child 2010 95 1034ndash38
48 Kramer MS Born too small or too soon Lancet Global Health 20131 e7ndashe8
49 Salomon LJ Bernard JP Ville Y Estimation of fetal weight referencerange at 20ndash36 weeksrsquo gestation and comparison with actualbirth-weight reference range Ultrasound Obstet Gynecol 200729 550ndash55
50 WHO Multicentre Growth Reference Study Group Enrolment andbaseline characteristics in the WHO Multicentre Growth ReferenceStudy Acta Paediatr Suppl 2006 450 7ndash15
51 Martorell R Zongrone A Intergenerational influences on childgrowth and undernutrition Paediatr Perinat Epidemiol 201226 (suppl 1) 302ndash14
52 Victora CG de Onis M Hallal PC Blossner M Shrimpton RWorldwide timing of growth faltering revisiting implications forinterventions Pediatrics 2010 125 e473ndash80
53 Papageorghiou AT Ohuma EO Altman DG et al Internationalstandards for fetal growth based on serial ultrasound measurementsthe Fetal Growth Longitudinal Study of the INTERGROWTH-21stProject Lancet 2014 384 869ndash79
54 Papageorghiou AT Kennedy SH Salomon LJ et al Internationalstandards for early fetal size and pregnancy dating based onultrasound measurement of crown-rump length in the first trimesterUltrasound Obstet Gynecol 2014 published online July 8 DOI101002uog13448
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7212019 International Standards for Newborn Weight Length And Head Circumference by Gestational Age and Sex the Nehellip
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Articles
wwwthelancetcom
Vol 384 September 6 2014 861
the smoothed and observed centiles independent of sex
were negligiblemdash0middot71 g for birthweight 0middot02 cm forlength and 0middot001 cm for head circumferenceFigure 2 shows the 3rd 10th 50th 90th and 97th
smoothed centile curves for birthweight length andhead circumference according to gestational age and sexwhich represent the international standards for newborn
infants For length and head circumference the pattern
of growth increased steadily from 33 weeks of gestationonwards The curves for birthweight show a faster overallincrease as gestational age increases Table 2 table 3 andtable 4 present the values for these centiles according togestational age and sex Overall boys were heavierlonger and had larger head circumferences than girls
Brazil
(n=1595)
China
(n=3551)
India
(n=2493)
Italy
(n=2358)
Kenya
(n=3702)
Oman
(n=2821)
UK
(n=2939)
USA
(n=1027)
Total
(n=20 486)
Maternal age (years) 26middot4 (4middot8) 26middot3 (3middot0) 27middot5 (3middot3) 29middot9 (4middot0) 28middot8 (3middot5) 26middot9 (4middot0) 29middot1 (4middot3) 29middot5 (3middot9) 28middot0 (4middot0)
Maternal height (cm) 162middot5 (5middot4) 161middot7 (4middot5) 157middot6 (3middot3) 163middot3 (5middot6) 162middot3 (5middot5) 158middot8 (4middot1) 165middot3 (6middot1) 164middot8 (6middot2) 161middot8 (5middot6)
Maternal weight (kg) 63middot2 (8middot4) 58middot8 (7middot6) 57middot0 (7middot7) 60middot4 (7middot9) 63middot6 (8middot5) 60middot7 (8middot5) 64middot4 (8middot8) 63middot7 (9middot0) 61middot3 (8middot6)
Maternal body-mass
index (kgmsup2)
23middot9 (2middot8) 22middot5 (2middot7) 22middot9 (2middot9) 22middot6 (2middot6) 24middot1 (2middot9) 24middot1 (3middot1) 23middot5 (2middot8) 23middot4 (2middot8) 23middot4 (2middot9)
Gestational age at first
visit (weeks)
14middot0 (5middot8) 16middot2 (5middot4) 14middot3 (7middot5) 13middot1 (3middot6) 17middot1 (7middot9) 15middot2 (5middot7) 13middot2 (3middot1) 12middot0 (4middot0) 14middot8 (6middot0)
Years of formal
education
11middot3 (3middot6) 13middot9 (1middot9) 16middot2 (1middot3) 13middot7 (3middot8) 14middot9 (2middot3) 13middot2 (2middot8) 16middot0 (3middot0) 16middot5 (3middot2) 14middot2 (3middot0)
Haemoglobin
concentration before15 weeksrsquo gestation (gL)
123 (9) 133 (10) 112 (11) 129 (10) 125 (14) 117 (11) 125 (9) 126 (9) 123 (12)
Married or cohabiting
()
1468 (92middot0) 3548 (99middot9) 2485 (99middot7) 2327 (98middot7) 3525 (95middot2) 2821 (100) 2762 (94middot0) 941 (91middot6) 19 877 (97middot0)
Nulliparous () 998 (62middot6) 3320 (93middot5) 1719 (69middot0) 1472 (62middot4) 1877 (50middot7) 1228 (43middot5) 1753 (59middot6) 629 (61middot2) 12 996 (63middot4)
Pre-eclampsia () 23 (1middot4) 49 (1middot4) 6 (0middot2) 13 (0middot6) 40 (1middot1) 8 (0middot3) 102 (3middot5) 15 (1middot5) 256 (1middot2)
Pyelonephritis () 25 (1middot6) 0 0 4 (0middot2) 16 (0middot4) 3 (0middot1) 2 (0middot1) 4 (0middot4) 54 (0middot3)
Maternal sexuallytransmitted infection
()
20 (1middot3) 0 0 8 (0middot3) 2 (0middot1) 0 2 (0middot1) 36 (3middot5) 68 (0middot3)
Spontaneous initiation
of labour ()
850 (53middot3) 1390 (39middot1) 1528 (61middot3) 1985 (84middot2) 2482 (67middot0) 2494 (88middot4) 2025 (68middot9) 716 (69middot7) 13 470 (65middot8)
PPROM (lt37 weeks ) 62 (3middot9) 65 (1middot8) 48 (1middot9) 24 (1middot0) 47 (1middot3) 35 (1middot2) 37 (1middot3) 20 (1middot9) 338 (1middot6)
Caesarean section () 1040 (65middot2) 2077 (58middot5) 1516 (60middot8) 488 (20middot7) 1187 (32middot1) 395 (14middot0) 513 (17middot5) 236 (23middot0) 7452 (36middot4)
NICU admission longer
than 1 day ()
143 (9middot0) 438 (12middot3) 93 (3middot7) 56 (2middot4) 143 (3middot9) 152 (5middot4) 108 (3middot7) 51 (5middot0) 1184 (5middot8)
Preterm birth(lt37 weeks )
143 (9middot0) 212 (6middot0) 250 (10middot0) 83 (3middot5) 154 (4middot2) 145 (5middot1) 100 (3middot4) 49 (4middot8) 1136 (5middot5)
Preterm birth afterspontaneous onset of
labour ()
79 (5middot0) 87 (2middot5) 111 (4middot5) 55 (2middot3) 91 (2middot5) 113 (4middot0) 57 (1middot9) 41 (4middot0) 634 (3middot1)
Term low birthweight
(lt2500 g )
31 (1middot9) 22 (0middot6) 222 (8middot9) 50 (2middot1) 134 (3middot6) 126 (4middot5) 49 (1middot7) 17 (1middot7) 651 (3middot2)
All low birthweight(lt2500 g )
92 (5middot8) 75 (2middot1) 338 (13middot6) 91 (3middot9) 206 (5middot6) 183 (6middot5) 100 (3middot4) 44 (4middot3) 1129 (5middot5)
Neonatal mortality () 4 (0middot3) 0 4 (0middot2) 0 9 (0middot2) 4 (0middot1) 0 1 (0middot1) 22 (0middot1)
Boys () 823 (51middot6) 1861 (52middot4) 1287 (51middot6) 1173 (49middot7) 1850 (50middot0) 1471 (52middot2) 1471 (50middot1) 546 (53middot2) 10 482 (51middot2)
Exclusive breastfeedingat hospital discharge ()
1499 (94middot0) 2870 (80middot8) 2455 (98middot5) 1720 (72middot9) 3616 (97middot7) 2736 (97middot0) 2281 (77middot6) 815 (79middot4) 17 992 (87middot8)
Mother admitted tointensive care unit ()
3 (0middot2) 2 (0middot1) 1 7 (0middot3) 5 (0middot1) 18 (0middot6) 1 1 (0middot1) 38 (0middot2)
Term birthweight (kg) 3middot3 (0middot4) 3middot4 (0middot4) 2middot9 (0middot4) 3middot3 (0middot4) 3middot3 (0middot4) 3middot1 (0middot4) 3middot5 (0middot5) 3middot4 (0middot5) 3middot3 (0middot5)
Term birthlength (cm) 49middot0 (1middot7) 49middot7 (1middot6) 48middot6 (1middot8) 49middot4 (1middot7) 49middot1 (1middot8) 49middot0 (1middot8) 49middot9 (1middot9) 49middot9 (2middot2) 49middot3 (1middot8)
Term birth headcircumference (cm)
34middot2 (1middot2) 33middot6 (1middot2) 33middot1 (1middot1) 34middot0 (1middot2) 34middot2 (1middot2) 33middot6 (1middot1) 34middot5 (1middot3) 34middot5 (1middot4) 33middot9 (1middot3)
Only includes pregnancies leading to one livebirth birth and no congenital malformations All values are means (SD) for continuous variables and absolute numbers (percentages) for categorical variables
PPROM=preterm pre-labour rupture of membranes NICU=neonatal intensive care unit Term indicates all babies born at 37 weeksrsquo gestation or later
Table 983089 Maternal baseline characteristics perinatal events and newborn baby measures
7212019 International Standards for Newborn Weight Length And Head Circumference by Gestational Age and Sex the Nehellip
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862 wwwthelancetcom
Vol 384 September 6 2014
0middot5
1middot5
2middot5
3middot5
4middot5
5middot5
36
40
44
48
52
56
26
28
30
32
34
40
38
36
B i r t h w e i g h t ( k g )
A Birthweight
Birth length
Head circumference
GirlsBoys
GirlsBoys
GirlsBoys
L e n g t h ( c m )
B
33 34 35 36 37 38 39 40 41 42 43
H e a d c i r c u m f e r e n c e ( c m )
Gestational age (weeks)
C
33 34 35 36 37 38 39 40 41 42 43
Gestational age (weeks)
33 34 35 36 37 38 39 40 41 42 43
Gestational age (weeks)
33 34 35 36 37 38 39 40 41 42 43
Gestational age (weeks)
33 34 35 36 37 38 39 40 41 42 43
Gestational age (weeks)
33 34 35 36 37 38 39 40 41 42 43
Gestational age (weeks)
Figure 983089 Fitted 3rd 50th
and 97th smoothed centile
curves (blue lines) for (A)
birthweight (B) birth
length and (C) head
circumference according to
gestational age
Shows empirical values for
each week of gestation
(red circles) and the actual
observations (grey circles)
7212019 International Standards for Newborn Weight Length And Head Circumference by Gestational Age and Sex the Nehellip
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Vol 384 September 6 2014 863
0middot5
1middot5
2middot5
3middot5
4middot5
5middot5
36
40
44
48
52
56
26
28
30
32
34
40
38
36
B i r t h w e i g h t ( k g )
A Birthweight
Birth length
Head circumference
GirlsBoys
GirlsBoys
GirlsBoys
L e n g t h ( c m )
B
33 34 35 36 37 38 39 40 41 42 43
H e a d c i r c u m f e r e n c e ( c m )
Gestational age (weeks)
C
33 34 35 36 37 38 39 40 41 42 43
Gestational age (weeks)
33 34 35 36 37 38 39 40 41 42 43
Gestational age (weeks)
33 34 35 36 37 38 39 40 41 42 43
Gestational age (weeks)
33 34 35 36 37 38 39 40 41 42 43
Gestational age (weeks)
33 34 35 36 37 38 39 40 41 42 43
Gestational age (weeks)
Figure 983090 The 3rd 10th 50th
90th and 97th smoothed
centile curves for (A)
birthweight (B) birth
length and (C) head
circumference according to
gestational age
7212019 International Standards for Newborn Weight Length And Head Circumference by Gestational Age and Sex the Nehellip
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Vol 384 September 6 2014
Boys Girls
Number of
observations
Centiles for birthweight (kg) Number of
observations
Centiles for birthweight (kg)
3rd 10th 50th 90th 97th 3rd 10th 50th 90th 97th
33 weeks 34 1middot18 1middot43 1middot95 2middot52 2middot82 17 1middot20 1middot41 1middot86 2middot35 2middot61
34 weeks 48 1middot45 1middot71 2middot22 2middot79 3middot08 65 1middot47 1middot68 2middot13 2middot64 2middot90
35 weeks 128 1middot70 1middot95 2middot47 3middot03 3middot32 114 1middot71 1middot92 2middot38 2middot89 3middot16
36 weeks 323 1middot93 2middot18 2middot69 3middot25 3middot54 293 1middot92 2middot14 2middot60 3middot12 3middot39
37 weeks 857 2middot13 2middot38 2middot89 3middot45 3middot74 803 2middot11 2middot33 2middot80 3middot32 3middot60
38 weeks 2045 2middot32 2middot57 3middot07 3middot63 3middot92 1802 2middot28 2middot50 2middot97 3middot51 3middot78
39 weeks 3009 2middot49 2middot73 3middot24 3middot79 4middot08 2869 2middot42 2middot65 3middot13 3middot66 3middot94
40 weeks 2568 2middot63 2middot88 3middot38 3middot94 4middot22 2523 2middot55 2middot78 3middot26 3middot80 4middot08
41 weeks 1179 2middot76 3middot01 3middot51 4middot06 4middot35 1195 2middot65 2middot89 3middot37 3middot92 4middot20
42 weeks 206 2middot88 3middot12 3middot62 4middot17 4middot46 224 2middot74 2middot98 3middot46 4middot01 4middot30
Total 10 397 middotmiddot middotmiddot middotmiddot middotmiddot middotmiddot 9905 middotmiddot middotmiddot middotmiddot middotmiddot middotmiddot
Table 983090 Smoothed centiles for birthweight of boys and girls according to gestational age
Boys Girls
Number of
observations
Centiles for length (cm) Number of
observations
Centiles for length (cm)
3rd 10th 50th 90th 97th 3rd 10th 50th 90th 97th
33 weeks 33 39middot69 41middot09 43middot81 46middot55 47middot97 17 39middot79 41middot01 43middot39 45middot70 46middot85
34 weeks 48 41middot05 42middot38 44middot98 47middot59 48middot94 65 41middot04 42middot22 44middot55 46middot79 47middot92
35 weeks 128 42middot26 43middot54 46middot03 48middot53 49middot82 111 42middot14 43middot30 45middot57 47middot76 48middot86
36 weeks 320 43middot36 44middot58 46middot97 49middot38 50middot62 292 43middot13 44middot26 46middot48 48middot62 49middot69
37 weeks 849 44middot34 45middot52 47middot82 50middot14 51middot34 799 44middot01 45middot11 47middot29 49middot39 50middot44
38 weeks 2031 45middot22 46middot37 48middot59 50middot83 51middot99 1786 44middot79 45middot88 48middot01 50middot07 51middot10
39 weeks 2983 46middot02 47middot13 49middot29 51middot46 52middot59 2846 45middot49 46middot56 48middot65 50middot68 51middot69
40 weeks 2531 46middot75 47middot83 49middot92 52middot03 53middot13 2486 46middot12 47middot17 49middot23 51middot23 52middot22
41 weeks 1146 47middot41 48middot46 50middot50 52middot56 53middot62 1180 46middot68 47middot72 49middot75 51middot72 52middot70
42 weeks 202 48middot01 49middot04 51middot03 53middot03 54middot07 218 47middot19 48middot21 50middot22 52middot15 53middot12
Total 10 271 middotmiddot middotmiddot middotmiddot middotmiddot middotmiddot 9800 middotmiddot middotmiddot middotmiddot middotmiddot middotmiddot
Table 983091 Smoothed centiles for birth length of boys and girls according to gestational age
Boys Girls
Number of
observations
Centiles for head circumference (cm) Number of
observations
Centiles for head circumference (cm)
3rd 10th 50th 90th 97th 3rd 10th 50th 90th 97th
33 weeks 33 28middot25 29middot11 30middot88 32middot71 33middot62 17 27middot92 28middot76 30middot46 32middot24 33middot14
34 weeks 48 28middot93 29middot76 31middot47 33middot23 34middot11 65 28middot64 29middot44 31middot08 32middot78 33middot65
35 weeks 127 29middot56 30middot37 32middot02 33middot73 34middot58 111 29middot28 30middot06 31middot64 33middot28 34middot12
36 weeks 322 30middot15 30middot93 32middot53 34middot19 35middot02 293 29middot87 30middot62 32middot14 33middot74 34middot55
37 weeks 848 30middot69 31middot46 33middot02 34middot63 35middot43 798 30middot40 31middot13 32middot61 34middot15 34middot94
38 weeks 2032 31middot21 31middot95 33middot47 35middot04 35middot83 1783 30middot88 31middot59 33middot03 34middot53 35middot30
39 weeks 2985 31middot69 32middot42 33middot90 35middot44 36middot20 2849 31middot32 32middot01 33middot41 34middot88 35middot62
40 weeks 2532 32middot15 32middot86 34middot31 35middot81 36middot56 2486 31middot72 32middot39 33middot76 35middot19 35middot92
41 weeks 1147 32middot58 33middot28 34middot70 36middot17 36middot91 1180 32middot08 32middot74 34middot08 35middot48 36middot19
42 weeks 204 32middot99 33middot68 35middot07 36middot52 37middot24 218 32middot41 33middot06 34middot37 35middot74 36middot44
Total 10 278 middotmiddot middotmiddot middotmiddot middotmiddot middotmiddot 9800 middotmiddot middotmiddot middotmiddot middotmiddot middotmiddot
Table 983092 Smoothed centiles for head circumference of boys and girls according to gestational age
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Vol 384 September 6 2014 865
Because some variability existed in the number of
women that each study site contributed to the totalpopulation we did predetermined sensitivity analyses toassess the effects of excluding country-specific data onour overall standards These separate exclusions had anegligible effect
DiscussionThe INTERGROWTH-21st Project aimed to produce forthe first time (panel) international standards fornewborn size for each gestational age based on data fromits NCSS subpopulation which conformed at populationand individual levels to the prescriptive approach used inthe WHO MGRS3 These new standards are consideredto be a conceptual and practical link to WHO Child
Growth Standards which have been adopted by morethan 125 countries worldwide4041 They will bridge gaps inclinical and population assessments42 for fetusesneonatal babies and infants through provision of similarinstruments to monitor child growth seamlessly fromearly pregnancy to age 5 years and to screen for stuntingand wasting Later in 2014 we will provide on The Lancet rsquoswebsite and through the INTERGROWTH-21st Projectwebsite and the Global Health Network software forclinical and epidemiological use free of charge includingan app to calculate Z scores and centiles
We believe these standards are unique because in thestudy protocol we deliberately addressed most of theimportant limitations that were previously identified4344 First the standards are prescriptivemdashie they describeoptimum size in newborn infants without congenitalabnormalitiesmdashwhereas reference charts describe onlynewborn infant size at a given place and time whichmight be several decades in the past Thus thestandards were constructed with use of data collectedspecifically for that purpose from populations selectedon the basis of their socioeconomic health andnutritional status creating a low-risk environment forfetal growth impairment Second the standards arepopulation-based multiethnic multicountry andsex-specific and they arise from a prospective study Wehave shown (using several analytical strategies) that the
eight populations were consistently similar and couldbe pooled to create the standards8 Third severalprocesses were applied across all eight study sitesmdasheguniform research methods and one protocol forgestational age estimation by ultrasound for allparticipants plus standardised identical equipmenttraining a centralised electronic data managementsystem and close monitoring of staff which to ourknowledge have never before been attempted inperinatal research Fourth the analytical approachfollowed that of the WHO MGRS in terms of how topresent the observed and smoothed data and explorethe best fitting model with an a-priori strategy 22 Thedata are reported according to completed weeks ofgestation (WHO ICD-10) as smoothed centiles which
were shown to be consistent with the raw data
increasing confidence in the curves that we producedFifth we present centiles for birthweight length andhead circumference by sex and gestational age based ona prescriptive approach that are integrated with thecorresponding fetal growth standards
This prescriptive approach required us to selectpopulations at low risk of fetal growth impairment andwithin these populations select healthy well-nourishedwomen who were receiving adequate antenatal care andwhose pregnancies were not complicated by any majorclinical problems The samples represented 34middot6 of thetotal NCSS population indicating that we did not select agroup with low external validity to the populations inwhich the standards will be used Nevertheless the study
population did have a very low rate (5middot5) of pretermbirth (births before 37 weeks of gestation) mostlyconsisting of late preterm birthsmdashie after 34 weeks ofgestation and before 37 weeks of gestation and a very lowrate of low birthweight in term babies (3middot2) Thepreterm birth rate in our study is similar to that recentlyreported for European countries45 providing furtherevidence that our study population was genuinely low-risk The caesarean section rate noted in these populationsis higher than would be expected for their level of riskbut it is consistent with worldwide trends46
The women whose babies contributed to the constructionof the standards reported here were selected on the basisthat they were living in environments in which exposure torisk factors known to affect fetal growth was as low as
Panel Research in context
Systematic review
We did a systematic review of all charts and references published since 1990 that aimed to
evaluate anthropometric measures of newborn infants We searched PubMed Medline
Embase CINAHL LILACS and Google Scholar using MeSH terms related to infants at birth
(ldquoneonaterdquo OR ldquonewbornrdquo OR ldquofetal growthrdquo OR ldquointrauterine growthrdquo) anthropometric
variables (ldquoweightrdquo OR ldquolengthrdquo OR ldquohead circumferencerdquo OR ldquoBMIrdquo OR ldquoponderal indexrdquo)
distribution of the variable (ldquopercentilesrdquo OR ldquocentilesrdquo OR ldquocurvesrdquo OR ldquochartsrdquo) and
ldquogestational agerdquo while omitting ldquovelocityrdquo to exclude longitudinal fetal growth studies
We examined the references of retrieved full-text articles for additional articles We
included studies published between Jan 1 1990 and Dec 31 2012 (updated up to April2014) with the main aim of creating neonatal anthropometric charts No language
restriction was applied We identified 104 relevant studies of varying quality and size (data
not shown) The substantial methodological heterogeneity and the large number of charts
available complicate the clinical assessment of a newborn infantrsquos nutritional status and
make comparisons diffi cult across populations Therefore international standards for
newborn size were needed
Interpretation
We present international sex-specific standards for weight length and head circumference
for gestational age at birth that complement the available WHO Child Growth Standards
and allow comparisons across populations The international standard for length at birth
for gestational age in particular when incorporated into routine neonatal care will provide
a method for the early diagnosis of stunting which can be then be monitored during
infancy and childhood using the corresponding WHO Child Growth Standards
For the Global Health Network
website see httptghnorg
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Articles
866 wwwthelancetcom
Vol 384 September 6 2014
possible and that they themselves were healthy non-obese
and without any factors or disorders that would affect fetalgrowth Hence the standards characterise optimum fetalgrowthmdashie they describe how fetuses everywhere shouldgrow when there are minimum constraints The standardsare universal and independent of time they are notintended to be representative of a given population orregion at a given time as opposed to a reference and theycan be used to assess the size of newborn infantsirrespective of ethnicity locality socioeconomic status orhealth-care provision The standards complement theWHO Child Growth Standards which were also derivedfrom six populations of babies born to healthynon-smoking women with low rates of obesity3
A shortcoming of studying such a low-risk group is that
there were relatively few early preterm births despite thelarge sample size hence we had to limit the range of thestandards by setting the lower limit of the curves to thoseborn at 33 weeks of gestation It might not be feasible toconstruct standards for very preterm newborn infants(lt33 weeks of gestation) using such a strictly definedsubpopulation of preterm babies who are at higher risk ofintrauterine growth restriction and other major pregnancyand neonatal complications We have discussed this issuepreviously47 in the context of how to select a pretermpopulation for the construction of postnatal growthstandardsmdashie which baby could be considered a healthypreterm We have recommended criteria to selectuncomplicated preterm birthsmdashie those without severeneonatal disorders (other than those expectedphysiologically because of their degree of immaturity)mdashtoconstruct a reference chart for healthy very pretermnewborn infants
With regard to implementation of the new standardstwo limitations have to be considered that apply to anyevaluation of size the cross-sectional nature of the studypopulation and the use of statistics-based cutoff points todefine small-for-gestational-age babies rather thanimpaired fetal growth These limitations are moreapparent when using birthweight alone or when assessingpreterm birth for which present reference charts arereported to have poorer sensitivity for the detection of
small-for-gestational age babies than for the assessmentof term babies48 There is no ideal solutionmdashbecause weare constructing size (rather than growth) standards eachchild was only measured at birth For babies at gestationalages less than 33 weeks a complementary clinicalapproach would be to estimate fetal weight at eachgestational age by ultrasound examination of well datedhealthy pregnant women whose fetuses remained inutero until term This strategy would allow constructionof estimated fetal weight charts for healthy preterminfants and allow comparisons between the estimatedfetal weight by ultrasound and the actual newborn weightmeasured for healthy preterm births49 Such analyses arebeing done with the dataset and will be the subject of afuture report We have provided several centiles and will
provide corresponding equations and Z scores to calculate
others as needed The decision about which cutoff pointto use depends on several issues related to the clinicalresources available for local care or referral of at-risknewborn babies and to risk factors associated with thepopulation where the standards are used Thesestatistic-based cutoffs ideally should be replaced byperinatal risk-based cutoff points so as to design anevidence-based triage for neonatal care
Comparisons with local reference charts currently in useare very diffi cult because not only are there a large numberof them (we identified 104 in our systematic review) butthey have methodological limitations including poorstandardisation of equipment and measurement methodsused in the primary outcome variables the unreliability of
gestational age estimates and unselected populationsstudied In addition our international standards are notintended for comparison with these references but tocomplement the WHO Child Growth Standards3 whichstart at birth but only include term newborn infantsmdashiethey are not gestational age specific at birth Adoption ofthe international standards presented here is likely to affectglobal estimates of the number of babies who are small forgestational age but assessment of the direction and size ofthese changes is beyond the scope of this Article
A key conceptual and practical issue was to show that thepopulations in INTERGROWTH-21st Project and WHOChild Growth Standards34 were comparable Thiscomparability was to be expected because we selected thegroups using the same population and individual criteriaand we used the same methods and equipment for allmeasurements and analyses Therefore it is important toemphasise that when the two studies overlap (ie termnewborn infants) the means and SDs for the mainanthropometric measures are almost identicalmdashthe meanbirthweight of babies older than 37 weeks of gestation inour study population was 3middot3 (0middot5) kg and it was 3middot3 (0middot5)kg in the WHO MGRS50 The data for the mean length inour population was 49middot3 cm (1middot8 cm) and 49middot5 cm(1middot9 cm) in WHOrsquos population50 For head circumferencethe mean and SD in our study was 33middot9 (1middot3) cm versus34middot2 (1middot3) cm in the MGRS50
Finally the international standard for length at birth forgestational age incorporates for the first time into routineneonatal care a method for the early diagnosis of stuntingthat can be then monitored during infancy and childhoodusing the corresponding WHO Child Growth StandardsThis strategy is in the context of the global efforts toreduce stunting during the first 1000 days a recognisedimportant period for growth and development5152 Thisprocedure will need some adaptation to the routine care ofnewborn infants but our extensive experience ofmeasuring newborn length supports its feasibility Severalglobal initiatives now focus on improving nutrition formothers and infants in the first 1000 days of life (fromconception to 2 years of age) Therefore robustinternational methods are needed to monitor growth and
7212019 International Standards for Newborn Weight Length And Head Circumference by Gestational Age and Sex the Nehellip
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Articles
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Vol 384 September 6 2014 867
in particular screen for stunting as early as possible The
present newborn international standards together withthe fetal growth standards that are also being published5354
provide gestational-age specific standards at birth that canbe used before the WHO standards become relevant Thisstrategy allows the size and growth of fetuses and babiesto be monitored worldwide in individuals andpopulations across the first 1000 days of life usingessentially the same instruments
Contributors
JV and SHK conceptualised and designed the INTERGROWTH-21 st Project JV SHK DGA and AJN prepared the original protocol with laterinput from ATP LCI FCB and ZAB JV ATP LCI AL andZAB supervised and coordinated the projectrsquos overall undertakingEOO DGA FCB and CGV did data management and analysis incollaboration with JV RP FCB MC YAJ EB MGG MP and IOF
collaborated in the overall project and implemented it in their respectivecountries CC and LCI led the quality control of the anthropometriccomponent of the project JV and SK wrote the report with input from allcoauthors All coauthors read the report and made suggestions on itscontent
Members of the International Fetal and Newborn Growth Consortium for the
21st Century (INTERGROWTH-21st) and its Committees
Scientific Advisory Committee M Katz (Chair from January 2011)M K Bhan C Garza S Zaidi A Langer P M Rothwell (from February2011) Sir D Weatherall (Chair until December 2010) Steering CommitteeZ A Bhutta (Chair) J Villar (Principal Investigator) S Kennedy(Project Director) D G Altman F C Barros E Bertino F BurtonM Carvalho L Cheikh Ismail W C Chumlea M G Gravett Y A JafferA Lambert P Lumbiganon J A Noble R Y Pang A T PapageorghiouM Purwar J Rivera C G Victora Executive Committee J Villar (Chair)D G Altman Z A Bhutta L Cheikh Ismail S Kennedy A LambertJ A Noble A T Papageorghiou Project Co-ordinating Unit J Villar (Head)
S Kennedy L Cheikh Ismail A Lambert A T Papageorghiou M ShortenL Hoch (until May 2011) H E Knight (until August 2011) E O Ohuma(from September 2010) C Cosgrove (from July 2011) I Blakey (fromMarch 2011) Data Analysis Group D G Altman (Head) E O OhumaJ Villar Data Management Group D G Altman (Head) F RosemanN Kunnawar S H Gu J H Wang M H Wu M DominguesP Gilli L Juodvirsiene L Hoch (until May 2011) N Musee (untilJune 2011) H Al-Jabri (until October 2010) S Waller (until June 2011)C Cosgrove (from July 2011) D Muninzwa (from October 2011)E O Ohuma (from September 2010) D Yellappan (from November 2010)A Carter (from July 2011) D Reade (from June 2012) R Miller (from June2012) Ultrasound Group A T Papageorghiou (Head) L Salomon (Seniorexternal adviser) A Leston A Mitidieri F Al-Aamri W Paulsene J SandeW K S Al-Zadjali C Batiuk S Bornemeier M Carvalho M DigheP Gaglioti N Jacinta S Jaiswal J A Noble K Oas M Oberto E OlearoM G Owende J Shah S Sohoni T Todros M Venkataraman S VinayakL Wang D Wilson Q Q Wu S Zaidi Y Zhang P Chamberlain
(until September 2012) D Danelon (until July 2010) I Sarris (untilJune 2010) J Dhami (until July 2011) C Ioannou (until February 2012)C L Knight (from October 2010) R Napolitano (from July 2011)S Wanyonyi (from May 2012) C Pace (from January 2011) V Mkrtychyan(from June 2012) Anthropometry Group L Cheikh Ismail (Head)W C Chumlea (Senior external adviser) F Al-Habsi Z A Bhutta A CarterM Alija J M Jimenez-Bustos J Kizidio F Puglia N KunnawarH Liu S Lloyd D Mota R Ochieng C Rossi M Sanchez Luna Y J ShenH E Knight (until August 2011) D A Rocco (from June 2012)I O Frederick (from June 2012) Neonatal Group Z A Bhutta (Head)E Albernaz M Batra B A Bhat E Bertino P Di Nicola F GiulianiI Rovelli K McCormick R Ochieng R Y Pang V Paul V RajanA Wilkinson A Varalda (from September 2012) Environmental HealthGroup B Eskenazi (Head) L A Corra H Dolk J Golding A MatijasevichT de Wet J J Zhang A Bradman D Finkton O Burnham F Farhi
Participating countries and local investigators
Brazil F C Barros (Principal Investigator) M Domingues S FonsecaA Leston A Mitidieri D Mota IK Sclowitz M F da Silveira
China R Y Pang (Principal Investigator) Y P He Y Pan Y J ShenM H Wu Q Q Wu J H Wang Y Yuan Y Zhang India M Purwar
(Principal Investigator) A Choudhary S Choudhary S DeshmukhD Dongaonkar M Ketkar V Khedikar N Kunnawar C Mahorkar I MulikK Saboo C Shembekar A Singh V Taori K Tayade A Somani Italy E Bertino (Principal Investigator) P Di Nicola M Frigerio G Gilli P GilliM Giolito F Giuliani M Oberto L Occhi C Rossi I Rovelli F SignorileT Todros Kenya W Stones and M Carvalho (Co-principal Investigators)J Kizidio R Ochieng J Shah S Vinayak N Musee (until June 2011)C Kisiangrsquoani (until July 2011) D Muninzwa (from August 2011) OmanY A Jaffer (Principal Investigator) J Al-Abri J Al-Abduwani F M Al-HabsiH Al-Lawatiya B Al-Rashidiya W K S Al-Zadjali F R JuangcoM Venkataraman H Al-Jabri (until October 2010) D Yellappan (fromNovember 2010) UK S Kennedy (Principal Investigator) L Cheikh IsmailA T Papageorghiou F Roseman A Lambert E O Ohuma S LloydR Napolitano (from July 2011) C Ioannou (until February 2012) I Sarris(until June 2010) USA M G Gravett (Principal Investigator) C BatiukM Batra S Bornemeier M Dighe K Oas W Paulsene D WilsonI O Frederick H F Andersen S E Abbott A A Carter H Algren D A Rocco
T K Sorensen D Enquobahrie S Waller (until June 2011)
Declaration of interests
We declare no competing interests
Acknowledgments
The study was supported by a grant (49038) from the Bill amp Melinda GatesFoundation to the University of Oxford We thank the Health Authoritiesin Pelotas Brazil Beijing China Nagpur India Turin Italy NairobiKenya Muscat Oman Oxford UK and Seattle WA USA who helpedwith the project by allowing participation of these study sites ascollaborating centres We thank Philips Healthcare for providing theultrasound equipment and technical assistance throughout the project andMedSciNet UK for setting up the INTERGROWTH-21 st website and forthe development maintenance and support of the online datamanagement system We also thank the parents and infants whoparticipated in the studies and the more than 200 members of theresearch teams who made the implementation of this project possible
The participating hospitals included Brazil Pelotas (Hospital MiguelPiltcher Hospital Satildeo Francisco de Paula Santa Casa de Misericoacuterdia dePelotas and Hospital Escola da Universidade Federal de Pelotas) ChinaBeijing (Beijing Obstetrics and Gynecology Hospital Shunyi Maternal andChild Health Centre and Shunyi General Hospital) India Nagpur (KetkarHospital Avanti Institute of Cardiology Avantika Hospital GurukrupaMaternity Hospital Mulik Hospital and Research Centre NandlokHospital Om Womenrsquos Hospital Renuka Hospital and Maternity HomeSaboo Hospital Brajmonhan Taori Memorial Hospital and SomaniNursing Home) Kenya Nairobi (Aga Khan University Hospital MP ShahHospital and Avenue Hospital) Italy Turin (Ospedale Infantile ReginaMargherita Santrsquo Anna and Azienda Ospedaliera Ordine Mauriziano)Oman Muscat (Khoula Hospital Royal Hospital Wattayah Obstetrics andGynaecology Poly Clinic Wattayah Health Centre Ruwi Health CentreAl-Ghoubra Health Centre and Al-Khuwair Health Centre) UK Oxford(John Radcliffe Hospital) and USA Seattle (University of WashingtonHospital Swedish Hospital and Providence Everett Hospital) Full
acknowledgment of all those who contributed to the development ofINTERGROWTH-21st Project are online and in the appendix
References 1 WHO Physical status the use and interpretation of anthropometry
Report of a WHO Expert Committee World Health Organ Tech Rep Ser 1995 854 1ndash452
2 de Onis M Habicht JP Anthropometric reference data forinternational use recommendations from a World HealthOrganization Expert Committee Am J Clin Nutr 1996 64 650ndash58
3 de Onis M Garza C Victora CG Onyango AW Frongillo EAMartines J The WHO Multicentre Growth Reference Studyplanning study design and methodology Food Nutr Bull 200425 (suppl) S15ndash26
4 de Onis M Garza C Onyango AW Martorell R WHO Child GrowthStandards Acta Paediatr 2006 450 1ndash101
5 de Onis M Onyango A Borghi E et al Worldwide implementation ofthe WHO Child Growth Standards Public Health Nutr 2012
15 1603ndash10
For the full list see httpwww
intergrowth21orguk
See Online for appendix
7212019 International Standards for Newborn Weight Length And Head Circumference by Gestational Age and Sex the Nehellip
httpslidepdfcomreaderfullinternational-standards-for-newborn-weight-length-and-head-circumference 1212
Articles
6 Garza C de Onis M Rationale for developing a new internationalgrowth reference Food Nutr Bull 2004 25 (suppl) S5ndash14
7 Villar J Altman DG Purwar M et al The objectives design andimplementation of the INTERGROWTH-21st Project BJOG 2013120 (suppl 2) 9ndash26
8 Villar J Papageorghiou AT Pang R et al for the International Fetaland Newborn Growth Consortium for the 21st Century(INTERGROWTH-21st) The likeness of fetal growth and newbornsize across non-isolated populations in the INTERGROWTH-21st Project the Fetal Growth Longitudinal Study and Newborn Cross-Sectional Study Lancet Diabetes Endocrinol 2014 published onlineJuly 4 httpdxdoiorg101016S2213-8587(14)70121-4
9 Katz J Lee AC Kozuki N et al Mortality risk in preterm and small-for-gestational-age infants in low-income and middle-income countriesa pooled country analysis Lancet 2013 382 417ndash25
10 Lee ACC Katz J Blencowe H et al National and regional estimates ofterm and preterm babies born small for gestational age in138 low-income and middle-income countries in 2010Lancet Global Health 2013 1 e26ndashe36
11 Black RE Victora CG Walker SP et al Maternal and childundernutrition and overweight in low-income and middle-incomecountries Lancet 2013 382 427ndash51
12 Villar J Papageorghiou AT Knight HE et al The preterm birthsyndrome a prototype phenotypic classification Am J Obstet Gynecol 2012 206 119ndash23
13 Eskenazi B Bradman A Finkton D et al A rapid questionnaireassessment of environmental exposures to pregnant women in theINTERGROWTH-21st Project BJOG 2013 120 (suppl 2) 129ndash38
14 Costeloe KL Hennessy EM Haider S Stacey F Marlow N Draper ESShort term outcomes after extreme preterm birth in Englandcomparison of two birth cohorts in 1995 and 2006 (the EPICurestudies) BMJ 2012 345 e7976
15 McDonald SJ Middleton P Dowswell T Morris PS Effect of timingof umbilical cord clamping of term infants on maternal and neonataloutcomes Cochrane Database Syst Rev 2013 7 CD004074
16 Rabe H Diaz-Rossello JL Duley L Dowswell T Effect of timing ofumbilical cord clamping and other strategies to influence placental
transfusion at preterm birth on maternal and infant outcomesCochrane Database Syst Rev 2012 8 CD003248
17 Cheikh Ismail L Knight H Bhutta Z et al Anthropometric protocolsfor the construction of new international fetal and newborn growthstandards the INTERGROWTH-21st Project BJOG 2013120 (suppl 2) 42ndash47
18 de Onis M Onyango AW Van den Broeck J Chumlea WCMartorell R Measurement and standardization protocols foranthropometry used in the construction of a new international growthreference Food Nutr Bull 2004 25 (suppl) S27ndash36
19 Cheikh Ismail L Knight H Ohuma E et al Anthropometricstandardisation and quality control protocols for the construction ofnew international fetal and newborn growth standards theINTERGROWTH-21st Project BJOG 2013 120 (suppl 2) 48ndash55
20 Bhutta Z Giuliani F Haroon A et al Standardisation of neonatalclinical practice BJOG 2013 120 (suppl 2) 56ndash63
21 Ohuma E Hoch L Cosgrove C et al Managing data for theinternational multicentre INTERGROWTH-21st Project BJOG 2013
120 (suppl 2) 64ndash70 22 Borghi E de Onis M Garza C et al Construction of the World Health
Organization child growth standards selection of methods forattained growth curves Stat Med 2006 25 247ndash65
23 Wright EM Royston PA Comparison of statistical methods forage-related reference intervals J R Stat Soc Ser A Stat Soc 1997160 47ndash69
24 Hynek M Approaches for constructing age-related reference intervalsand centile charts for fetal size Eur J Biomed Informatics 2010 6 51ndash60
25 Royston P Altman DG Regression using fractional polynomials ofcontinuous covariates parsimonious parametric modelling J R Stat Soc C Appl Stat 1994 43 429ndash67
26 Cole TJ Fitting smoothed centile curves to reference data J R Stat Soc Ser A 1988 151 385ndash418
27 Cole TJ Using the LMS method to measure skewness in the NCHSand Dutch National height standards Ann Hum Biol 1989 16 407ndash19
28 Cole TJ Green PJ Smoothing reference centile curves the LMSmethod and penalized likelihood Stat Med 1992 11 1305ndash19
29 Rigby RA Stasinopoulos DM Using the Box-Cox t distribution inGAMLSS to model skewness and kurtosis Stat Model 2006 6 209ndash29
30 Rigby RA Stasinopoulos DM Smooth centile curves for skewand kurtotic data modelled using the BoxndashCox power exponentialdistribution Stat Med 2004 23 3053ndash76
31 Rigby RA Stasinopoulos DM Generalized additive models forLocation Scale and Shape (GAMLSS) in R J Stat Soft 2007 23 1ndash46
32 Rigby RA Stasinopoulos DM Generalized additive models forlocation scale and shape Appl Statist 2005 54 507ndash54
33 Green PJ Silverman BW Nonparametric regression and generalizedlinear models a roughness penalty approach London Chapman andHall 1994
34 Eilers PHC Marx BD Flexible smoothing with B-splines andpenalties Statist Sci 1996 11 89ndash158
35 Akaike H A new look at the statistical model identificationIEEE Trans Automat Contr 1974 19 716ndash23
36 Jones MC Faddy MJ A skew extension of the t-distribution withapplications J R Stat Soc Series B Stat Methodol 2003 65 159ndash74
37 van Buuren S Fredriks M Worm plot a simple diagnostic device for
modelling growth reference curves Stat Med 2001 20 1259ndash77 38 Royston P Wright EM Goodness-of-fit statistics for age-specific
reference intervals Stat Med 2000 19 2943ndash62
39 R Development Core Team R a language and environment forstatistical computing R Foundation for Statistical Computing V 2008httpwwwR-projectorg (accessed June 30 2014)
40 de Onis M Update on the implementation of the WHO Child GrowthStandards World Rev Nutr Diet 2013 106 75ndash82
41 de Onis M Onyango A Borghi E et al Worldwide implementation ofthe WHO Child Growth Standards Public Health Nutr 201215 1603ndash10
42 Ferdynus C Quantin C Abrahamowicz M et al Can birth weightstandards based on healthy populations improve the identification ofsmall-for-gestational-age newborns at risk of adverse neonataloutcomes Pediatrics 2009 123 723ndash30
43 Bertino E Milani S Fabris C et al Neonatal anthropometric chartswhat they are what they are not Arch Dis Child Fetal Neonatal Ed2007 92 F7-F10
44 Bertino E Giuliani F Occhi L et al Benchmarking neonatalanthropometric charts published in the last decadeArch Dis Child Fetal Neonatal Ed 2009 94 F233
45 Zeitlin J Szamotulska K Drewniak N et al Preterm birth time trendsin Europe a study of 19 countries BJOG 2013 120 1356ndash65
46 Villar J Valladares E Wojdyla D et al Caesarean delivery rates andpregnancy outcomes the 2005 WHO global survey on maternal andperinatal health in Latin America Lancet 2006 367 1819ndash29
47 Villar J Knight HE de Onis M et al Conceptual issues related to theconstruction of prescriptive standards for the evaluation of postnatalgrowth of preterm infants Arch Dis Child 2010 95 1034ndash38
48 Kramer MS Born too small or too soon Lancet Global Health 20131 e7ndashe8
49 Salomon LJ Bernard JP Ville Y Estimation of fetal weight referencerange at 20ndash36 weeksrsquo gestation and comparison with actualbirth-weight reference range Ultrasound Obstet Gynecol 200729 550ndash55
50 WHO Multicentre Growth Reference Study Group Enrolment andbaseline characteristics in the WHO Multicentre Growth ReferenceStudy Acta Paediatr Suppl 2006 450 7ndash15
51 Martorell R Zongrone A Intergenerational influences on childgrowth and undernutrition Paediatr Perinat Epidemiol 201226 (suppl 1) 302ndash14
52 Victora CG de Onis M Hallal PC Blossner M Shrimpton RWorldwide timing of growth faltering revisiting implications forinterventions Pediatrics 2010 125 e473ndash80
53 Papageorghiou AT Ohuma EO Altman DG et al Internationalstandards for fetal growth based on serial ultrasound measurementsthe Fetal Growth Longitudinal Study of the INTERGROWTH-21stProject Lancet 2014 384 869ndash79
54 Papageorghiou AT Kennedy SH Salomon LJ et al Internationalstandards for early fetal size and pregnancy dating based onultrasound measurement of crown-rump length in the first trimesterUltrasound Obstet Gynecol 2014 published online July 8 DOI101002uog13448
![Page 6: International Standards for Newborn Weight, Length, And Head Circumference by Gestational Age and Sex the Newborn Cross-Sectional Study of the INTERGROWTH-21st Project](https://reader035.vdocuments.us/reader035/viewer/2022062521/5695d1051a28ab9b0294d39d/html5/thumbnails/6.jpg)
7212019 International Standards for Newborn Weight Length And Head Circumference by Gestational Age and Sex the Nehellip
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862 wwwthelancetcom
Vol 384 September 6 2014
0middot5
1middot5
2middot5
3middot5
4middot5
5middot5
36
40
44
48
52
56
26
28
30
32
34
40
38
36
B i r t h w e i g h t ( k g )
A Birthweight
Birth length
Head circumference
GirlsBoys
GirlsBoys
GirlsBoys
L e n g t h ( c m )
B
33 34 35 36 37 38 39 40 41 42 43
H e a d c i r c u m f e r e n c e ( c m )
Gestational age (weeks)
C
33 34 35 36 37 38 39 40 41 42 43
Gestational age (weeks)
33 34 35 36 37 38 39 40 41 42 43
Gestational age (weeks)
33 34 35 36 37 38 39 40 41 42 43
Gestational age (weeks)
33 34 35 36 37 38 39 40 41 42 43
Gestational age (weeks)
33 34 35 36 37 38 39 40 41 42 43
Gestational age (weeks)
Figure 983089 Fitted 3rd 50th
and 97th smoothed centile
curves (blue lines) for (A)
birthweight (B) birth
length and (C) head
circumference according to
gestational age
Shows empirical values for
each week of gestation
(red circles) and the actual
observations (grey circles)
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Articles
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Vol 384 September 6 2014 863
0middot5
1middot5
2middot5
3middot5
4middot5
5middot5
36
40
44
48
52
56
26
28
30
32
34
40
38
36
B i r t h w e i g h t ( k g )
A Birthweight
Birth length
Head circumference
GirlsBoys
GirlsBoys
GirlsBoys
L e n g t h ( c m )
B
33 34 35 36 37 38 39 40 41 42 43
H e a d c i r c u m f e r e n c e ( c m )
Gestational age (weeks)
C
33 34 35 36 37 38 39 40 41 42 43
Gestational age (weeks)
33 34 35 36 37 38 39 40 41 42 43
Gestational age (weeks)
33 34 35 36 37 38 39 40 41 42 43
Gestational age (weeks)
33 34 35 36 37 38 39 40 41 42 43
Gestational age (weeks)
33 34 35 36 37 38 39 40 41 42 43
Gestational age (weeks)
Figure 983090 The 3rd 10th 50th
90th and 97th smoothed
centile curves for (A)
birthweight (B) birth
length and (C) head
circumference according to
gestational age
7212019 International Standards for Newborn Weight Length And Head Circumference by Gestational Age and Sex the Nehellip
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Articles
864 wwwthelancetcom
Vol 384 September 6 2014
Boys Girls
Number of
observations
Centiles for birthweight (kg) Number of
observations
Centiles for birthweight (kg)
3rd 10th 50th 90th 97th 3rd 10th 50th 90th 97th
33 weeks 34 1middot18 1middot43 1middot95 2middot52 2middot82 17 1middot20 1middot41 1middot86 2middot35 2middot61
34 weeks 48 1middot45 1middot71 2middot22 2middot79 3middot08 65 1middot47 1middot68 2middot13 2middot64 2middot90
35 weeks 128 1middot70 1middot95 2middot47 3middot03 3middot32 114 1middot71 1middot92 2middot38 2middot89 3middot16
36 weeks 323 1middot93 2middot18 2middot69 3middot25 3middot54 293 1middot92 2middot14 2middot60 3middot12 3middot39
37 weeks 857 2middot13 2middot38 2middot89 3middot45 3middot74 803 2middot11 2middot33 2middot80 3middot32 3middot60
38 weeks 2045 2middot32 2middot57 3middot07 3middot63 3middot92 1802 2middot28 2middot50 2middot97 3middot51 3middot78
39 weeks 3009 2middot49 2middot73 3middot24 3middot79 4middot08 2869 2middot42 2middot65 3middot13 3middot66 3middot94
40 weeks 2568 2middot63 2middot88 3middot38 3middot94 4middot22 2523 2middot55 2middot78 3middot26 3middot80 4middot08
41 weeks 1179 2middot76 3middot01 3middot51 4middot06 4middot35 1195 2middot65 2middot89 3middot37 3middot92 4middot20
42 weeks 206 2middot88 3middot12 3middot62 4middot17 4middot46 224 2middot74 2middot98 3middot46 4middot01 4middot30
Total 10 397 middotmiddot middotmiddot middotmiddot middotmiddot middotmiddot 9905 middotmiddot middotmiddot middotmiddot middotmiddot middotmiddot
Table 983090 Smoothed centiles for birthweight of boys and girls according to gestational age
Boys Girls
Number of
observations
Centiles for length (cm) Number of
observations
Centiles for length (cm)
3rd 10th 50th 90th 97th 3rd 10th 50th 90th 97th
33 weeks 33 39middot69 41middot09 43middot81 46middot55 47middot97 17 39middot79 41middot01 43middot39 45middot70 46middot85
34 weeks 48 41middot05 42middot38 44middot98 47middot59 48middot94 65 41middot04 42middot22 44middot55 46middot79 47middot92
35 weeks 128 42middot26 43middot54 46middot03 48middot53 49middot82 111 42middot14 43middot30 45middot57 47middot76 48middot86
36 weeks 320 43middot36 44middot58 46middot97 49middot38 50middot62 292 43middot13 44middot26 46middot48 48middot62 49middot69
37 weeks 849 44middot34 45middot52 47middot82 50middot14 51middot34 799 44middot01 45middot11 47middot29 49middot39 50middot44
38 weeks 2031 45middot22 46middot37 48middot59 50middot83 51middot99 1786 44middot79 45middot88 48middot01 50middot07 51middot10
39 weeks 2983 46middot02 47middot13 49middot29 51middot46 52middot59 2846 45middot49 46middot56 48middot65 50middot68 51middot69
40 weeks 2531 46middot75 47middot83 49middot92 52middot03 53middot13 2486 46middot12 47middot17 49middot23 51middot23 52middot22
41 weeks 1146 47middot41 48middot46 50middot50 52middot56 53middot62 1180 46middot68 47middot72 49middot75 51middot72 52middot70
42 weeks 202 48middot01 49middot04 51middot03 53middot03 54middot07 218 47middot19 48middot21 50middot22 52middot15 53middot12
Total 10 271 middotmiddot middotmiddot middotmiddot middotmiddot middotmiddot 9800 middotmiddot middotmiddot middotmiddot middotmiddot middotmiddot
Table 983091 Smoothed centiles for birth length of boys and girls according to gestational age
Boys Girls
Number of
observations
Centiles for head circumference (cm) Number of
observations
Centiles for head circumference (cm)
3rd 10th 50th 90th 97th 3rd 10th 50th 90th 97th
33 weeks 33 28middot25 29middot11 30middot88 32middot71 33middot62 17 27middot92 28middot76 30middot46 32middot24 33middot14
34 weeks 48 28middot93 29middot76 31middot47 33middot23 34middot11 65 28middot64 29middot44 31middot08 32middot78 33middot65
35 weeks 127 29middot56 30middot37 32middot02 33middot73 34middot58 111 29middot28 30middot06 31middot64 33middot28 34middot12
36 weeks 322 30middot15 30middot93 32middot53 34middot19 35middot02 293 29middot87 30middot62 32middot14 33middot74 34middot55
37 weeks 848 30middot69 31middot46 33middot02 34middot63 35middot43 798 30middot40 31middot13 32middot61 34middot15 34middot94
38 weeks 2032 31middot21 31middot95 33middot47 35middot04 35middot83 1783 30middot88 31middot59 33middot03 34middot53 35middot30
39 weeks 2985 31middot69 32middot42 33middot90 35middot44 36middot20 2849 31middot32 32middot01 33middot41 34middot88 35middot62
40 weeks 2532 32middot15 32middot86 34middot31 35middot81 36middot56 2486 31middot72 32middot39 33middot76 35middot19 35middot92
41 weeks 1147 32middot58 33middot28 34middot70 36middot17 36middot91 1180 32middot08 32middot74 34middot08 35middot48 36middot19
42 weeks 204 32middot99 33middot68 35middot07 36middot52 37middot24 218 32middot41 33middot06 34middot37 35middot74 36middot44
Total 10 278 middotmiddot middotmiddot middotmiddot middotmiddot middotmiddot 9800 middotmiddot middotmiddot middotmiddot middotmiddot middotmiddot
Table 983092 Smoothed centiles for head circumference of boys and girls according to gestational age
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Because some variability existed in the number of
women that each study site contributed to the totalpopulation we did predetermined sensitivity analyses toassess the effects of excluding country-specific data onour overall standards These separate exclusions had anegligible effect
DiscussionThe INTERGROWTH-21st Project aimed to produce forthe first time (panel) international standards fornewborn size for each gestational age based on data fromits NCSS subpopulation which conformed at populationand individual levels to the prescriptive approach used inthe WHO MGRS3 These new standards are consideredto be a conceptual and practical link to WHO Child
Growth Standards which have been adopted by morethan 125 countries worldwide4041 They will bridge gaps inclinical and population assessments42 for fetusesneonatal babies and infants through provision of similarinstruments to monitor child growth seamlessly fromearly pregnancy to age 5 years and to screen for stuntingand wasting Later in 2014 we will provide on The Lancet rsquoswebsite and through the INTERGROWTH-21st Projectwebsite and the Global Health Network software forclinical and epidemiological use free of charge includingan app to calculate Z scores and centiles
We believe these standards are unique because in thestudy protocol we deliberately addressed most of theimportant limitations that were previously identified4344 First the standards are prescriptivemdashie they describeoptimum size in newborn infants without congenitalabnormalitiesmdashwhereas reference charts describe onlynewborn infant size at a given place and time whichmight be several decades in the past Thus thestandards were constructed with use of data collectedspecifically for that purpose from populations selectedon the basis of their socioeconomic health andnutritional status creating a low-risk environment forfetal growth impairment Second the standards arepopulation-based multiethnic multicountry andsex-specific and they arise from a prospective study Wehave shown (using several analytical strategies) that the
eight populations were consistently similar and couldbe pooled to create the standards8 Third severalprocesses were applied across all eight study sitesmdasheguniform research methods and one protocol forgestational age estimation by ultrasound for allparticipants plus standardised identical equipmenttraining a centralised electronic data managementsystem and close monitoring of staff which to ourknowledge have never before been attempted inperinatal research Fourth the analytical approachfollowed that of the WHO MGRS in terms of how topresent the observed and smoothed data and explorethe best fitting model with an a-priori strategy 22 Thedata are reported according to completed weeks ofgestation (WHO ICD-10) as smoothed centiles which
were shown to be consistent with the raw data
increasing confidence in the curves that we producedFifth we present centiles for birthweight length andhead circumference by sex and gestational age based ona prescriptive approach that are integrated with thecorresponding fetal growth standards
This prescriptive approach required us to selectpopulations at low risk of fetal growth impairment andwithin these populations select healthy well-nourishedwomen who were receiving adequate antenatal care andwhose pregnancies were not complicated by any majorclinical problems The samples represented 34middot6 of thetotal NCSS population indicating that we did not select agroup with low external validity to the populations inwhich the standards will be used Nevertheless the study
population did have a very low rate (5middot5) of pretermbirth (births before 37 weeks of gestation) mostlyconsisting of late preterm birthsmdashie after 34 weeks ofgestation and before 37 weeks of gestation and a very lowrate of low birthweight in term babies (3middot2) Thepreterm birth rate in our study is similar to that recentlyreported for European countries45 providing furtherevidence that our study population was genuinely low-risk The caesarean section rate noted in these populationsis higher than would be expected for their level of riskbut it is consistent with worldwide trends46
The women whose babies contributed to the constructionof the standards reported here were selected on the basisthat they were living in environments in which exposure torisk factors known to affect fetal growth was as low as
Panel Research in context
Systematic review
We did a systematic review of all charts and references published since 1990 that aimed to
evaluate anthropometric measures of newborn infants We searched PubMed Medline
Embase CINAHL LILACS and Google Scholar using MeSH terms related to infants at birth
(ldquoneonaterdquo OR ldquonewbornrdquo OR ldquofetal growthrdquo OR ldquointrauterine growthrdquo) anthropometric
variables (ldquoweightrdquo OR ldquolengthrdquo OR ldquohead circumferencerdquo OR ldquoBMIrdquo OR ldquoponderal indexrdquo)
distribution of the variable (ldquopercentilesrdquo OR ldquocentilesrdquo OR ldquocurvesrdquo OR ldquochartsrdquo) and
ldquogestational agerdquo while omitting ldquovelocityrdquo to exclude longitudinal fetal growth studies
We examined the references of retrieved full-text articles for additional articles We
included studies published between Jan 1 1990 and Dec 31 2012 (updated up to April2014) with the main aim of creating neonatal anthropometric charts No language
restriction was applied We identified 104 relevant studies of varying quality and size (data
not shown) The substantial methodological heterogeneity and the large number of charts
available complicate the clinical assessment of a newborn infantrsquos nutritional status and
make comparisons diffi cult across populations Therefore international standards for
newborn size were needed
Interpretation
We present international sex-specific standards for weight length and head circumference
for gestational age at birth that complement the available WHO Child Growth Standards
and allow comparisons across populations The international standard for length at birth
for gestational age in particular when incorporated into routine neonatal care will provide
a method for the early diagnosis of stunting which can be then be monitored during
infancy and childhood using the corresponding WHO Child Growth Standards
For the Global Health Network
website see httptghnorg
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Articles
866 wwwthelancetcom
Vol 384 September 6 2014
possible and that they themselves were healthy non-obese
and without any factors or disorders that would affect fetalgrowth Hence the standards characterise optimum fetalgrowthmdashie they describe how fetuses everywhere shouldgrow when there are minimum constraints The standardsare universal and independent of time they are notintended to be representative of a given population orregion at a given time as opposed to a reference and theycan be used to assess the size of newborn infantsirrespective of ethnicity locality socioeconomic status orhealth-care provision The standards complement theWHO Child Growth Standards which were also derivedfrom six populations of babies born to healthynon-smoking women with low rates of obesity3
A shortcoming of studying such a low-risk group is that
there were relatively few early preterm births despite thelarge sample size hence we had to limit the range of thestandards by setting the lower limit of the curves to thoseborn at 33 weeks of gestation It might not be feasible toconstruct standards for very preterm newborn infants(lt33 weeks of gestation) using such a strictly definedsubpopulation of preterm babies who are at higher risk ofintrauterine growth restriction and other major pregnancyand neonatal complications We have discussed this issuepreviously47 in the context of how to select a pretermpopulation for the construction of postnatal growthstandardsmdashie which baby could be considered a healthypreterm We have recommended criteria to selectuncomplicated preterm birthsmdashie those without severeneonatal disorders (other than those expectedphysiologically because of their degree of immaturity)mdashtoconstruct a reference chart for healthy very pretermnewborn infants
With regard to implementation of the new standardstwo limitations have to be considered that apply to anyevaluation of size the cross-sectional nature of the studypopulation and the use of statistics-based cutoff points todefine small-for-gestational-age babies rather thanimpaired fetal growth These limitations are moreapparent when using birthweight alone or when assessingpreterm birth for which present reference charts arereported to have poorer sensitivity for the detection of
small-for-gestational age babies than for the assessmentof term babies48 There is no ideal solutionmdashbecause weare constructing size (rather than growth) standards eachchild was only measured at birth For babies at gestationalages less than 33 weeks a complementary clinicalapproach would be to estimate fetal weight at eachgestational age by ultrasound examination of well datedhealthy pregnant women whose fetuses remained inutero until term This strategy would allow constructionof estimated fetal weight charts for healthy preterminfants and allow comparisons between the estimatedfetal weight by ultrasound and the actual newborn weightmeasured for healthy preterm births49 Such analyses arebeing done with the dataset and will be the subject of afuture report We have provided several centiles and will
provide corresponding equations and Z scores to calculate
others as needed The decision about which cutoff pointto use depends on several issues related to the clinicalresources available for local care or referral of at-risknewborn babies and to risk factors associated with thepopulation where the standards are used Thesestatistic-based cutoffs ideally should be replaced byperinatal risk-based cutoff points so as to design anevidence-based triage for neonatal care
Comparisons with local reference charts currently in useare very diffi cult because not only are there a large numberof them (we identified 104 in our systematic review) butthey have methodological limitations including poorstandardisation of equipment and measurement methodsused in the primary outcome variables the unreliability of
gestational age estimates and unselected populationsstudied In addition our international standards are notintended for comparison with these references but tocomplement the WHO Child Growth Standards3 whichstart at birth but only include term newborn infantsmdashiethey are not gestational age specific at birth Adoption ofthe international standards presented here is likely to affectglobal estimates of the number of babies who are small forgestational age but assessment of the direction and size ofthese changes is beyond the scope of this Article
A key conceptual and practical issue was to show that thepopulations in INTERGROWTH-21st Project and WHOChild Growth Standards34 were comparable Thiscomparability was to be expected because we selected thegroups using the same population and individual criteriaand we used the same methods and equipment for allmeasurements and analyses Therefore it is important toemphasise that when the two studies overlap (ie termnewborn infants) the means and SDs for the mainanthropometric measures are almost identicalmdashthe meanbirthweight of babies older than 37 weeks of gestation inour study population was 3middot3 (0middot5) kg and it was 3middot3 (0middot5)kg in the WHO MGRS50 The data for the mean length inour population was 49middot3 cm (1middot8 cm) and 49middot5 cm(1middot9 cm) in WHOrsquos population50 For head circumferencethe mean and SD in our study was 33middot9 (1middot3) cm versus34middot2 (1middot3) cm in the MGRS50
Finally the international standard for length at birth forgestational age incorporates for the first time into routineneonatal care a method for the early diagnosis of stuntingthat can be then monitored during infancy and childhoodusing the corresponding WHO Child Growth StandardsThis strategy is in the context of the global efforts toreduce stunting during the first 1000 days a recognisedimportant period for growth and development5152 Thisprocedure will need some adaptation to the routine care ofnewborn infants but our extensive experience ofmeasuring newborn length supports its feasibility Severalglobal initiatives now focus on improving nutrition formothers and infants in the first 1000 days of life (fromconception to 2 years of age) Therefore robustinternational methods are needed to monitor growth and
7212019 International Standards for Newborn Weight Length And Head Circumference by Gestational Age and Sex the Nehellip
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Articles
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Vol 384 September 6 2014 867
in particular screen for stunting as early as possible The
present newborn international standards together withthe fetal growth standards that are also being published5354
provide gestational-age specific standards at birth that canbe used before the WHO standards become relevant Thisstrategy allows the size and growth of fetuses and babiesto be monitored worldwide in individuals andpopulations across the first 1000 days of life usingessentially the same instruments
Contributors
JV and SHK conceptualised and designed the INTERGROWTH-21 st Project JV SHK DGA and AJN prepared the original protocol with laterinput from ATP LCI FCB and ZAB JV ATP LCI AL andZAB supervised and coordinated the projectrsquos overall undertakingEOO DGA FCB and CGV did data management and analysis incollaboration with JV RP FCB MC YAJ EB MGG MP and IOF
collaborated in the overall project and implemented it in their respectivecountries CC and LCI led the quality control of the anthropometriccomponent of the project JV and SK wrote the report with input from allcoauthors All coauthors read the report and made suggestions on itscontent
Members of the International Fetal and Newborn Growth Consortium for the
21st Century (INTERGROWTH-21st) and its Committees
Scientific Advisory Committee M Katz (Chair from January 2011)M K Bhan C Garza S Zaidi A Langer P M Rothwell (from February2011) Sir D Weatherall (Chair until December 2010) Steering CommitteeZ A Bhutta (Chair) J Villar (Principal Investigator) S Kennedy(Project Director) D G Altman F C Barros E Bertino F BurtonM Carvalho L Cheikh Ismail W C Chumlea M G Gravett Y A JafferA Lambert P Lumbiganon J A Noble R Y Pang A T PapageorghiouM Purwar J Rivera C G Victora Executive Committee J Villar (Chair)D G Altman Z A Bhutta L Cheikh Ismail S Kennedy A LambertJ A Noble A T Papageorghiou Project Co-ordinating Unit J Villar (Head)
S Kennedy L Cheikh Ismail A Lambert A T Papageorghiou M ShortenL Hoch (until May 2011) H E Knight (until August 2011) E O Ohuma(from September 2010) C Cosgrove (from July 2011) I Blakey (fromMarch 2011) Data Analysis Group D G Altman (Head) E O OhumaJ Villar Data Management Group D G Altman (Head) F RosemanN Kunnawar S H Gu J H Wang M H Wu M DominguesP Gilli L Juodvirsiene L Hoch (until May 2011) N Musee (untilJune 2011) H Al-Jabri (until October 2010) S Waller (until June 2011)C Cosgrove (from July 2011) D Muninzwa (from October 2011)E O Ohuma (from September 2010) D Yellappan (from November 2010)A Carter (from July 2011) D Reade (from June 2012) R Miller (from June2012) Ultrasound Group A T Papageorghiou (Head) L Salomon (Seniorexternal adviser) A Leston A Mitidieri F Al-Aamri W Paulsene J SandeW K S Al-Zadjali C Batiuk S Bornemeier M Carvalho M DigheP Gaglioti N Jacinta S Jaiswal J A Noble K Oas M Oberto E OlearoM G Owende J Shah S Sohoni T Todros M Venkataraman S VinayakL Wang D Wilson Q Q Wu S Zaidi Y Zhang P Chamberlain
(until September 2012) D Danelon (until July 2010) I Sarris (untilJune 2010) J Dhami (until July 2011) C Ioannou (until February 2012)C L Knight (from October 2010) R Napolitano (from July 2011)S Wanyonyi (from May 2012) C Pace (from January 2011) V Mkrtychyan(from June 2012) Anthropometry Group L Cheikh Ismail (Head)W C Chumlea (Senior external adviser) F Al-Habsi Z A Bhutta A CarterM Alija J M Jimenez-Bustos J Kizidio F Puglia N KunnawarH Liu S Lloyd D Mota R Ochieng C Rossi M Sanchez Luna Y J ShenH E Knight (until August 2011) D A Rocco (from June 2012)I O Frederick (from June 2012) Neonatal Group Z A Bhutta (Head)E Albernaz M Batra B A Bhat E Bertino P Di Nicola F GiulianiI Rovelli K McCormick R Ochieng R Y Pang V Paul V RajanA Wilkinson A Varalda (from September 2012) Environmental HealthGroup B Eskenazi (Head) L A Corra H Dolk J Golding A MatijasevichT de Wet J J Zhang A Bradman D Finkton O Burnham F Farhi
Participating countries and local investigators
Brazil F C Barros (Principal Investigator) M Domingues S FonsecaA Leston A Mitidieri D Mota IK Sclowitz M F da Silveira
China R Y Pang (Principal Investigator) Y P He Y Pan Y J ShenM H Wu Q Q Wu J H Wang Y Yuan Y Zhang India M Purwar
(Principal Investigator) A Choudhary S Choudhary S DeshmukhD Dongaonkar M Ketkar V Khedikar N Kunnawar C Mahorkar I MulikK Saboo C Shembekar A Singh V Taori K Tayade A Somani Italy E Bertino (Principal Investigator) P Di Nicola M Frigerio G Gilli P GilliM Giolito F Giuliani M Oberto L Occhi C Rossi I Rovelli F SignorileT Todros Kenya W Stones and M Carvalho (Co-principal Investigators)J Kizidio R Ochieng J Shah S Vinayak N Musee (until June 2011)C Kisiangrsquoani (until July 2011) D Muninzwa (from August 2011) OmanY A Jaffer (Principal Investigator) J Al-Abri J Al-Abduwani F M Al-HabsiH Al-Lawatiya B Al-Rashidiya W K S Al-Zadjali F R JuangcoM Venkataraman H Al-Jabri (until October 2010) D Yellappan (fromNovember 2010) UK S Kennedy (Principal Investigator) L Cheikh IsmailA T Papageorghiou F Roseman A Lambert E O Ohuma S LloydR Napolitano (from July 2011) C Ioannou (until February 2012) I Sarris(until June 2010) USA M G Gravett (Principal Investigator) C BatiukM Batra S Bornemeier M Dighe K Oas W Paulsene D WilsonI O Frederick H F Andersen S E Abbott A A Carter H Algren D A Rocco
T K Sorensen D Enquobahrie S Waller (until June 2011)
Declaration of interests
We declare no competing interests
Acknowledgments
The study was supported by a grant (49038) from the Bill amp Melinda GatesFoundation to the University of Oxford We thank the Health Authoritiesin Pelotas Brazil Beijing China Nagpur India Turin Italy NairobiKenya Muscat Oman Oxford UK and Seattle WA USA who helpedwith the project by allowing participation of these study sites ascollaborating centres We thank Philips Healthcare for providing theultrasound equipment and technical assistance throughout the project andMedSciNet UK for setting up the INTERGROWTH-21 st website and forthe development maintenance and support of the online datamanagement system We also thank the parents and infants whoparticipated in the studies and the more than 200 members of theresearch teams who made the implementation of this project possible
The participating hospitals included Brazil Pelotas (Hospital MiguelPiltcher Hospital Satildeo Francisco de Paula Santa Casa de Misericoacuterdia dePelotas and Hospital Escola da Universidade Federal de Pelotas) ChinaBeijing (Beijing Obstetrics and Gynecology Hospital Shunyi Maternal andChild Health Centre and Shunyi General Hospital) India Nagpur (KetkarHospital Avanti Institute of Cardiology Avantika Hospital GurukrupaMaternity Hospital Mulik Hospital and Research Centre NandlokHospital Om Womenrsquos Hospital Renuka Hospital and Maternity HomeSaboo Hospital Brajmonhan Taori Memorial Hospital and SomaniNursing Home) Kenya Nairobi (Aga Khan University Hospital MP ShahHospital and Avenue Hospital) Italy Turin (Ospedale Infantile ReginaMargherita Santrsquo Anna and Azienda Ospedaliera Ordine Mauriziano)Oman Muscat (Khoula Hospital Royal Hospital Wattayah Obstetrics andGynaecology Poly Clinic Wattayah Health Centre Ruwi Health CentreAl-Ghoubra Health Centre and Al-Khuwair Health Centre) UK Oxford(John Radcliffe Hospital) and USA Seattle (University of WashingtonHospital Swedish Hospital and Providence Everett Hospital) Full
acknowledgment of all those who contributed to the development ofINTERGROWTH-21st Project are online and in the appendix
References 1 WHO Physical status the use and interpretation of anthropometry
Report of a WHO Expert Committee World Health Organ Tech Rep Ser 1995 854 1ndash452
2 de Onis M Habicht JP Anthropometric reference data forinternational use recommendations from a World HealthOrganization Expert Committee Am J Clin Nutr 1996 64 650ndash58
3 de Onis M Garza C Victora CG Onyango AW Frongillo EAMartines J The WHO Multicentre Growth Reference Studyplanning study design and methodology Food Nutr Bull 200425 (suppl) S15ndash26
4 de Onis M Garza C Onyango AW Martorell R WHO Child GrowthStandards Acta Paediatr 2006 450 1ndash101
5 de Onis M Onyango A Borghi E et al Worldwide implementation ofthe WHO Child Growth Standards Public Health Nutr 2012
15 1603ndash10
For the full list see httpwww
intergrowth21orguk
See Online for appendix
7212019 International Standards for Newborn Weight Length And Head Circumference by Gestational Age and Sex the Nehellip
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Articles
6 Garza C de Onis M Rationale for developing a new internationalgrowth reference Food Nutr Bull 2004 25 (suppl) S5ndash14
7 Villar J Altman DG Purwar M et al The objectives design andimplementation of the INTERGROWTH-21st Project BJOG 2013120 (suppl 2) 9ndash26
8 Villar J Papageorghiou AT Pang R et al for the International Fetaland Newborn Growth Consortium for the 21st Century(INTERGROWTH-21st) The likeness of fetal growth and newbornsize across non-isolated populations in the INTERGROWTH-21st Project the Fetal Growth Longitudinal Study and Newborn Cross-Sectional Study Lancet Diabetes Endocrinol 2014 published onlineJuly 4 httpdxdoiorg101016S2213-8587(14)70121-4
9 Katz J Lee AC Kozuki N et al Mortality risk in preterm and small-for-gestational-age infants in low-income and middle-income countriesa pooled country analysis Lancet 2013 382 417ndash25
10 Lee ACC Katz J Blencowe H et al National and regional estimates ofterm and preterm babies born small for gestational age in138 low-income and middle-income countries in 2010Lancet Global Health 2013 1 e26ndashe36
11 Black RE Victora CG Walker SP et al Maternal and childundernutrition and overweight in low-income and middle-incomecountries Lancet 2013 382 427ndash51
12 Villar J Papageorghiou AT Knight HE et al The preterm birthsyndrome a prototype phenotypic classification Am J Obstet Gynecol 2012 206 119ndash23
13 Eskenazi B Bradman A Finkton D et al A rapid questionnaireassessment of environmental exposures to pregnant women in theINTERGROWTH-21st Project BJOG 2013 120 (suppl 2) 129ndash38
14 Costeloe KL Hennessy EM Haider S Stacey F Marlow N Draper ESShort term outcomes after extreme preterm birth in Englandcomparison of two birth cohorts in 1995 and 2006 (the EPICurestudies) BMJ 2012 345 e7976
15 McDonald SJ Middleton P Dowswell T Morris PS Effect of timingof umbilical cord clamping of term infants on maternal and neonataloutcomes Cochrane Database Syst Rev 2013 7 CD004074
16 Rabe H Diaz-Rossello JL Duley L Dowswell T Effect of timing ofumbilical cord clamping and other strategies to influence placental
transfusion at preterm birth on maternal and infant outcomesCochrane Database Syst Rev 2012 8 CD003248
17 Cheikh Ismail L Knight H Bhutta Z et al Anthropometric protocolsfor the construction of new international fetal and newborn growthstandards the INTERGROWTH-21st Project BJOG 2013120 (suppl 2) 42ndash47
18 de Onis M Onyango AW Van den Broeck J Chumlea WCMartorell R Measurement and standardization protocols foranthropometry used in the construction of a new international growthreference Food Nutr Bull 2004 25 (suppl) S27ndash36
19 Cheikh Ismail L Knight H Ohuma E et al Anthropometricstandardisation and quality control protocols for the construction ofnew international fetal and newborn growth standards theINTERGROWTH-21st Project BJOG 2013 120 (suppl 2) 48ndash55
20 Bhutta Z Giuliani F Haroon A et al Standardisation of neonatalclinical practice BJOG 2013 120 (suppl 2) 56ndash63
21 Ohuma E Hoch L Cosgrove C et al Managing data for theinternational multicentre INTERGROWTH-21st Project BJOG 2013
120 (suppl 2) 64ndash70 22 Borghi E de Onis M Garza C et al Construction of the World Health
Organization child growth standards selection of methods forattained growth curves Stat Med 2006 25 247ndash65
23 Wright EM Royston PA Comparison of statistical methods forage-related reference intervals J R Stat Soc Ser A Stat Soc 1997160 47ndash69
24 Hynek M Approaches for constructing age-related reference intervalsand centile charts for fetal size Eur J Biomed Informatics 2010 6 51ndash60
25 Royston P Altman DG Regression using fractional polynomials ofcontinuous covariates parsimonious parametric modelling J R Stat Soc C Appl Stat 1994 43 429ndash67
26 Cole TJ Fitting smoothed centile curves to reference data J R Stat Soc Ser A 1988 151 385ndash418
27 Cole TJ Using the LMS method to measure skewness in the NCHSand Dutch National height standards Ann Hum Biol 1989 16 407ndash19
28 Cole TJ Green PJ Smoothing reference centile curves the LMSmethod and penalized likelihood Stat Med 1992 11 1305ndash19
29 Rigby RA Stasinopoulos DM Using the Box-Cox t distribution inGAMLSS to model skewness and kurtosis Stat Model 2006 6 209ndash29
30 Rigby RA Stasinopoulos DM Smooth centile curves for skewand kurtotic data modelled using the BoxndashCox power exponentialdistribution Stat Med 2004 23 3053ndash76
31 Rigby RA Stasinopoulos DM Generalized additive models forLocation Scale and Shape (GAMLSS) in R J Stat Soft 2007 23 1ndash46
32 Rigby RA Stasinopoulos DM Generalized additive models forlocation scale and shape Appl Statist 2005 54 507ndash54
33 Green PJ Silverman BW Nonparametric regression and generalizedlinear models a roughness penalty approach London Chapman andHall 1994
34 Eilers PHC Marx BD Flexible smoothing with B-splines andpenalties Statist Sci 1996 11 89ndash158
35 Akaike H A new look at the statistical model identificationIEEE Trans Automat Contr 1974 19 716ndash23
36 Jones MC Faddy MJ A skew extension of the t-distribution withapplications J R Stat Soc Series B Stat Methodol 2003 65 159ndash74
37 van Buuren S Fredriks M Worm plot a simple diagnostic device for
modelling growth reference curves Stat Med 2001 20 1259ndash77 38 Royston P Wright EM Goodness-of-fit statistics for age-specific
reference intervals Stat Med 2000 19 2943ndash62
39 R Development Core Team R a language and environment forstatistical computing R Foundation for Statistical Computing V 2008httpwwwR-projectorg (accessed June 30 2014)
40 de Onis M Update on the implementation of the WHO Child GrowthStandards World Rev Nutr Diet 2013 106 75ndash82
41 de Onis M Onyango A Borghi E et al Worldwide implementation ofthe WHO Child Growth Standards Public Health Nutr 201215 1603ndash10
42 Ferdynus C Quantin C Abrahamowicz M et al Can birth weightstandards based on healthy populations improve the identification ofsmall-for-gestational-age newborns at risk of adverse neonataloutcomes Pediatrics 2009 123 723ndash30
43 Bertino E Milani S Fabris C et al Neonatal anthropometric chartswhat they are what they are not Arch Dis Child Fetal Neonatal Ed2007 92 F7-F10
44 Bertino E Giuliani F Occhi L et al Benchmarking neonatalanthropometric charts published in the last decadeArch Dis Child Fetal Neonatal Ed 2009 94 F233
45 Zeitlin J Szamotulska K Drewniak N et al Preterm birth time trendsin Europe a study of 19 countries BJOG 2013 120 1356ndash65
46 Villar J Valladares E Wojdyla D et al Caesarean delivery rates andpregnancy outcomes the 2005 WHO global survey on maternal andperinatal health in Latin America Lancet 2006 367 1819ndash29
47 Villar J Knight HE de Onis M et al Conceptual issues related to theconstruction of prescriptive standards for the evaluation of postnatalgrowth of preterm infants Arch Dis Child 2010 95 1034ndash38
48 Kramer MS Born too small or too soon Lancet Global Health 20131 e7ndashe8
49 Salomon LJ Bernard JP Ville Y Estimation of fetal weight referencerange at 20ndash36 weeksrsquo gestation and comparison with actualbirth-weight reference range Ultrasound Obstet Gynecol 200729 550ndash55
50 WHO Multicentre Growth Reference Study Group Enrolment andbaseline characteristics in the WHO Multicentre Growth ReferenceStudy Acta Paediatr Suppl 2006 450 7ndash15
51 Martorell R Zongrone A Intergenerational influences on childgrowth and undernutrition Paediatr Perinat Epidemiol 201226 (suppl 1) 302ndash14
52 Victora CG de Onis M Hallal PC Blossner M Shrimpton RWorldwide timing of growth faltering revisiting implications forinterventions Pediatrics 2010 125 e473ndash80
53 Papageorghiou AT Ohuma EO Altman DG et al Internationalstandards for fetal growth based on serial ultrasound measurementsthe Fetal Growth Longitudinal Study of the INTERGROWTH-21stProject Lancet 2014 384 869ndash79
54 Papageorghiou AT Kennedy SH Salomon LJ et al Internationalstandards for early fetal size and pregnancy dating based onultrasound measurement of crown-rump length in the first trimesterUltrasound Obstet Gynecol 2014 published online July 8 DOI101002uog13448
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7212019 International Standards for Newborn Weight Length And Head Circumference by Gestational Age and Sex the Nehellip
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Vol 384 September 6 2014 863
0middot5
1middot5
2middot5
3middot5
4middot5
5middot5
36
40
44
48
52
56
26
28
30
32
34
40
38
36
B i r t h w e i g h t ( k g )
A Birthweight
Birth length
Head circumference
GirlsBoys
GirlsBoys
GirlsBoys
L e n g t h ( c m )
B
33 34 35 36 37 38 39 40 41 42 43
H e a d c i r c u m f e r e n c e ( c m )
Gestational age (weeks)
C
33 34 35 36 37 38 39 40 41 42 43
Gestational age (weeks)
33 34 35 36 37 38 39 40 41 42 43
Gestational age (weeks)
33 34 35 36 37 38 39 40 41 42 43
Gestational age (weeks)
33 34 35 36 37 38 39 40 41 42 43
Gestational age (weeks)
33 34 35 36 37 38 39 40 41 42 43
Gestational age (weeks)
Figure 983090 The 3rd 10th 50th
90th and 97th smoothed
centile curves for (A)
birthweight (B) birth
length and (C) head
circumference according to
gestational age
7212019 International Standards for Newborn Weight Length And Head Circumference by Gestational Age and Sex the Nehellip
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Articles
864 wwwthelancetcom
Vol 384 September 6 2014
Boys Girls
Number of
observations
Centiles for birthweight (kg) Number of
observations
Centiles for birthweight (kg)
3rd 10th 50th 90th 97th 3rd 10th 50th 90th 97th
33 weeks 34 1middot18 1middot43 1middot95 2middot52 2middot82 17 1middot20 1middot41 1middot86 2middot35 2middot61
34 weeks 48 1middot45 1middot71 2middot22 2middot79 3middot08 65 1middot47 1middot68 2middot13 2middot64 2middot90
35 weeks 128 1middot70 1middot95 2middot47 3middot03 3middot32 114 1middot71 1middot92 2middot38 2middot89 3middot16
36 weeks 323 1middot93 2middot18 2middot69 3middot25 3middot54 293 1middot92 2middot14 2middot60 3middot12 3middot39
37 weeks 857 2middot13 2middot38 2middot89 3middot45 3middot74 803 2middot11 2middot33 2middot80 3middot32 3middot60
38 weeks 2045 2middot32 2middot57 3middot07 3middot63 3middot92 1802 2middot28 2middot50 2middot97 3middot51 3middot78
39 weeks 3009 2middot49 2middot73 3middot24 3middot79 4middot08 2869 2middot42 2middot65 3middot13 3middot66 3middot94
40 weeks 2568 2middot63 2middot88 3middot38 3middot94 4middot22 2523 2middot55 2middot78 3middot26 3middot80 4middot08
41 weeks 1179 2middot76 3middot01 3middot51 4middot06 4middot35 1195 2middot65 2middot89 3middot37 3middot92 4middot20
42 weeks 206 2middot88 3middot12 3middot62 4middot17 4middot46 224 2middot74 2middot98 3middot46 4middot01 4middot30
Total 10 397 middotmiddot middotmiddot middotmiddot middotmiddot middotmiddot 9905 middotmiddot middotmiddot middotmiddot middotmiddot middotmiddot
Table 983090 Smoothed centiles for birthweight of boys and girls according to gestational age
Boys Girls
Number of
observations
Centiles for length (cm) Number of
observations
Centiles for length (cm)
3rd 10th 50th 90th 97th 3rd 10th 50th 90th 97th
33 weeks 33 39middot69 41middot09 43middot81 46middot55 47middot97 17 39middot79 41middot01 43middot39 45middot70 46middot85
34 weeks 48 41middot05 42middot38 44middot98 47middot59 48middot94 65 41middot04 42middot22 44middot55 46middot79 47middot92
35 weeks 128 42middot26 43middot54 46middot03 48middot53 49middot82 111 42middot14 43middot30 45middot57 47middot76 48middot86
36 weeks 320 43middot36 44middot58 46middot97 49middot38 50middot62 292 43middot13 44middot26 46middot48 48middot62 49middot69
37 weeks 849 44middot34 45middot52 47middot82 50middot14 51middot34 799 44middot01 45middot11 47middot29 49middot39 50middot44
38 weeks 2031 45middot22 46middot37 48middot59 50middot83 51middot99 1786 44middot79 45middot88 48middot01 50middot07 51middot10
39 weeks 2983 46middot02 47middot13 49middot29 51middot46 52middot59 2846 45middot49 46middot56 48middot65 50middot68 51middot69
40 weeks 2531 46middot75 47middot83 49middot92 52middot03 53middot13 2486 46middot12 47middot17 49middot23 51middot23 52middot22
41 weeks 1146 47middot41 48middot46 50middot50 52middot56 53middot62 1180 46middot68 47middot72 49middot75 51middot72 52middot70
42 weeks 202 48middot01 49middot04 51middot03 53middot03 54middot07 218 47middot19 48middot21 50middot22 52middot15 53middot12
Total 10 271 middotmiddot middotmiddot middotmiddot middotmiddot middotmiddot 9800 middotmiddot middotmiddot middotmiddot middotmiddot middotmiddot
Table 983091 Smoothed centiles for birth length of boys and girls according to gestational age
Boys Girls
Number of
observations
Centiles for head circumference (cm) Number of
observations
Centiles for head circumference (cm)
3rd 10th 50th 90th 97th 3rd 10th 50th 90th 97th
33 weeks 33 28middot25 29middot11 30middot88 32middot71 33middot62 17 27middot92 28middot76 30middot46 32middot24 33middot14
34 weeks 48 28middot93 29middot76 31middot47 33middot23 34middot11 65 28middot64 29middot44 31middot08 32middot78 33middot65
35 weeks 127 29middot56 30middot37 32middot02 33middot73 34middot58 111 29middot28 30middot06 31middot64 33middot28 34middot12
36 weeks 322 30middot15 30middot93 32middot53 34middot19 35middot02 293 29middot87 30middot62 32middot14 33middot74 34middot55
37 weeks 848 30middot69 31middot46 33middot02 34middot63 35middot43 798 30middot40 31middot13 32middot61 34middot15 34middot94
38 weeks 2032 31middot21 31middot95 33middot47 35middot04 35middot83 1783 30middot88 31middot59 33middot03 34middot53 35middot30
39 weeks 2985 31middot69 32middot42 33middot90 35middot44 36middot20 2849 31middot32 32middot01 33middot41 34middot88 35middot62
40 weeks 2532 32middot15 32middot86 34middot31 35middot81 36middot56 2486 31middot72 32middot39 33middot76 35middot19 35middot92
41 weeks 1147 32middot58 33middot28 34middot70 36middot17 36middot91 1180 32middot08 32middot74 34middot08 35middot48 36middot19
42 weeks 204 32middot99 33middot68 35middot07 36middot52 37middot24 218 32middot41 33middot06 34middot37 35middot74 36middot44
Total 10 278 middotmiddot middotmiddot middotmiddot middotmiddot middotmiddot 9800 middotmiddot middotmiddot middotmiddot middotmiddot middotmiddot
Table 983092 Smoothed centiles for head circumference of boys and girls according to gestational age
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Vol 384 September 6 2014 865
Because some variability existed in the number of
women that each study site contributed to the totalpopulation we did predetermined sensitivity analyses toassess the effects of excluding country-specific data onour overall standards These separate exclusions had anegligible effect
DiscussionThe INTERGROWTH-21st Project aimed to produce forthe first time (panel) international standards fornewborn size for each gestational age based on data fromits NCSS subpopulation which conformed at populationand individual levels to the prescriptive approach used inthe WHO MGRS3 These new standards are consideredto be a conceptual and practical link to WHO Child
Growth Standards which have been adopted by morethan 125 countries worldwide4041 They will bridge gaps inclinical and population assessments42 for fetusesneonatal babies and infants through provision of similarinstruments to monitor child growth seamlessly fromearly pregnancy to age 5 years and to screen for stuntingand wasting Later in 2014 we will provide on The Lancet rsquoswebsite and through the INTERGROWTH-21st Projectwebsite and the Global Health Network software forclinical and epidemiological use free of charge includingan app to calculate Z scores and centiles
We believe these standards are unique because in thestudy protocol we deliberately addressed most of theimportant limitations that were previously identified4344 First the standards are prescriptivemdashie they describeoptimum size in newborn infants without congenitalabnormalitiesmdashwhereas reference charts describe onlynewborn infant size at a given place and time whichmight be several decades in the past Thus thestandards were constructed with use of data collectedspecifically for that purpose from populations selectedon the basis of their socioeconomic health andnutritional status creating a low-risk environment forfetal growth impairment Second the standards arepopulation-based multiethnic multicountry andsex-specific and they arise from a prospective study Wehave shown (using several analytical strategies) that the
eight populations were consistently similar and couldbe pooled to create the standards8 Third severalprocesses were applied across all eight study sitesmdasheguniform research methods and one protocol forgestational age estimation by ultrasound for allparticipants plus standardised identical equipmenttraining a centralised electronic data managementsystem and close monitoring of staff which to ourknowledge have never before been attempted inperinatal research Fourth the analytical approachfollowed that of the WHO MGRS in terms of how topresent the observed and smoothed data and explorethe best fitting model with an a-priori strategy 22 Thedata are reported according to completed weeks ofgestation (WHO ICD-10) as smoothed centiles which
were shown to be consistent with the raw data
increasing confidence in the curves that we producedFifth we present centiles for birthweight length andhead circumference by sex and gestational age based ona prescriptive approach that are integrated with thecorresponding fetal growth standards
This prescriptive approach required us to selectpopulations at low risk of fetal growth impairment andwithin these populations select healthy well-nourishedwomen who were receiving adequate antenatal care andwhose pregnancies were not complicated by any majorclinical problems The samples represented 34middot6 of thetotal NCSS population indicating that we did not select agroup with low external validity to the populations inwhich the standards will be used Nevertheless the study
population did have a very low rate (5middot5) of pretermbirth (births before 37 weeks of gestation) mostlyconsisting of late preterm birthsmdashie after 34 weeks ofgestation and before 37 weeks of gestation and a very lowrate of low birthweight in term babies (3middot2) Thepreterm birth rate in our study is similar to that recentlyreported for European countries45 providing furtherevidence that our study population was genuinely low-risk The caesarean section rate noted in these populationsis higher than would be expected for their level of riskbut it is consistent with worldwide trends46
The women whose babies contributed to the constructionof the standards reported here were selected on the basisthat they were living in environments in which exposure torisk factors known to affect fetal growth was as low as
Panel Research in context
Systematic review
We did a systematic review of all charts and references published since 1990 that aimed to
evaluate anthropometric measures of newborn infants We searched PubMed Medline
Embase CINAHL LILACS and Google Scholar using MeSH terms related to infants at birth
(ldquoneonaterdquo OR ldquonewbornrdquo OR ldquofetal growthrdquo OR ldquointrauterine growthrdquo) anthropometric
variables (ldquoweightrdquo OR ldquolengthrdquo OR ldquohead circumferencerdquo OR ldquoBMIrdquo OR ldquoponderal indexrdquo)
distribution of the variable (ldquopercentilesrdquo OR ldquocentilesrdquo OR ldquocurvesrdquo OR ldquochartsrdquo) and
ldquogestational agerdquo while omitting ldquovelocityrdquo to exclude longitudinal fetal growth studies
We examined the references of retrieved full-text articles for additional articles We
included studies published between Jan 1 1990 and Dec 31 2012 (updated up to April2014) with the main aim of creating neonatal anthropometric charts No language
restriction was applied We identified 104 relevant studies of varying quality and size (data
not shown) The substantial methodological heterogeneity and the large number of charts
available complicate the clinical assessment of a newborn infantrsquos nutritional status and
make comparisons diffi cult across populations Therefore international standards for
newborn size were needed
Interpretation
We present international sex-specific standards for weight length and head circumference
for gestational age at birth that complement the available WHO Child Growth Standards
and allow comparisons across populations The international standard for length at birth
for gestational age in particular when incorporated into routine neonatal care will provide
a method for the early diagnosis of stunting which can be then be monitored during
infancy and childhood using the corresponding WHO Child Growth Standards
For the Global Health Network
website see httptghnorg
7212019 International Standards for Newborn Weight Length And Head Circumference by Gestational Age and Sex the Nehellip
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Articles
866 wwwthelancetcom
Vol 384 September 6 2014
possible and that they themselves were healthy non-obese
and without any factors or disorders that would affect fetalgrowth Hence the standards characterise optimum fetalgrowthmdashie they describe how fetuses everywhere shouldgrow when there are minimum constraints The standardsare universal and independent of time they are notintended to be representative of a given population orregion at a given time as opposed to a reference and theycan be used to assess the size of newborn infantsirrespective of ethnicity locality socioeconomic status orhealth-care provision The standards complement theWHO Child Growth Standards which were also derivedfrom six populations of babies born to healthynon-smoking women with low rates of obesity3
A shortcoming of studying such a low-risk group is that
there were relatively few early preterm births despite thelarge sample size hence we had to limit the range of thestandards by setting the lower limit of the curves to thoseborn at 33 weeks of gestation It might not be feasible toconstruct standards for very preterm newborn infants(lt33 weeks of gestation) using such a strictly definedsubpopulation of preterm babies who are at higher risk ofintrauterine growth restriction and other major pregnancyand neonatal complications We have discussed this issuepreviously47 in the context of how to select a pretermpopulation for the construction of postnatal growthstandardsmdashie which baby could be considered a healthypreterm We have recommended criteria to selectuncomplicated preterm birthsmdashie those without severeneonatal disorders (other than those expectedphysiologically because of their degree of immaturity)mdashtoconstruct a reference chart for healthy very pretermnewborn infants
With regard to implementation of the new standardstwo limitations have to be considered that apply to anyevaluation of size the cross-sectional nature of the studypopulation and the use of statistics-based cutoff points todefine small-for-gestational-age babies rather thanimpaired fetal growth These limitations are moreapparent when using birthweight alone or when assessingpreterm birth for which present reference charts arereported to have poorer sensitivity for the detection of
small-for-gestational age babies than for the assessmentof term babies48 There is no ideal solutionmdashbecause weare constructing size (rather than growth) standards eachchild was only measured at birth For babies at gestationalages less than 33 weeks a complementary clinicalapproach would be to estimate fetal weight at eachgestational age by ultrasound examination of well datedhealthy pregnant women whose fetuses remained inutero until term This strategy would allow constructionof estimated fetal weight charts for healthy preterminfants and allow comparisons between the estimatedfetal weight by ultrasound and the actual newborn weightmeasured for healthy preterm births49 Such analyses arebeing done with the dataset and will be the subject of afuture report We have provided several centiles and will
provide corresponding equations and Z scores to calculate
others as needed The decision about which cutoff pointto use depends on several issues related to the clinicalresources available for local care or referral of at-risknewborn babies and to risk factors associated with thepopulation where the standards are used Thesestatistic-based cutoffs ideally should be replaced byperinatal risk-based cutoff points so as to design anevidence-based triage for neonatal care
Comparisons with local reference charts currently in useare very diffi cult because not only are there a large numberof them (we identified 104 in our systematic review) butthey have methodological limitations including poorstandardisation of equipment and measurement methodsused in the primary outcome variables the unreliability of
gestational age estimates and unselected populationsstudied In addition our international standards are notintended for comparison with these references but tocomplement the WHO Child Growth Standards3 whichstart at birth but only include term newborn infantsmdashiethey are not gestational age specific at birth Adoption ofthe international standards presented here is likely to affectglobal estimates of the number of babies who are small forgestational age but assessment of the direction and size ofthese changes is beyond the scope of this Article
A key conceptual and practical issue was to show that thepopulations in INTERGROWTH-21st Project and WHOChild Growth Standards34 were comparable Thiscomparability was to be expected because we selected thegroups using the same population and individual criteriaand we used the same methods and equipment for allmeasurements and analyses Therefore it is important toemphasise that when the two studies overlap (ie termnewborn infants) the means and SDs for the mainanthropometric measures are almost identicalmdashthe meanbirthweight of babies older than 37 weeks of gestation inour study population was 3middot3 (0middot5) kg and it was 3middot3 (0middot5)kg in the WHO MGRS50 The data for the mean length inour population was 49middot3 cm (1middot8 cm) and 49middot5 cm(1middot9 cm) in WHOrsquos population50 For head circumferencethe mean and SD in our study was 33middot9 (1middot3) cm versus34middot2 (1middot3) cm in the MGRS50
Finally the international standard for length at birth forgestational age incorporates for the first time into routineneonatal care a method for the early diagnosis of stuntingthat can be then monitored during infancy and childhoodusing the corresponding WHO Child Growth StandardsThis strategy is in the context of the global efforts toreduce stunting during the first 1000 days a recognisedimportant period for growth and development5152 Thisprocedure will need some adaptation to the routine care ofnewborn infants but our extensive experience ofmeasuring newborn length supports its feasibility Severalglobal initiatives now focus on improving nutrition formothers and infants in the first 1000 days of life (fromconception to 2 years of age) Therefore robustinternational methods are needed to monitor growth and
7212019 International Standards for Newborn Weight Length And Head Circumference by Gestational Age and Sex the Nehellip
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Articles
wwwthelancetcom
Vol 384 September 6 2014 867
in particular screen for stunting as early as possible The
present newborn international standards together withthe fetal growth standards that are also being published5354
provide gestational-age specific standards at birth that canbe used before the WHO standards become relevant Thisstrategy allows the size and growth of fetuses and babiesto be monitored worldwide in individuals andpopulations across the first 1000 days of life usingessentially the same instruments
Contributors
JV and SHK conceptualised and designed the INTERGROWTH-21 st Project JV SHK DGA and AJN prepared the original protocol with laterinput from ATP LCI FCB and ZAB JV ATP LCI AL andZAB supervised and coordinated the projectrsquos overall undertakingEOO DGA FCB and CGV did data management and analysis incollaboration with JV RP FCB MC YAJ EB MGG MP and IOF
collaborated in the overall project and implemented it in their respectivecountries CC and LCI led the quality control of the anthropometriccomponent of the project JV and SK wrote the report with input from allcoauthors All coauthors read the report and made suggestions on itscontent
Members of the International Fetal and Newborn Growth Consortium for the
21st Century (INTERGROWTH-21st) and its Committees
Scientific Advisory Committee M Katz (Chair from January 2011)M K Bhan C Garza S Zaidi A Langer P M Rothwell (from February2011) Sir D Weatherall (Chair until December 2010) Steering CommitteeZ A Bhutta (Chair) J Villar (Principal Investigator) S Kennedy(Project Director) D G Altman F C Barros E Bertino F BurtonM Carvalho L Cheikh Ismail W C Chumlea M G Gravett Y A JafferA Lambert P Lumbiganon J A Noble R Y Pang A T PapageorghiouM Purwar J Rivera C G Victora Executive Committee J Villar (Chair)D G Altman Z A Bhutta L Cheikh Ismail S Kennedy A LambertJ A Noble A T Papageorghiou Project Co-ordinating Unit J Villar (Head)
S Kennedy L Cheikh Ismail A Lambert A T Papageorghiou M ShortenL Hoch (until May 2011) H E Knight (until August 2011) E O Ohuma(from September 2010) C Cosgrove (from July 2011) I Blakey (fromMarch 2011) Data Analysis Group D G Altman (Head) E O OhumaJ Villar Data Management Group D G Altman (Head) F RosemanN Kunnawar S H Gu J H Wang M H Wu M DominguesP Gilli L Juodvirsiene L Hoch (until May 2011) N Musee (untilJune 2011) H Al-Jabri (until October 2010) S Waller (until June 2011)C Cosgrove (from July 2011) D Muninzwa (from October 2011)E O Ohuma (from September 2010) D Yellappan (from November 2010)A Carter (from July 2011) D Reade (from June 2012) R Miller (from June2012) Ultrasound Group A T Papageorghiou (Head) L Salomon (Seniorexternal adviser) A Leston A Mitidieri F Al-Aamri W Paulsene J SandeW K S Al-Zadjali C Batiuk S Bornemeier M Carvalho M DigheP Gaglioti N Jacinta S Jaiswal J A Noble K Oas M Oberto E OlearoM G Owende J Shah S Sohoni T Todros M Venkataraman S VinayakL Wang D Wilson Q Q Wu S Zaidi Y Zhang P Chamberlain
(until September 2012) D Danelon (until July 2010) I Sarris (untilJune 2010) J Dhami (until July 2011) C Ioannou (until February 2012)C L Knight (from October 2010) R Napolitano (from July 2011)S Wanyonyi (from May 2012) C Pace (from January 2011) V Mkrtychyan(from June 2012) Anthropometry Group L Cheikh Ismail (Head)W C Chumlea (Senior external adviser) F Al-Habsi Z A Bhutta A CarterM Alija J M Jimenez-Bustos J Kizidio F Puglia N KunnawarH Liu S Lloyd D Mota R Ochieng C Rossi M Sanchez Luna Y J ShenH E Knight (until August 2011) D A Rocco (from June 2012)I O Frederick (from June 2012) Neonatal Group Z A Bhutta (Head)E Albernaz M Batra B A Bhat E Bertino P Di Nicola F GiulianiI Rovelli K McCormick R Ochieng R Y Pang V Paul V RajanA Wilkinson A Varalda (from September 2012) Environmental HealthGroup B Eskenazi (Head) L A Corra H Dolk J Golding A MatijasevichT de Wet J J Zhang A Bradman D Finkton O Burnham F Farhi
Participating countries and local investigators
Brazil F C Barros (Principal Investigator) M Domingues S FonsecaA Leston A Mitidieri D Mota IK Sclowitz M F da Silveira
China R Y Pang (Principal Investigator) Y P He Y Pan Y J ShenM H Wu Q Q Wu J H Wang Y Yuan Y Zhang India M Purwar
(Principal Investigator) A Choudhary S Choudhary S DeshmukhD Dongaonkar M Ketkar V Khedikar N Kunnawar C Mahorkar I MulikK Saboo C Shembekar A Singh V Taori K Tayade A Somani Italy E Bertino (Principal Investigator) P Di Nicola M Frigerio G Gilli P GilliM Giolito F Giuliani M Oberto L Occhi C Rossi I Rovelli F SignorileT Todros Kenya W Stones and M Carvalho (Co-principal Investigators)J Kizidio R Ochieng J Shah S Vinayak N Musee (until June 2011)C Kisiangrsquoani (until July 2011) D Muninzwa (from August 2011) OmanY A Jaffer (Principal Investigator) J Al-Abri J Al-Abduwani F M Al-HabsiH Al-Lawatiya B Al-Rashidiya W K S Al-Zadjali F R JuangcoM Venkataraman H Al-Jabri (until October 2010) D Yellappan (fromNovember 2010) UK S Kennedy (Principal Investigator) L Cheikh IsmailA T Papageorghiou F Roseman A Lambert E O Ohuma S LloydR Napolitano (from July 2011) C Ioannou (until February 2012) I Sarris(until June 2010) USA M G Gravett (Principal Investigator) C BatiukM Batra S Bornemeier M Dighe K Oas W Paulsene D WilsonI O Frederick H F Andersen S E Abbott A A Carter H Algren D A Rocco
T K Sorensen D Enquobahrie S Waller (until June 2011)
Declaration of interests
We declare no competing interests
Acknowledgments
The study was supported by a grant (49038) from the Bill amp Melinda GatesFoundation to the University of Oxford We thank the Health Authoritiesin Pelotas Brazil Beijing China Nagpur India Turin Italy NairobiKenya Muscat Oman Oxford UK and Seattle WA USA who helpedwith the project by allowing participation of these study sites ascollaborating centres We thank Philips Healthcare for providing theultrasound equipment and technical assistance throughout the project andMedSciNet UK for setting up the INTERGROWTH-21 st website and forthe development maintenance and support of the online datamanagement system We also thank the parents and infants whoparticipated in the studies and the more than 200 members of theresearch teams who made the implementation of this project possible
The participating hospitals included Brazil Pelotas (Hospital MiguelPiltcher Hospital Satildeo Francisco de Paula Santa Casa de Misericoacuterdia dePelotas and Hospital Escola da Universidade Federal de Pelotas) ChinaBeijing (Beijing Obstetrics and Gynecology Hospital Shunyi Maternal andChild Health Centre and Shunyi General Hospital) India Nagpur (KetkarHospital Avanti Institute of Cardiology Avantika Hospital GurukrupaMaternity Hospital Mulik Hospital and Research Centre NandlokHospital Om Womenrsquos Hospital Renuka Hospital and Maternity HomeSaboo Hospital Brajmonhan Taori Memorial Hospital and SomaniNursing Home) Kenya Nairobi (Aga Khan University Hospital MP ShahHospital and Avenue Hospital) Italy Turin (Ospedale Infantile ReginaMargherita Santrsquo Anna and Azienda Ospedaliera Ordine Mauriziano)Oman Muscat (Khoula Hospital Royal Hospital Wattayah Obstetrics andGynaecology Poly Clinic Wattayah Health Centre Ruwi Health CentreAl-Ghoubra Health Centre and Al-Khuwair Health Centre) UK Oxford(John Radcliffe Hospital) and USA Seattle (University of WashingtonHospital Swedish Hospital and Providence Everett Hospital) Full
acknowledgment of all those who contributed to the development ofINTERGROWTH-21st Project are online and in the appendix
References 1 WHO Physical status the use and interpretation of anthropometry
Report of a WHO Expert Committee World Health Organ Tech Rep Ser 1995 854 1ndash452
2 de Onis M Habicht JP Anthropometric reference data forinternational use recommendations from a World HealthOrganization Expert Committee Am J Clin Nutr 1996 64 650ndash58
3 de Onis M Garza C Victora CG Onyango AW Frongillo EAMartines J The WHO Multicentre Growth Reference Studyplanning study design and methodology Food Nutr Bull 200425 (suppl) S15ndash26
4 de Onis M Garza C Onyango AW Martorell R WHO Child GrowthStandards Acta Paediatr 2006 450 1ndash101
5 de Onis M Onyango A Borghi E et al Worldwide implementation ofthe WHO Child Growth Standards Public Health Nutr 2012
15 1603ndash10
For the full list see httpwww
intergrowth21orguk
See Online for appendix
7212019 International Standards for Newborn Weight Length And Head Circumference by Gestational Age and Sex the Nehellip
httpslidepdfcomreaderfullinternational-standards-for-newborn-weight-length-and-head-circumference 1212
Articles
6 Garza C de Onis M Rationale for developing a new internationalgrowth reference Food Nutr Bull 2004 25 (suppl) S5ndash14
7 Villar J Altman DG Purwar M et al The objectives design andimplementation of the INTERGROWTH-21st Project BJOG 2013120 (suppl 2) 9ndash26
8 Villar J Papageorghiou AT Pang R et al for the International Fetaland Newborn Growth Consortium for the 21st Century(INTERGROWTH-21st) The likeness of fetal growth and newbornsize across non-isolated populations in the INTERGROWTH-21st Project the Fetal Growth Longitudinal Study and Newborn Cross-Sectional Study Lancet Diabetes Endocrinol 2014 published onlineJuly 4 httpdxdoiorg101016S2213-8587(14)70121-4
9 Katz J Lee AC Kozuki N et al Mortality risk in preterm and small-for-gestational-age infants in low-income and middle-income countriesa pooled country analysis Lancet 2013 382 417ndash25
10 Lee ACC Katz J Blencowe H et al National and regional estimates ofterm and preterm babies born small for gestational age in138 low-income and middle-income countries in 2010Lancet Global Health 2013 1 e26ndashe36
11 Black RE Victora CG Walker SP et al Maternal and childundernutrition and overweight in low-income and middle-incomecountries Lancet 2013 382 427ndash51
12 Villar J Papageorghiou AT Knight HE et al The preterm birthsyndrome a prototype phenotypic classification Am J Obstet Gynecol 2012 206 119ndash23
13 Eskenazi B Bradman A Finkton D et al A rapid questionnaireassessment of environmental exposures to pregnant women in theINTERGROWTH-21st Project BJOG 2013 120 (suppl 2) 129ndash38
14 Costeloe KL Hennessy EM Haider S Stacey F Marlow N Draper ESShort term outcomes after extreme preterm birth in Englandcomparison of two birth cohorts in 1995 and 2006 (the EPICurestudies) BMJ 2012 345 e7976
15 McDonald SJ Middleton P Dowswell T Morris PS Effect of timingof umbilical cord clamping of term infants on maternal and neonataloutcomes Cochrane Database Syst Rev 2013 7 CD004074
16 Rabe H Diaz-Rossello JL Duley L Dowswell T Effect of timing ofumbilical cord clamping and other strategies to influence placental
transfusion at preterm birth on maternal and infant outcomesCochrane Database Syst Rev 2012 8 CD003248
17 Cheikh Ismail L Knight H Bhutta Z et al Anthropometric protocolsfor the construction of new international fetal and newborn growthstandards the INTERGROWTH-21st Project BJOG 2013120 (suppl 2) 42ndash47
18 de Onis M Onyango AW Van den Broeck J Chumlea WCMartorell R Measurement and standardization protocols foranthropometry used in the construction of a new international growthreference Food Nutr Bull 2004 25 (suppl) S27ndash36
19 Cheikh Ismail L Knight H Ohuma E et al Anthropometricstandardisation and quality control protocols for the construction ofnew international fetal and newborn growth standards theINTERGROWTH-21st Project BJOG 2013 120 (suppl 2) 48ndash55
20 Bhutta Z Giuliani F Haroon A et al Standardisation of neonatalclinical practice BJOG 2013 120 (suppl 2) 56ndash63
21 Ohuma E Hoch L Cosgrove C et al Managing data for theinternational multicentre INTERGROWTH-21st Project BJOG 2013
120 (suppl 2) 64ndash70 22 Borghi E de Onis M Garza C et al Construction of the World Health
Organization child growth standards selection of methods forattained growth curves Stat Med 2006 25 247ndash65
23 Wright EM Royston PA Comparison of statistical methods forage-related reference intervals J R Stat Soc Ser A Stat Soc 1997160 47ndash69
24 Hynek M Approaches for constructing age-related reference intervalsand centile charts for fetal size Eur J Biomed Informatics 2010 6 51ndash60
25 Royston P Altman DG Regression using fractional polynomials ofcontinuous covariates parsimonious parametric modelling J R Stat Soc C Appl Stat 1994 43 429ndash67
26 Cole TJ Fitting smoothed centile curves to reference data J R Stat Soc Ser A 1988 151 385ndash418
27 Cole TJ Using the LMS method to measure skewness in the NCHSand Dutch National height standards Ann Hum Biol 1989 16 407ndash19
28 Cole TJ Green PJ Smoothing reference centile curves the LMSmethod and penalized likelihood Stat Med 1992 11 1305ndash19
29 Rigby RA Stasinopoulos DM Using the Box-Cox t distribution inGAMLSS to model skewness and kurtosis Stat Model 2006 6 209ndash29
30 Rigby RA Stasinopoulos DM Smooth centile curves for skewand kurtotic data modelled using the BoxndashCox power exponentialdistribution Stat Med 2004 23 3053ndash76
31 Rigby RA Stasinopoulos DM Generalized additive models forLocation Scale and Shape (GAMLSS) in R J Stat Soft 2007 23 1ndash46
32 Rigby RA Stasinopoulos DM Generalized additive models forlocation scale and shape Appl Statist 2005 54 507ndash54
33 Green PJ Silverman BW Nonparametric regression and generalizedlinear models a roughness penalty approach London Chapman andHall 1994
34 Eilers PHC Marx BD Flexible smoothing with B-splines andpenalties Statist Sci 1996 11 89ndash158
35 Akaike H A new look at the statistical model identificationIEEE Trans Automat Contr 1974 19 716ndash23
36 Jones MC Faddy MJ A skew extension of the t-distribution withapplications J R Stat Soc Series B Stat Methodol 2003 65 159ndash74
37 van Buuren S Fredriks M Worm plot a simple diagnostic device for
modelling growth reference curves Stat Med 2001 20 1259ndash77 38 Royston P Wright EM Goodness-of-fit statistics for age-specific
reference intervals Stat Med 2000 19 2943ndash62
39 R Development Core Team R a language and environment forstatistical computing R Foundation for Statistical Computing V 2008httpwwwR-projectorg (accessed June 30 2014)
40 de Onis M Update on the implementation of the WHO Child GrowthStandards World Rev Nutr Diet 2013 106 75ndash82
41 de Onis M Onyango A Borghi E et al Worldwide implementation ofthe WHO Child Growth Standards Public Health Nutr 201215 1603ndash10
42 Ferdynus C Quantin C Abrahamowicz M et al Can birth weightstandards based on healthy populations improve the identification ofsmall-for-gestational-age newborns at risk of adverse neonataloutcomes Pediatrics 2009 123 723ndash30
43 Bertino E Milani S Fabris C et al Neonatal anthropometric chartswhat they are what they are not Arch Dis Child Fetal Neonatal Ed2007 92 F7-F10
44 Bertino E Giuliani F Occhi L et al Benchmarking neonatalanthropometric charts published in the last decadeArch Dis Child Fetal Neonatal Ed 2009 94 F233
45 Zeitlin J Szamotulska K Drewniak N et al Preterm birth time trendsin Europe a study of 19 countries BJOG 2013 120 1356ndash65
46 Villar J Valladares E Wojdyla D et al Caesarean delivery rates andpregnancy outcomes the 2005 WHO global survey on maternal andperinatal health in Latin America Lancet 2006 367 1819ndash29
47 Villar J Knight HE de Onis M et al Conceptual issues related to theconstruction of prescriptive standards for the evaluation of postnatalgrowth of preterm infants Arch Dis Child 2010 95 1034ndash38
48 Kramer MS Born too small or too soon Lancet Global Health 20131 e7ndashe8
49 Salomon LJ Bernard JP Ville Y Estimation of fetal weight referencerange at 20ndash36 weeksrsquo gestation and comparison with actualbirth-weight reference range Ultrasound Obstet Gynecol 200729 550ndash55
50 WHO Multicentre Growth Reference Study Group Enrolment andbaseline characteristics in the WHO Multicentre Growth ReferenceStudy Acta Paediatr Suppl 2006 450 7ndash15
51 Martorell R Zongrone A Intergenerational influences on childgrowth and undernutrition Paediatr Perinat Epidemiol 201226 (suppl 1) 302ndash14
52 Victora CG de Onis M Hallal PC Blossner M Shrimpton RWorldwide timing of growth faltering revisiting implications forinterventions Pediatrics 2010 125 e473ndash80
53 Papageorghiou AT Ohuma EO Altman DG et al Internationalstandards for fetal growth based on serial ultrasound measurementsthe Fetal Growth Longitudinal Study of the INTERGROWTH-21stProject Lancet 2014 384 869ndash79
54 Papageorghiou AT Kennedy SH Salomon LJ et al Internationalstandards for early fetal size and pregnancy dating based onultrasound measurement of crown-rump length in the first trimesterUltrasound Obstet Gynecol 2014 published online July 8 DOI101002uog13448
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7212019 International Standards for Newborn Weight Length And Head Circumference by Gestational Age and Sex the Nehellip
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864 wwwthelancetcom
Vol 384 September 6 2014
Boys Girls
Number of
observations
Centiles for birthweight (kg) Number of
observations
Centiles for birthweight (kg)
3rd 10th 50th 90th 97th 3rd 10th 50th 90th 97th
33 weeks 34 1middot18 1middot43 1middot95 2middot52 2middot82 17 1middot20 1middot41 1middot86 2middot35 2middot61
34 weeks 48 1middot45 1middot71 2middot22 2middot79 3middot08 65 1middot47 1middot68 2middot13 2middot64 2middot90
35 weeks 128 1middot70 1middot95 2middot47 3middot03 3middot32 114 1middot71 1middot92 2middot38 2middot89 3middot16
36 weeks 323 1middot93 2middot18 2middot69 3middot25 3middot54 293 1middot92 2middot14 2middot60 3middot12 3middot39
37 weeks 857 2middot13 2middot38 2middot89 3middot45 3middot74 803 2middot11 2middot33 2middot80 3middot32 3middot60
38 weeks 2045 2middot32 2middot57 3middot07 3middot63 3middot92 1802 2middot28 2middot50 2middot97 3middot51 3middot78
39 weeks 3009 2middot49 2middot73 3middot24 3middot79 4middot08 2869 2middot42 2middot65 3middot13 3middot66 3middot94
40 weeks 2568 2middot63 2middot88 3middot38 3middot94 4middot22 2523 2middot55 2middot78 3middot26 3middot80 4middot08
41 weeks 1179 2middot76 3middot01 3middot51 4middot06 4middot35 1195 2middot65 2middot89 3middot37 3middot92 4middot20
42 weeks 206 2middot88 3middot12 3middot62 4middot17 4middot46 224 2middot74 2middot98 3middot46 4middot01 4middot30
Total 10 397 middotmiddot middotmiddot middotmiddot middotmiddot middotmiddot 9905 middotmiddot middotmiddot middotmiddot middotmiddot middotmiddot
Table 983090 Smoothed centiles for birthweight of boys and girls according to gestational age
Boys Girls
Number of
observations
Centiles for length (cm) Number of
observations
Centiles for length (cm)
3rd 10th 50th 90th 97th 3rd 10th 50th 90th 97th
33 weeks 33 39middot69 41middot09 43middot81 46middot55 47middot97 17 39middot79 41middot01 43middot39 45middot70 46middot85
34 weeks 48 41middot05 42middot38 44middot98 47middot59 48middot94 65 41middot04 42middot22 44middot55 46middot79 47middot92
35 weeks 128 42middot26 43middot54 46middot03 48middot53 49middot82 111 42middot14 43middot30 45middot57 47middot76 48middot86
36 weeks 320 43middot36 44middot58 46middot97 49middot38 50middot62 292 43middot13 44middot26 46middot48 48middot62 49middot69
37 weeks 849 44middot34 45middot52 47middot82 50middot14 51middot34 799 44middot01 45middot11 47middot29 49middot39 50middot44
38 weeks 2031 45middot22 46middot37 48middot59 50middot83 51middot99 1786 44middot79 45middot88 48middot01 50middot07 51middot10
39 weeks 2983 46middot02 47middot13 49middot29 51middot46 52middot59 2846 45middot49 46middot56 48middot65 50middot68 51middot69
40 weeks 2531 46middot75 47middot83 49middot92 52middot03 53middot13 2486 46middot12 47middot17 49middot23 51middot23 52middot22
41 weeks 1146 47middot41 48middot46 50middot50 52middot56 53middot62 1180 46middot68 47middot72 49middot75 51middot72 52middot70
42 weeks 202 48middot01 49middot04 51middot03 53middot03 54middot07 218 47middot19 48middot21 50middot22 52middot15 53middot12
Total 10 271 middotmiddot middotmiddot middotmiddot middotmiddot middotmiddot 9800 middotmiddot middotmiddot middotmiddot middotmiddot middotmiddot
Table 983091 Smoothed centiles for birth length of boys and girls according to gestational age
Boys Girls
Number of
observations
Centiles for head circumference (cm) Number of
observations
Centiles for head circumference (cm)
3rd 10th 50th 90th 97th 3rd 10th 50th 90th 97th
33 weeks 33 28middot25 29middot11 30middot88 32middot71 33middot62 17 27middot92 28middot76 30middot46 32middot24 33middot14
34 weeks 48 28middot93 29middot76 31middot47 33middot23 34middot11 65 28middot64 29middot44 31middot08 32middot78 33middot65
35 weeks 127 29middot56 30middot37 32middot02 33middot73 34middot58 111 29middot28 30middot06 31middot64 33middot28 34middot12
36 weeks 322 30middot15 30middot93 32middot53 34middot19 35middot02 293 29middot87 30middot62 32middot14 33middot74 34middot55
37 weeks 848 30middot69 31middot46 33middot02 34middot63 35middot43 798 30middot40 31middot13 32middot61 34middot15 34middot94
38 weeks 2032 31middot21 31middot95 33middot47 35middot04 35middot83 1783 30middot88 31middot59 33middot03 34middot53 35middot30
39 weeks 2985 31middot69 32middot42 33middot90 35middot44 36middot20 2849 31middot32 32middot01 33middot41 34middot88 35middot62
40 weeks 2532 32middot15 32middot86 34middot31 35middot81 36middot56 2486 31middot72 32middot39 33middot76 35middot19 35middot92
41 weeks 1147 32middot58 33middot28 34middot70 36middot17 36middot91 1180 32middot08 32middot74 34middot08 35middot48 36middot19
42 weeks 204 32middot99 33middot68 35middot07 36middot52 37middot24 218 32middot41 33middot06 34middot37 35middot74 36middot44
Total 10 278 middotmiddot middotmiddot middotmiddot middotmiddot middotmiddot 9800 middotmiddot middotmiddot middotmiddot middotmiddot middotmiddot
Table 983092 Smoothed centiles for head circumference of boys and girls according to gestational age
7212019 International Standards for Newborn Weight Length And Head Circumference by Gestational Age and Sex the Nehellip
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Articles
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Vol 384 September 6 2014 865
Because some variability existed in the number of
women that each study site contributed to the totalpopulation we did predetermined sensitivity analyses toassess the effects of excluding country-specific data onour overall standards These separate exclusions had anegligible effect
DiscussionThe INTERGROWTH-21st Project aimed to produce forthe first time (panel) international standards fornewborn size for each gestational age based on data fromits NCSS subpopulation which conformed at populationand individual levels to the prescriptive approach used inthe WHO MGRS3 These new standards are consideredto be a conceptual and practical link to WHO Child
Growth Standards which have been adopted by morethan 125 countries worldwide4041 They will bridge gaps inclinical and population assessments42 for fetusesneonatal babies and infants through provision of similarinstruments to monitor child growth seamlessly fromearly pregnancy to age 5 years and to screen for stuntingand wasting Later in 2014 we will provide on The Lancet rsquoswebsite and through the INTERGROWTH-21st Projectwebsite and the Global Health Network software forclinical and epidemiological use free of charge includingan app to calculate Z scores and centiles
We believe these standards are unique because in thestudy protocol we deliberately addressed most of theimportant limitations that were previously identified4344 First the standards are prescriptivemdashie they describeoptimum size in newborn infants without congenitalabnormalitiesmdashwhereas reference charts describe onlynewborn infant size at a given place and time whichmight be several decades in the past Thus thestandards were constructed with use of data collectedspecifically for that purpose from populations selectedon the basis of their socioeconomic health andnutritional status creating a low-risk environment forfetal growth impairment Second the standards arepopulation-based multiethnic multicountry andsex-specific and they arise from a prospective study Wehave shown (using several analytical strategies) that the
eight populations were consistently similar and couldbe pooled to create the standards8 Third severalprocesses were applied across all eight study sitesmdasheguniform research methods and one protocol forgestational age estimation by ultrasound for allparticipants plus standardised identical equipmenttraining a centralised electronic data managementsystem and close monitoring of staff which to ourknowledge have never before been attempted inperinatal research Fourth the analytical approachfollowed that of the WHO MGRS in terms of how topresent the observed and smoothed data and explorethe best fitting model with an a-priori strategy 22 Thedata are reported according to completed weeks ofgestation (WHO ICD-10) as smoothed centiles which
were shown to be consistent with the raw data
increasing confidence in the curves that we producedFifth we present centiles for birthweight length andhead circumference by sex and gestational age based ona prescriptive approach that are integrated with thecorresponding fetal growth standards
This prescriptive approach required us to selectpopulations at low risk of fetal growth impairment andwithin these populations select healthy well-nourishedwomen who were receiving adequate antenatal care andwhose pregnancies were not complicated by any majorclinical problems The samples represented 34middot6 of thetotal NCSS population indicating that we did not select agroup with low external validity to the populations inwhich the standards will be used Nevertheless the study
population did have a very low rate (5middot5) of pretermbirth (births before 37 weeks of gestation) mostlyconsisting of late preterm birthsmdashie after 34 weeks ofgestation and before 37 weeks of gestation and a very lowrate of low birthweight in term babies (3middot2) Thepreterm birth rate in our study is similar to that recentlyreported for European countries45 providing furtherevidence that our study population was genuinely low-risk The caesarean section rate noted in these populationsis higher than would be expected for their level of riskbut it is consistent with worldwide trends46
The women whose babies contributed to the constructionof the standards reported here were selected on the basisthat they were living in environments in which exposure torisk factors known to affect fetal growth was as low as
Panel Research in context
Systematic review
We did a systematic review of all charts and references published since 1990 that aimed to
evaluate anthropometric measures of newborn infants We searched PubMed Medline
Embase CINAHL LILACS and Google Scholar using MeSH terms related to infants at birth
(ldquoneonaterdquo OR ldquonewbornrdquo OR ldquofetal growthrdquo OR ldquointrauterine growthrdquo) anthropometric
variables (ldquoweightrdquo OR ldquolengthrdquo OR ldquohead circumferencerdquo OR ldquoBMIrdquo OR ldquoponderal indexrdquo)
distribution of the variable (ldquopercentilesrdquo OR ldquocentilesrdquo OR ldquocurvesrdquo OR ldquochartsrdquo) and
ldquogestational agerdquo while omitting ldquovelocityrdquo to exclude longitudinal fetal growth studies
We examined the references of retrieved full-text articles for additional articles We
included studies published between Jan 1 1990 and Dec 31 2012 (updated up to April2014) with the main aim of creating neonatal anthropometric charts No language
restriction was applied We identified 104 relevant studies of varying quality and size (data
not shown) The substantial methodological heterogeneity and the large number of charts
available complicate the clinical assessment of a newborn infantrsquos nutritional status and
make comparisons diffi cult across populations Therefore international standards for
newborn size were needed
Interpretation
We present international sex-specific standards for weight length and head circumference
for gestational age at birth that complement the available WHO Child Growth Standards
and allow comparisons across populations The international standard for length at birth
for gestational age in particular when incorporated into routine neonatal care will provide
a method for the early diagnosis of stunting which can be then be monitored during
infancy and childhood using the corresponding WHO Child Growth Standards
For the Global Health Network
website see httptghnorg
7212019 International Standards for Newborn Weight Length And Head Circumference by Gestational Age and Sex the Nehellip
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Articles
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Vol 384 September 6 2014
possible and that they themselves were healthy non-obese
and without any factors or disorders that would affect fetalgrowth Hence the standards characterise optimum fetalgrowthmdashie they describe how fetuses everywhere shouldgrow when there are minimum constraints The standardsare universal and independent of time they are notintended to be representative of a given population orregion at a given time as opposed to a reference and theycan be used to assess the size of newborn infantsirrespective of ethnicity locality socioeconomic status orhealth-care provision The standards complement theWHO Child Growth Standards which were also derivedfrom six populations of babies born to healthynon-smoking women with low rates of obesity3
A shortcoming of studying such a low-risk group is that
there were relatively few early preterm births despite thelarge sample size hence we had to limit the range of thestandards by setting the lower limit of the curves to thoseborn at 33 weeks of gestation It might not be feasible toconstruct standards for very preterm newborn infants(lt33 weeks of gestation) using such a strictly definedsubpopulation of preterm babies who are at higher risk ofintrauterine growth restriction and other major pregnancyand neonatal complications We have discussed this issuepreviously47 in the context of how to select a pretermpopulation for the construction of postnatal growthstandardsmdashie which baby could be considered a healthypreterm We have recommended criteria to selectuncomplicated preterm birthsmdashie those without severeneonatal disorders (other than those expectedphysiologically because of their degree of immaturity)mdashtoconstruct a reference chart for healthy very pretermnewborn infants
With regard to implementation of the new standardstwo limitations have to be considered that apply to anyevaluation of size the cross-sectional nature of the studypopulation and the use of statistics-based cutoff points todefine small-for-gestational-age babies rather thanimpaired fetal growth These limitations are moreapparent when using birthweight alone or when assessingpreterm birth for which present reference charts arereported to have poorer sensitivity for the detection of
small-for-gestational age babies than for the assessmentof term babies48 There is no ideal solutionmdashbecause weare constructing size (rather than growth) standards eachchild was only measured at birth For babies at gestationalages less than 33 weeks a complementary clinicalapproach would be to estimate fetal weight at eachgestational age by ultrasound examination of well datedhealthy pregnant women whose fetuses remained inutero until term This strategy would allow constructionof estimated fetal weight charts for healthy preterminfants and allow comparisons between the estimatedfetal weight by ultrasound and the actual newborn weightmeasured for healthy preterm births49 Such analyses arebeing done with the dataset and will be the subject of afuture report We have provided several centiles and will
provide corresponding equations and Z scores to calculate
others as needed The decision about which cutoff pointto use depends on several issues related to the clinicalresources available for local care or referral of at-risknewborn babies and to risk factors associated with thepopulation where the standards are used Thesestatistic-based cutoffs ideally should be replaced byperinatal risk-based cutoff points so as to design anevidence-based triage for neonatal care
Comparisons with local reference charts currently in useare very diffi cult because not only are there a large numberof them (we identified 104 in our systematic review) butthey have methodological limitations including poorstandardisation of equipment and measurement methodsused in the primary outcome variables the unreliability of
gestational age estimates and unselected populationsstudied In addition our international standards are notintended for comparison with these references but tocomplement the WHO Child Growth Standards3 whichstart at birth but only include term newborn infantsmdashiethey are not gestational age specific at birth Adoption ofthe international standards presented here is likely to affectglobal estimates of the number of babies who are small forgestational age but assessment of the direction and size ofthese changes is beyond the scope of this Article
A key conceptual and practical issue was to show that thepopulations in INTERGROWTH-21st Project and WHOChild Growth Standards34 were comparable Thiscomparability was to be expected because we selected thegroups using the same population and individual criteriaand we used the same methods and equipment for allmeasurements and analyses Therefore it is important toemphasise that when the two studies overlap (ie termnewborn infants) the means and SDs for the mainanthropometric measures are almost identicalmdashthe meanbirthweight of babies older than 37 weeks of gestation inour study population was 3middot3 (0middot5) kg and it was 3middot3 (0middot5)kg in the WHO MGRS50 The data for the mean length inour population was 49middot3 cm (1middot8 cm) and 49middot5 cm(1middot9 cm) in WHOrsquos population50 For head circumferencethe mean and SD in our study was 33middot9 (1middot3) cm versus34middot2 (1middot3) cm in the MGRS50
Finally the international standard for length at birth forgestational age incorporates for the first time into routineneonatal care a method for the early diagnosis of stuntingthat can be then monitored during infancy and childhoodusing the corresponding WHO Child Growth StandardsThis strategy is in the context of the global efforts toreduce stunting during the first 1000 days a recognisedimportant period for growth and development5152 Thisprocedure will need some adaptation to the routine care ofnewborn infants but our extensive experience ofmeasuring newborn length supports its feasibility Severalglobal initiatives now focus on improving nutrition formothers and infants in the first 1000 days of life (fromconception to 2 years of age) Therefore robustinternational methods are needed to monitor growth and
7212019 International Standards for Newborn Weight Length And Head Circumference by Gestational Age and Sex the Nehellip
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Vol 384 September 6 2014 867
in particular screen for stunting as early as possible The
present newborn international standards together withthe fetal growth standards that are also being published5354
provide gestational-age specific standards at birth that canbe used before the WHO standards become relevant Thisstrategy allows the size and growth of fetuses and babiesto be monitored worldwide in individuals andpopulations across the first 1000 days of life usingessentially the same instruments
Contributors
JV and SHK conceptualised and designed the INTERGROWTH-21 st Project JV SHK DGA and AJN prepared the original protocol with laterinput from ATP LCI FCB and ZAB JV ATP LCI AL andZAB supervised and coordinated the projectrsquos overall undertakingEOO DGA FCB and CGV did data management and analysis incollaboration with JV RP FCB MC YAJ EB MGG MP and IOF
collaborated in the overall project and implemented it in their respectivecountries CC and LCI led the quality control of the anthropometriccomponent of the project JV and SK wrote the report with input from allcoauthors All coauthors read the report and made suggestions on itscontent
Members of the International Fetal and Newborn Growth Consortium for the
21st Century (INTERGROWTH-21st) and its Committees
Scientific Advisory Committee M Katz (Chair from January 2011)M K Bhan C Garza S Zaidi A Langer P M Rothwell (from February2011) Sir D Weatherall (Chair until December 2010) Steering CommitteeZ A Bhutta (Chair) J Villar (Principal Investigator) S Kennedy(Project Director) D G Altman F C Barros E Bertino F BurtonM Carvalho L Cheikh Ismail W C Chumlea M G Gravett Y A JafferA Lambert P Lumbiganon J A Noble R Y Pang A T PapageorghiouM Purwar J Rivera C G Victora Executive Committee J Villar (Chair)D G Altman Z A Bhutta L Cheikh Ismail S Kennedy A LambertJ A Noble A T Papageorghiou Project Co-ordinating Unit J Villar (Head)
S Kennedy L Cheikh Ismail A Lambert A T Papageorghiou M ShortenL Hoch (until May 2011) H E Knight (until August 2011) E O Ohuma(from September 2010) C Cosgrove (from July 2011) I Blakey (fromMarch 2011) Data Analysis Group D G Altman (Head) E O OhumaJ Villar Data Management Group D G Altman (Head) F RosemanN Kunnawar S H Gu J H Wang M H Wu M DominguesP Gilli L Juodvirsiene L Hoch (until May 2011) N Musee (untilJune 2011) H Al-Jabri (until October 2010) S Waller (until June 2011)C Cosgrove (from July 2011) D Muninzwa (from October 2011)E O Ohuma (from September 2010) D Yellappan (from November 2010)A Carter (from July 2011) D Reade (from June 2012) R Miller (from June2012) Ultrasound Group A T Papageorghiou (Head) L Salomon (Seniorexternal adviser) A Leston A Mitidieri F Al-Aamri W Paulsene J SandeW K S Al-Zadjali C Batiuk S Bornemeier M Carvalho M DigheP Gaglioti N Jacinta S Jaiswal J A Noble K Oas M Oberto E OlearoM G Owende J Shah S Sohoni T Todros M Venkataraman S VinayakL Wang D Wilson Q Q Wu S Zaidi Y Zhang P Chamberlain
(until September 2012) D Danelon (until July 2010) I Sarris (untilJune 2010) J Dhami (until July 2011) C Ioannou (until February 2012)C L Knight (from October 2010) R Napolitano (from July 2011)S Wanyonyi (from May 2012) C Pace (from January 2011) V Mkrtychyan(from June 2012) Anthropometry Group L Cheikh Ismail (Head)W C Chumlea (Senior external adviser) F Al-Habsi Z A Bhutta A CarterM Alija J M Jimenez-Bustos J Kizidio F Puglia N KunnawarH Liu S Lloyd D Mota R Ochieng C Rossi M Sanchez Luna Y J ShenH E Knight (until August 2011) D A Rocco (from June 2012)I O Frederick (from June 2012) Neonatal Group Z A Bhutta (Head)E Albernaz M Batra B A Bhat E Bertino P Di Nicola F GiulianiI Rovelli K McCormick R Ochieng R Y Pang V Paul V RajanA Wilkinson A Varalda (from September 2012) Environmental HealthGroup B Eskenazi (Head) L A Corra H Dolk J Golding A MatijasevichT de Wet J J Zhang A Bradman D Finkton O Burnham F Farhi
Participating countries and local investigators
Brazil F C Barros (Principal Investigator) M Domingues S FonsecaA Leston A Mitidieri D Mota IK Sclowitz M F da Silveira
China R Y Pang (Principal Investigator) Y P He Y Pan Y J ShenM H Wu Q Q Wu J H Wang Y Yuan Y Zhang India M Purwar
(Principal Investigator) A Choudhary S Choudhary S DeshmukhD Dongaonkar M Ketkar V Khedikar N Kunnawar C Mahorkar I MulikK Saboo C Shembekar A Singh V Taori K Tayade A Somani Italy E Bertino (Principal Investigator) P Di Nicola M Frigerio G Gilli P GilliM Giolito F Giuliani M Oberto L Occhi C Rossi I Rovelli F SignorileT Todros Kenya W Stones and M Carvalho (Co-principal Investigators)J Kizidio R Ochieng J Shah S Vinayak N Musee (until June 2011)C Kisiangrsquoani (until July 2011) D Muninzwa (from August 2011) OmanY A Jaffer (Principal Investigator) J Al-Abri J Al-Abduwani F M Al-HabsiH Al-Lawatiya B Al-Rashidiya W K S Al-Zadjali F R JuangcoM Venkataraman H Al-Jabri (until October 2010) D Yellappan (fromNovember 2010) UK S Kennedy (Principal Investigator) L Cheikh IsmailA T Papageorghiou F Roseman A Lambert E O Ohuma S LloydR Napolitano (from July 2011) C Ioannou (until February 2012) I Sarris(until June 2010) USA M G Gravett (Principal Investigator) C BatiukM Batra S Bornemeier M Dighe K Oas W Paulsene D WilsonI O Frederick H F Andersen S E Abbott A A Carter H Algren D A Rocco
T K Sorensen D Enquobahrie S Waller (until June 2011)
Declaration of interests
We declare no competing interests
Acknowledgments
The study was supported by a grant (49038) from the Bill amp Melinda GatesFoundation to the University of Oxford We thank the Health Authoritiesin Pelotas Brazil Beijing China Nagpur India Turin Italy NairobiKenya Muscat Oman Oxford UK and Seattle WA USA who helpedwith the project by allowing participation of these study sites ascollaborating centres We thank Philips Healthcare for providing theultrasound equipment and technical assistance throughout the project andMedSciNet UK for setting up the INTERGROWTH-21 st website and forthe development maintenance and support of the online datamanagement system We also thank the parents and infants whoparticipated in the studies and the more than 200 members of theresearch teams who made the implementation of this project possible
The participating hospitals included Brazil Pelotas (Hospital MiguelPiltcher Hospital Satildeo Francisco de Paula Santa Casa de Misericoacuterdia dePelotas and Hospital Escola da Universidade Federal de Pelotas) ChinaBeijing (Beijing Obstetrics and Gynecology Hospital Shunyi Maternal andChild Health Centre and Shunyi General Hospital) India Nagpur (KetkarHospital Avanti Institute of Cardiology Avantika Hospital GurukrupaMaternity Hospital Mulik Hospital and Research Centre NandlokHospital Om Womenrsquos Hospital Renuka Hospital and Maternity HomeSaboo Hospital Brajmonhan Taori Memorial Hospital and SomaniNursing Home) Kenya Nairobi (Aga Khan University Hospital MP ShahHospital and Avenue Hospital) Italy Turin (Ospedale Infantile ReginaMargherita Santrsquo Anna and Azienda Ospedaliera Ordine Mauriziano)Oman Muscat (Khoula Hospital Royal Hospital Wattayah Obstetrics andGynaecology Poly Clinic Wattayah Health Centre Ruwi Health CentreAl-Ghoubra Health Centre and Al-Khuwair Health Centre) UK Oxford(John Radcliffe Hospital) and USA Seattle (University of WashingtonHospital Swedish Hospital and Providence Everett Hospital) Full
acknowledgment of all those who contributed to the development ofINTERGROWTH-21st Project are online and in the appendix
References 1 WHO Physical status the use and interpretation of anthropometry
Report of a WHO Expert Committee World Health Organ Tech Rep Ser 1995 854 1ndash452
2 de Onis M Habicht JP Anthropometric reference data forinternational use recommendations from a World HealthOrganization Expert Committee Am J Clin Nutr 1996 64 650ndash58
3 de Onis M Garza C Victora CG Onyango AW Frongillo EAMartines J The WHO Multicentre Growth Reference Studyplanning study design and methodology Food Nutr Bull 200425 (suppl) S15ndash26
4 de Onis M Garza C Onyango AW Martorell R WHO Child GrowthStandards Acta Paediatr 2006 450 1ndash101
5 de Onis M Onyango A Borghi E et al Worldwide implementation ofthe WHO Child Growth Standards Public Health Nutr 2012
15 1603ndash10
For the full list see httpwww
intergrowth21orguk
See Online for appendix
7212019 International Standards for Newborn Weight Length And Head Circumference by Gestational Age and Sex the Nehellip
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Articles
6 Garza C de Onis M Rationale for developing a new internationalgrowth reference Food Nutr Bull 2004 25 (suppl) S5ndash14
7 Villar J Altman DG Purwar M et al The objectives design andimplementation of the INTERGROWTH-21st Project BJOG 2013120 (suppl 2) 9ndash26
8 Villar J Papageorghiou AT Pang R et al for the International Fetaland Newborn Growth Consortium for the 21st Century(INTERGROWTH-21st) The likeness of fetal growth and newbornsize across non-isolated populations in the INTERGROWTH-21st Project the Fetal Growth Longitudinal Study and Newborn Cross-Sectional Study Lancet Diabetes Endocrinol 2014 published onlineJuly 4 httpdxdoiorg101016S2213-8587(14)70121-4
9 Katz J Lee AC Kozuki N et al Mortality risk in preterm and small-for-gestational-age infants in low-income and middle-income countriesa pooled country analysis Lancet 2013 382 417ndash25
10 Lee ACC Katz J Blencowe H et al National and regional estimates ofterm and preterm babies born small for gestational age in138 low-income and middle-income countries in 2010Lancet Global Health 2013 1 e26ndashe36
11 Black RE Victora CG Walker SP et al Maternal and childundernutrition and overweight in low-income and middle-incomecountries Lancet 2013 382 427ndash51
12 Villar J Papageorghiou AT Knight HE et al The preterm birthsyndrome a prototype phenotypic classification Am J Obstet Gynecol 2012 206 119ndash23
13 Eskenazi B Bradman A Finkton D et al A rapid questionnaireassessment of environmental exposures to pregnant women in theINTERGROWTH-21st Project BJOG 2013 120 (suppl 2) 129ndash38
14 Costeloe KL Hennessy EM Haider S Stacey F Marlow N Draper ESShort term outcomes after extreme preterm birth in Englandcomparison of two birth cohorts in 1995 and 2006 (the EPICurestudies) BMJ 2012 345 e7976
15 McDonald SJ Middleton P Dowswell T Morris PS Effect of timingof umbilical cord clamping of term infants on maternal and neonataloutcomes Cochrane Database Syst Rev 2013 7 CD004074
16 Rabe H Diaz-Rossello JL Duley L Dowswell T Effect of timing ofumbilical cord clamping and other strategies to influence placental
transfusion at preterm birth on maternal and infant outcomesCochrane Database Syst Rev 2012 8 CD003248
17 Cheikh Ismail L Knight H Bhutta Z et al Anthropometric protocolsfor the construction of new international fetal and newborn growthstandards the INTERGROWTH-21st Project BJOG 2013120 (suppl 2) 42ndash47
18 de Onis M Onyango AW Van den Broeck J Chumlea WCMartorell R Measurement and standardization protocols foranthropometry used in the construction of a new international growthreference Food Nutr Bull 2004 25 (suppl) S27ndash36
19 Cheikh Ismail L Knight H Ohuma E et al Anthropometricstandardisation and quality control protocols for the construction ofnew international fetal and newborn growth standards theINTERGROWTH-21st Project BJOG 2013 120 (suppl 2) 48ndash55
20 Bhutta Z Giuliani F Haroon A et al Standardisation of neonatalclinical practice BJOG 2013 120 (suppl 2) 56ndash63
21 Ohuma E Hoch L Cosgrove C et al Managing data for theinternational multicentre INTERGROWTH-21st Project BJOG 2013
120 (suppl 2) 64ndash70 22 Borghi E de Onis M Garza C et al Construction of the World Health
Organization child growth standards selection of methods forattained growth curves Stat Med 2006 25 247ndash65
23 Wright EM Royston PA Comparison of statistical methods forage-related reference intervals J R Stat Soc Ser A Stat Soc 1997160 47ndash69
24 Hynek M Approaches for constructing age-related reference intervalsand centile charts for fetal size Eur J Biomed Informatics 2010 6 51ndash60
25 Royston P Altman DG Regression using fractional polynomials ofcontinuous covariates parsimonious parametric modelling J R Stat Soc C Appl Stat 1994 43 429ndash67
26 Cole TJ Fitting smoothed centile curves to reference data J R Stat Soc Ser A 1988 151 385ndash418
27 Cole TJ Using the LMS method to measure skewness in the NCHSand Dutch National height standards Ann Hum Biol 1989 16 407ndash19
28 Cole TJ Green PJ Smoothing reference centile curves the LMSmethod and penalized likelihood Stat Med 1992 11 1305ndash19
29 Rigby RA Stasinopoulos DM Using the Box-Cox t distribution inGAMLSS to model skewness and kurtosis Stat Model 2006 6 209ndash29
30 Rigby RA Stasinopoulos DM Smooth centile curves for skewand kurtotic data modelled using the BoxndashCox power exponentialdistribution Stat Med 2004 23 3053ndash76
31 Rigby RA Stasinopoulos DM Generalized additive models forLocation Scale and Shape (GAMLSS) in R J Stat Soft 2007 23 1ndash46
32 Rigby RA Stasinopoulos DM Generalized additive models forlocation scale and shape Appl Statist 2005 54 507ndash54
33 Green PJ Silverman BW Nonparametric regression and generalizedlinear models a roughness penalty approach London Chapman andHall 1994
34 Eilers PHC Marx BD Flexible smoothing with B-splines andpenalties Statist Sci 1996 11 89ndash158
35 Akaike H A new look at the statistical model identificationIEEE Trans Automat Contr 1974 19 716ndash23
36 Jones MC Faddy MJ A skew extension of the t-distribution withapplications J R Stat Soc Series B Stat Methodol 2003 65 159ndash74
37 van Buuren S Fredriks M Worm plot a simple diagnostic device for
modelling growth reference curves Stat Med 2001 20 1259ndash77 38 Royston P Wright EM Goodness-of-fit statistics for age-specific
reference intervals Stat Med 2000 19 2943ndash62
39 R Development Core Team R a language and environment forstatistical computing R Foundation for Statistical Computing V 2008httpwwwR-projectorg (accessed June 30 2014)
40 de Onis M Update on the implementation of the WHO Child GrowthStandards World Rev Nutr Diet 2013 106 75ndash82
41 de Onis M Onyango A Borghi E et al Worldwide implementation ofthe WHO Child Growth Standards Public Health Nutr 201215 1603ndash10
42 Ferdynus C Quantin C Abrahamowicz M et al Can birth weightstandards based on healthy populations improve the identification ofsmall-for-gestational-age newborns at risk of adverse neonataloutcomes Pediatrics 2009 123 723ndash30
43 Bertino E Milani S Fabris C et al Neonatal anthropometric chartswhat they are what they are not Arch Dis Child Fetal Neonatal Ed2007 92 F7-F10
44 Bertino E Giuliani F Occhi L et al Benchmarking neonatalanthropometric charts published in the last decadeArch Dis Child Fetal Neonatal Ed 2009 94 F233
45 Zeitlin J Szamotulska K Drewniak N et al Preterm birth time trendsin Europe a study of 19 countries BJOG 2013 120 1356ndash65
46 Villar J Valladares E Wojdyla D et al Caesarean delivery rates andpregnancy outcomes the 2005 WHO global survey on maternal andperinatal health in Latin America Lancet 2006 367 1819ndash29
47 Villar J Knight HE de Onis M et al Conceptual issues related to theconstruction of prescriptive standards for the evaluation of postnatalgrowth of preterm infants Arch Dis Child 2010 95 1034ndash38
48 Kramer MS Born too small or too soon Lancet Global Health 20131 e7ndashe8
49 Salomon LJ Bernard JP Ville Y Estimation of fetal weight referencerange at 20ndash36 weeksrsquo gestation and comparison with actualbirth-weight reference range Ultrasound Obstet Gynecol 200729 550ndash55
50 WHO Multicentre Growth Reference Study Group Enrolment andbaseline characteristics in the WHO Multicentre Growth ReferenceStudy Acta Paediatr Suppl 2006 450 7ndash15
51 Martorell R Zongrone A Intergenerational influences on childgrowth and undernutrition Paediatr Perinat Epidemiol 201226 (suppl 1) 302ndash14
52 Victora CG de Onis M Hallal PC Blossner M Shrimpton RWorldwide timing of growth faltering revisiting implications forinterventions Pediatrics 2010 125 e473ndash80
53 Papageorghiou AT Ohuma EO Altman DG et al Internationalstandards for fetal growth based on serial ultrasound measurementsthe Fetal Growth Longitudinal Study of the INTERGROWTH-21stProject Lancet 2014 384 869ndash79
54 Papageorghiou AT Kennedy SH Salomon LJ et al Internationalstandards for early fetal size and pregnancy dating based onultrasound measurement of crown-rump length in the first trimesterUltrasound Obstet Gynecol 2014 published online July 8 DOI101002uog13448
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Vol 384 September 6 2014 865
Because some variability existed in the number of
women that each study site contributed to the totalpopulation we did predetermined sensitivity analyses toassess the effects of excluding country-specific data onour overall standards These separate exclusions had anegligible effect
DiscussionThe INTERGROWTH-21st Project aimed to produce forthe first time (panel) international standards fornewborn size for each gestational age based on data fromits NCSS subpopulation which conformed at populationand individual levels to the prescriptive approach used inthe WHO MGRS3 These new standards are consideredto be a conceptual and practical link to WHO Child
Growth Standards which have been adopted by morethan 125 countries worldwide4041 They will bridge gaps inclinical and population assessments42 for fetusesneonatal babies and infants through provision of similarinstruments to monitor child growth seamlessly fromearly pregnancy to age 5 years and to screen for stuntingand wasting Later in 2014 we will provide on The Lancet rsquoswebsite and through the INTERGROWTH-21st Projectwebsite and the Global Health Network software forclinical and epidemiological use free of charge includingan app to calculate Z scores and centiles
We believe these standards are unique because in thestudy protocol we deliberately addressed most of theimportant limitations that were previously identified4344 First the standards are prescriptivemdashie they describeoptimum size in newborn infants without congenitalabnormalitiesmdashwhereas reference charts describe onlynewborn infant size at a given place and time whichmight be several decades in the past Thus thestandards were constructed with use of data collectedspecifically for that purpose from populations selectedon the basis of their socioeconomic health andnutritional status creating a low-risk environment forfetal growth impairment Second the standards arepopulation-based multiethnic multicountry andsex-specific and they arise from a prospective study Wehave shown (using several analytical strategies) that the
eight populations were consistently similar and couldbe pooled to create the standards8 Third severalprocesses were applied across all eight study sitesmdasheguniform research methods and one protocol forgestational age estimation by ultrasound for allparticipants plus standardised identical equipmenttraining a centralised electronic data managementsystem and close monitoring of staff which to ourknowledge have never before been attempted inperinatal research Fourth the analytical approachfollowed that of the WHO MGRS in terms of how topresent the observed and smoothed data and explorethe best fitting model with an a-priori strategy 22 Thedata are reported according to completed weeks ofgestation (WHO ICD-10) as smoothed centiles which
were shown to be consistent with the raw data
increasing confidence in the curves that we producedFifth we present centiles for birthweight length andhead circumference by sex and gestational age based ona prescriptive approach that are integrated with thecorresponding fetal growth standards
This prescriptive approach required us to selectpopulations at low risk of fetal growth impairment andwithin these populations select healthy well-nourishedwomen who were receiving adequate antenatal care andwhose pregnancies were not complicated by any majorclinical problems The samples represented 34middot6 of thetotal NCSS population indicating that we did not select agroup with low external validity to the populations inwhich the standards will be used Nevertheless the study
population did have a very low rate (5middot5) of pretermbirth (births before 37 weeks of gestation) mostlyconsisting of late preterm birthsmdashie after 34 weeks ofgestation and before 37 weeks of gestation and a very lowrate of low birthweight in term babies (3middot2) Thepreterm birth rate in our study is similar to that recentlyreported for European countries45 providing furtherevidence that our study population was genuinely low-risk The caesarean section rate noted in these populationsis higher than would be expected for their level of riskbut it is consistent with worldwide trends46
The women whose babies contributed to the constructionof the standards reported here were selected on the basisthat they were living in environments in which exposure torisk factors known to affect fetal growth was as low as
Panel Research in context
Systematic review
We did a systematic review of all charts and references published since 1990 that aimed to
evaluate anthropometric measures of newborn infants We searched PubMed Medline
Embase CINAHL LILACS and Google Scholar using MeSH terms related to infants at birth
(ldquoneonaterdquo OR ldquonewbornrdquo OR ldquofetal growthrdquo OR ldquointrauterine growthrdquo) anthropometric
variables (ldquoweightrdquo OR ldquolengthrdquo OR ldquohead circumferencerdquo OR ldquoBMIrdquo OR ldquoponderal indexrdquo)
distribution of the variable (ldquopercentilesrdquo OR ldquocentilesrdquo OR ldquocurvesrdquo OR ldquochartsrdquo) and
ldquogestational agerdquo while omitting ldquovelocityrdquo to exclude longitudinal fetal growth studies
We examined the references of retrieved full-text articles for additional articles We
included studies published between Jan 1 1990 and Dec 31 2012 (updated up to April2014) with the main aim of creating neonatal anthropometric charts No language
restriction was applied We identified 104 relevant studies of varying quality and size (data
not shown) The substantial methodological heterogeneity and the large number of charts
available complicate the clinical assessment of a newborn infantrsquos nutritional status and
make comparisons diffi cult across populations Therefore international standards for
newborn size were needed
Interpretation
We present international sex-specific standards for weight length and head circumference
for gestational age at birth that complement the available WHO Child Growth Standards
and allow comparisons across populations The international standard for length at birth
for gestational age in particular when incorporated into routine neonatal care will provide
a method for the early diagnosis of stunting which can be then be monitored during
infancy and childhood using the corresponding WHO Child Growth Standards
For the Global Health Network
website see httptghnorg
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Articles
866 wwwthelancetcom
Vol 384 September 6 2014
possible and that they themselves were healthy non-obese
and without any factors or disorders that would affect fetalgrowth Hence the standards characterise optimum fetalgrowthmdashie they describe how fetuses everywhere shouldgrow when there are minimum constraints The standardsare universal and independent of time they are notintended to be representative of a given population orregion at a given time as opposed to a reference and theycan be used to assess the size of newborn infantsirrespective of ethnicity locality socioeconomic status orhealth-care provision The standards complement theWHO Child Growth Standards which were also derivedfrom six populations of babies born to healthynon-smoking women with low rates of obesity3
A shortcoming of studying such a low-risk group is that
there were relatively few early preterm births despite thelarge sample size hence we had to limit the range of thestandards by setting the lower limit of the curves to thoseborn at 33 weeks of gestation It might not be feasible toconstruct standards for very preterm newborn infants(lt33 weeks of gestation) using such a strictly definedsubpopulation of preterm babies who are at higher risk ofintrauterine growth restriction and other major pregnancyand neonatal complications We have discussed this issuepreviously47 in the context of how to select a pretermpopulation for the construction of postnatal growthstandardsmdashie which baby could be considered a healthypreterm We have recommended criteria to selectuncomplicated preterm birthsmdashie those without severeneonatal disorders (other than those expectedphysiologically because of their degree of immaturity)mdashtoconstruct a reference chart for healthy very pretermnewborn infants
With regard to implementation of the new standardstwo limitations have to be considered that apply to anyevaluation of size the cross-sectional nature of the studypopulation and the use of statistics-based cutoff points todefine small-for-gestational-age babies rather thanimpaired fetal growth These limitations are moreapparent when using birthweight alone or when assessingpreterm birth for which present reference charts arereported to have poorer sensitivity for the detection of
small-for-gestational age babies than for the assessmentof term babies48 There is no ideal solutionmdashbecause weare constructing size (rather than growth) standards eachchild was only measured at birth For babies at gestationalages less than 33 weeks a complementary clinicalapproach would be to estimate fetal weight at eachgestational age by ultrasound examination of well datedhealthy pregnant women whose fetuses remained inutero until term This strategy would allow constructionof estimated fetal weight charts for healthy preterminfants and allow comparisons between the estimatedfetal weight by ultrasound and the actual newborn weightmeasured for healthy preterm births49 Such analyses arebeing done with the dataset and will be the subject of afuture report We have provided several centiles and will
provide corresponding equations and Z scores to calculate
others as needed The decision about which cutoff pointto use depends on several issues related to the clinicalresources available for local care or referral of at-risknewborn babies and to risk factors associated with thepopulation where the standards are used Thesestatistic-based cutoffs ideally should be replaced byperinatal risk-based cutoff points so as to design anevidence-based triage for neonatal care
Comparisons with local reference charts currently in useare very diffi cult because not only are there a large numberof them (we identified 104 in our systematic review) butthey have methodological limitations including poorstandardisation of equipment and measurement methodsused in the primary outcome variables the unreliability of
gestational age estimates and unselected populationsstudied In addition our international standards are notintended for comparison with these references but tocomplement the WHO Child Growth Standards3 whichstart at birth but only include term newborn infantsmdashiethey are not gestational age specific at birth Adoption ofthe international standards presented here is likely to affectglobal estimates of the number of babies who are small forgestational age but assessment of the direction and size ofthese changes is beyond the scope of this Article
A key conceptual and practical issue was to show that thepopulations in INTERGROWTH-21st Project and WHOChild Growth Standards34 were comparable Thiscomparability was to be expected because we selected thegroups using the same population and individual criteriaand we used the same methods and equipment for allmeasurements and analyses Therefore it is important toemphasise that when the two studies overlap (ie termnewborn infants) the means and SDs for the mainanthropometric measures are almost identicalmdashthe meanbirthweight of babies older than 37 weeks of gestation inour study population was 3middot3 (0middot5) kg and it was 3middot3 (0middot5)kg in the WHO MGRS50 The data for the mean length inour population was 49middot3 cm (1middot8 cm) and 49middot5 cm(1middot9 cm) in WHOrsquos population50 For head circumferencethe mean and SD in our study was 33middot9 (1middot3) cm versus34middot2 (1middot3) cm in the MGRS50
Finally the international standard for length at birth forgestational age incorporates for the first time into routineneonatal care a method for the early diagnosis of stuntingthat can be then monitored during infancy and childhoodusing the corresponding WHO Child Growth StandardsThis strategy is in the context of the global efforts toreduce stunting during the first 1000 days a recognisedimportant period for growth and development5152 Thisprocedure will need some adaptation to the routine care ofnewborn infants but our extensive experience ofmeasuring newborn length supports its feasibility Severalglobal initiatives now focus on improving nutrition formothers and infants in the first 1000 days of life (fromconception to 2 years of age) Therefore robustinternational methods are needed to monitor growth and
7212019 International Standards for Newborn Weight Length And Head Circumference by Gestational Age and Sex the Nehellip
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Articles
wwwthelancetcom
Vol 384 September 6 2014 867
in particular screen for stunting as early as possible The
present newborn international standards together withthe fetal growth standards that are also being published5354
provide gestational-age specific standards at birth that canbe used before the WHO standards become relevant Thisstrategy allows the size and growth of fetuses and babiesto be monitored worldwide in individuals andpopulations across the first 1000 days of life usingessentially the same instruments
Contributors
JV and SHK conceptualised and designed the INTERGROWTH-21 st Project JV SHK DGA and AJN prepared the original protocol with laterinput from ATP LCI FCB and ZAB JV ATP LCI AL andZAB supervised and coordinated the projectrsquos overall undertakingEOO DGA FCB and CGV did data management and analysis incollaboration with JV RP FCB MC YAJ EB MGG MP and IOF
collaborated in the overall project and implemented it in their respectivecountries CC and LCI led the quality control of the anthropometriccomponent of the project JV and SK wrote the report with input from allcoauthors All coauthors read the report and made suggestions on itscontent
Members of the International Fetal and Newborn Growth Consortium for the
21st Century (INTERGROWTH-21st) and its Committees
Scientific Advisory Committee M Katz (Chair from January 2011)M K Bhan C Garza S Zaidi A Langer P M Rothwell (from February2011) Sir D Weatherall (Chair until December 2010) Steering CommitteeZ A Bhutta (Chair) J Villar (Principal Investigator) S Kennedy(Project Director) D G Altman F C Barros E Bertino F BurtonM Carvalho L Cheikh Ismail W C Chumlea M G Gravett Y A JafferA Lambert P Lumbiganon J A Noble R Y Pang A T PapageorghiouM Purwar J Rivera C G Victora Executive Committee J Villar (Chair)D G Altman Z A Bhutta L Cheikh Ismail S Kennedy A LambertJ A Noble A T Papageorghiou Project Co-ordinating Unit J Villar (Head)
S Kennedy L Cheikh Ismail A Lambert A T Papageorghiou M ShortenL Hoch (until May 2011) H E Knight (until August 2011) E O Ohuma(from September 2010) C Cosgrove (from July 2011) I Blakey (fromMarch 2011) Data Analysis Group D G Altman (Head) E O OhumaJ Villar Data Management Group D G Altman (Head) F RosemanN Kunnawar S H Gu J H Wang M H Wu M DominguesP Gilli L Juodvirsiene L Hoch (until May 2011) N Musee (untilJune 2011) H Al-Jabri (until October 2010) S Waller (until June 2011)C Cosgrove (from July 2011) D Muninzwa (from October 2011)E O Ohuma (from September 2010) D Yellappan (from November 2010)A Carter (from July 2011) D Reade (from June 2012) R Miller (from June2012) Ultrasound Group A T Papageorghiou (Head) L Salomon (Seniorexternal adviser) A Leston A Mitidieri F Al-Aamri W Paulsene J SandeW K S Al-Zadjali C Batiuk S Bornemeier M Carvalho M DigheP Gaglioti N Jacinta S Jaiswal J A Noble K Oas M Oberto E OlearoM G Owende J Shah S Sohoni T Todros M Venkataraman S VinayakL Wang D Wilson Q Q Wu S Zaidi Y Zhang P Chamberlain
(until September 2012) D Danelon (until July 2010) I Sarris (untilJune 2010) J Dhami (until July 2011) C Ioannou (until February 2012)C L Knight (from October 2010) R Napolitano (from July 2011)S Wanyonyi (from May 2012) C Pace (from January 2011) V Mkrtychyan(from June 2012) Anthropometry Group L Cheikh Ismail (Head)W C Chumlea (Senior external adviser) F Al-Habsi Z A Bhutta A CarterM Alija J M Jimenez-Bustos J Kizidio F Puglia N KunnawarH Liu S Lloyd D Mota R Ochieng C Rossi M Sanchez Luna Y J ShenH E Knight (until August 2011) D A Rocco (from June 2012)I O Frederick (from June 2012) Neonatal Group Z A Bhutta (Head)E Albernaz M Batra B A Bhat E Bertino P Di Nicola F GiulianiI Rovelli K McCormick R Ochieng R Y Pang V Paul V RajanA Wilkinson A Varalda (from September 2012) Environmental HealthGroup B Eskenazi (Head) L A Corra H Dolk J Golding A MatijasevichT de Wet J J Zhang A Bradman D Finkton O Burnham F Farhi
Participating countries and local investigators
Brazil F C Barros (Principal Investigator) M Domingues S FonsecaA Leston A Mitidieri D Mota IK Sclowitz M F da Silveira
China R Y Pang (Principal Investigator) Y P He Y Pan Y J ShenM H Wu Q Q Wu J H Wang Y Yuan Y Zhang India M Purwar
(Principal Investigator) A Choudhary S Choudhary S DeshmukhD Dongaonkar M Ketkar V Khedikar N Kunnawar C Mahorkar I MulikK Saboo C Shembekar A Singh V Taori K Tayade A Somani Italy E Bertino (Principal Investigator) P Di Nicola M Frigerio G Gilli P GilliM Giolito F Giuliani M Oberto L Occhi C Rossi I Rovelli F SignorileT Todros Kenya W Stones and M Carvalho (Co-principal Investigators)J Kizidio R Ochieng J Shah S Vinayak N Musee (until June 2011)C Kisiangrsquoani (until July 2011) D Muninzwa (from August 2011) OmanY A Jaffer (Principal Investigator) J Al-Abri J Al-Abduwani F M Al-HabsiH Al-Lawatiya B Al-Rashidiya W K S Al-Zadjali F R JuangcoM Venkataraman H Al-Jabri (until October 2010) D Yellappan (fromNovember 2010) UK S Kennedy (Principal Investigator) L Cheikh IsmailA T Papageorghiou F Roseman A Lambert E O Ohuma S LloydR Napolitano (from July 2011) C Ioannou (until February 2012) I Sarris(until June 2010) USA M G Gravett (Principal Investigator) C BatiukM Batra S Bornemeier M Dighe K Oas W Paulsene D WilsonI O Frederick H F Andersen S E Abbott A A Carter H Algren D A Rocco
T K Sorensen D Enquobahrie S Waller (until June 2011)
Declaration of interests
We declare no competing interests
Acknowledgments
The study was supported by a grant (49038) from the Bill amp Melinda GatesFoundation to the University of Oxford We thank the Health Authoritiesin Pelotas Brazil Beijing China Nagpur India Turin Italy NairobiKenya Muscat Oman Oxford UK and Seattle WA USA who helpedwith the project by allowing participation of these study sites ascollaborating centres We thank Philips Healthcare for providing theultrasound equipment and technical assistance throughout the project andMedSciNet UK for setting up the INTERGROWTH-21 st website and forthe development maintenance and support of the online datamanagement system We also thank the parents and infants whoparticipated in the studies and the more than 200 members of theresearch teams who made the implementation of this project possible
The participating hospitals included Brazil Pelotas (Hospital MiguelPiltcher Hospital Satildeo Francisco de Paula Santa Casa de Misericoacuterdia dePelotas and Hospital Escola da Universidade Federal de Pelotas) ChinaBeijing (Beijing Obstetrics and Gynecology Hospital Shunyi Maternal andChild Health Centre and Shunyi General Hospital) India Nagpur (KetkarHospital Avanti Institute of Cardiology Avantika Hospital GurukrupaMaternity Hospital Mulik Hospital and Research Centre NandlokHospital Om Womenrsquos Hospital Renuka Hospital and Maternity HomeSaboo Hospital Brajmonhan Taori Memorial Hospital and SomaniNursing Home) Kenya Nairobi (Aga Khan University Hospital MP ShahHospital and Avenue Hospital) Italy Turin (Ospedale Infantile ReginaMargherita Santrsquo Anna and Azienda Ospedaliera Ordine Mauriziano)Oman Muscat (Khoula Hospital Royal Hospital Wattayah Obstetrics andGynaecology Poly Clinic Wattayah Health Centre Ruwi Health CentreAl-Ghoubra Health Centre and Al-Khuwair Health Centre) UK Oxford(John Radcliffe Hospital) and USA Seattle (University of WashingtonHospital Swedish Hospital and Providence Everett Hospital) Full
acknowledgment of all those who contributed to the development ofINTERGROWTH-21st Project are online and in the appendix
References 1 WHO Physical status the use and interpretation of anthropometry
Report of a WHO Expert Committee World Health Organ Tech Rep Ser 1995 854 1ndash452
2 de Onis M Habicht JP Anthropometric reference data forinternational use recommendations from a World HealthOrganization Expert Committee Am J Clin Nutr 1996 64 650ndash58
3 de Onis M Garza C Victora CG Onyango AW Frongillo EAMartines J The WHO Multicentre Growth Reference Studyplanning study design and methodology Food Nutr Bull 200425 (suppl) S15ndash26
4 de Onis M Garza C Onyango AW Martorell R WHO Child GrowthStandards Acta Paediatr 2006 450 1ndash101
5 de Onis M Onyango A Borghi E et al Worldwide implementation ofthe WHO Child Growth Standards Public Health Nutr 2012
15 1603ndash10
For the full list see httpwww
intergrowth21orguk
See Online for appendix
7212019 International Standards for Newborn Weight Length And Head Circumference by Gestational Age and Sex the Nehellip
httpslidepdfcomreaderfullinternational-standards-for-newborn-weight-length-and-head-circumference 1212
Articles
6 Garza C de Onis M Rationale for developing a new internationalgrowth reference Food Nutr Bull 2004 25 (suppl) S5ndash14
7 Villar J Altman DG Purwar M et al The objectives design andimplementation of the INTERGROWTH-21st Project BJOG 2013120 (suppl 2) 9ndash26
8 Villar J Papageorghiou AT Pang R et al for the International Fetaland Newborn Growth Consortium for the 21st Century(INTERGROWTH-21st) The likeness of fetal growth and newbornsize across non-isolated populations in the INTERGROWTH-21st Project the Fetal Growth Longitudinal Study and Newborn Cross-Sectional Study Lancet Diabetes Endocrinol 2014 published onlineJuly 4 httpdxdoiorg101016S2213-8587(14)70121-4
9 Katz J Lee AC Kozuki N et al Mortality risk in preterm and small-for-gestational-age infants in low-income and middle-income countriesa pooled country analysis Lancet 2013 382 417ndash25
10 Lee ACC Katz J Blencowe H et al National and regional estimates ofterm and preterm babies born small for gestational age in138 low-income and middle-income countries in 2010Lancet Global Health 2013 1 e26ndashe36
11 Black RE Victora CG Walker SP et al Maternal and childundernutrition and overweight in low-income and middle-incomecountries Lancet 2013 382 427ndash51
12 Villar J Papageorghiou AT Knight HE et al The preterm birthsyndrome a prototype phenotypic classification Am J Obstet Gynecol 2012 206 119ndash23
13 Eskenazi B Bradman A Finkton D et al A rapid questionnaireassessment of environmental exposures to pregnant women in theINTERGROWTH-21st Project BJOG 2013 120 (suppl 2) 129ndash38
14 Costeloe KL Hennessy EM Haider S Stacey F Marlow N Draper ESShort term outcomes after extreme preterm birth in Englandcomparison of two birth cohorts in 1995 and 2006 (the EPICurestudies) BMJ 2012 345 e7976
15 McDonald SJ Middleton P Dowswell T Morris PS Effect of timingof umbilical cord clamping of term infants on maternal and neonataloutcomes Cochrane Database Syst Rev 2013 7 CD004074
16 Rabe H Diaz-Rossello JL Duley L Dowswell T Effect of timing ofumbilical cord clamping and other strategies to influence placental
transfusion at preterm birth on maternal and infant outcomesCochrane Database Syst Rev 2012 8 CD003248
17 Cheikh Ismail L Knight H Bhutta Z et al Anthropometric protocolsfor the construction of new international fetal and newborn growthstandards the INTERGROWTH-21st Project BJOG 2013120 (suppl 2) 42ndash47
18 de Onis M Onyango AW Van den Broeck J Chumlea WCMartorell R Measurement and standardization protocols foranthropometry used in the construction of a new international growthreference Food Nutr Bull 2004 25 (suppl) S27ndash36
19 Cheikh Ismail L Knight H Ohuma E et al Anthropometricstandardisation and quality control protocols for the construction ofnew international fetal and newborn growth standards theINTERGROWTH-21st Project BJOG 2013 120 (suppl 2) 48ndash55
20 Bhutta Z Giuliani F Haroon A et al Standardisation of neonatalclinical practice BJOG 2013 120 (suppl 2) 56ndash63
21 Ohuma E Hoch L Cosgrove C et al Managing data for theinternational multicentre INTERGROWTH-21st Project BJOG 2013
120 (suppl 2) 64ndash70 22 Borghi E de Onis M Garza C et al Construction of the World Health
Organization child growth standards selection of methods forattained growth curves Stat Med 2006 25 247ndash65
23 Wright EM Royston PA Comparison of statistical methods forage-related reference intervals J R Stat Soc Ser A Stat Soc 1997160 47ndash69
24 Hynek M Approaches for constructing age-related reference intervalsand centile charts for fetal size Eur J Biomed Informatics 2010 6 51ndash60
25 Royston P Altman DG Regression using fractional polynomials ofcontinuous covariates parsimonious parametric modelling J R Stat Soc C Appl Stat 1994 43 429ndash67
26 Cole TJ Fitting smoothed centile curves to reference data J R Stat Soc Ser A 1988 151 385ndash418
27 Cole TJ Using the LMS method to measure skewness in the NCHSand Dutch National height standards Ann Hum Biol 1989 16 407ndash19
28 Cole TJ Green PJ Smoothing reference centile curves the LMSmethod and penalized likelihood Stat Med 1992 11 1305ndash19
29 Rigby RA Stasinopoulos DM Using the Box-Cox t distribution inGAMLSS to model skewness and kurtosis Stat Model 2006 6 209ndash29
30 Rigby RA Stasinopoulos DM Smooth centile curves for skewand kurtotic data modelled using the BoxndashCox power exponentialdistribution Stat Med 2004 23 3053ndash76
31 Rigby RA Stasinopoulos DM Generalized additive models forLocation Scale and Shape (GAMLSS) in R J Stat Soft 2007 23 1ndash46
32 Rigby RA Stasinopoulos DM Generalized additive models forlocation scale and shape Appl Statist 2005 54 507ndash54
33 Green PJ Silverman BW Nonparametric regression and generalizedlinear models a roughness penalty approach London Chapman andHall 1994
34 Eilers PHC Marx BD Flexible smoothing with B-splines andpenalties Statist Sci 1996 11 89ndash158
35 Akaike H A new look at the statistical model identificationIEEE Trans Automat Contr 1974 19 716ndash23
36 Jones MC Faddy MJ A skew extension of the t-distribution withapplications J R Stat Soc Series B Stat Methodol 2003 65 159ndash74
37 van Buuren S Fredriks M Worm plot a simple diagnostic device for
modelling growth reference curves Stat Med 2001 20 1259ndash77 38 Royston P Wright EM Goodness-of-fit statistics for age-specific
reference intervals Stat Med 2000 19 2943ndash62
39 R Development Core Team R a language and environment forstatistical computing R Foundation for Statistical Computing V 2008httpwwwR-projectorg (accessed June 30 2014)
40 de Onis M Update on the implementation of the WHO Child GrowthStandards World Rev Nutr Diet 2013 106 75ndash82
41 de Onis M Onyango A Borghi E et al Worldwide implementation ofthe WHO Child Growth Standards Public Health Nutr 201215 1603ndash10
42 Ferdynus C Quantin C Abrahamowicz M et al Can birth weightstandards based on healthy populations improve the identification ofsmall-for-gestational-age newborns at risk of adverse neonataloutcomes Pediatrics 2009 123 723ndash30
43 Bertino E Milani S Fabris C et al Neonatal anthropometric chartswhat they are what they are not Arch Dis Child Fetal Neonatal Ed2007 92 F7-F10
44 Bertino E Giuliani F Occhi L et al Benchmarking neonatalanthropometric charts published in the last decadeArch Dis Child Fetal Neonatal Ed 2009 94 F233
45 Zeitlin J Szamotulska K Drewniak N et al Preterm birth time trendsin Europe a study of 19 countries BJOG 2013 120 1356ndash65
46 Villar J Valladares E Wojdyla D et al Caesarean delivery rates andpregnancy outcomes the 2005 WHO global survey on maternal andperinatal health in Latin America Lancet 2006 367 1819ndash29
47 Villar J Knight HE de Onis M et al Conceptual issues related to theconstruction of prescriptive standards for the evaluation of postnatalgrowth of preterm infants Arch Dis Child 2010 95 1034ndash38
48 Kramer MS Born too small or too soon Lancet Global Health 20131 e7ndashe8
49 Salomon LJ Bernard JP Ville Y Estimation of fetal weight referencerange at 20ndash36 weeksrsquo gestation and comparison with actualbirth-weight reference range Ultrasound Obstet Gynecol 200729 550ndash55
50 WHO Multicentre Growth Reference Study Group Enrolment andbaseline characteristics in the WHO Multicentre Growth ReferenceStudy Acta Paediatr Suppl 2006 450 7ndash15
51 Martorell R Zongrone A Intergenerational influences on childgrowth and undernutrition Paediatr Perinat Epidemiol 201226 (suppl 1) 302ndash14
52 Victora CG de Onis M Hallal PC Blossner M Shrimpton RWorldwide timing of growth faltering revisiting implications forinterventions Pediatrics 2010 125 e473ndash80
53 Papageorghiou AT Ohuma EO Altman DG et al Internationalstandards for fetal growth based on serial ultrasound measurementsthe Fetal Growth Longitudinal Study of the INTERGROWTH-21stProject Lancet 2014 384 869ndash79
54 Papageorghiou AT Kennedy SH Salomon LJ et al Internationalstandards for early fetal size and pregnancy dating based onultrasound measurement of crown-rump length in the first trimesterUltrasound Obstet Gynecol 2014 published online July 8 DOI101002uog13448
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7212019 International Standards for Newborn Weight Length And Head Circumference by Gestational Age and Sex the Nehellip
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Vol 384 September 6 2014
possible and that they themselves were healthy non-obese
and without any factors or disorders that would affect fetalgrowth Hence the standards characterise optimum fetalgrowthmdashie they describe how fetuses everywhere shouldgrow when there are minimum constraints The standardsare universal and independent of time they are notintended to be representative of a given population orregion at a given time as opposed to a reference and theycan be used to assess the size of newborn infantsirrespective of ethnicity locality socioeconomic status orhealth-care provision The standards complement theWHO Child Growth Standards which were also derivedfrom six populations of babies born to healthynon-smoking women with low rates of obesity3
A shortcoming of studying such a low-risk group is that
there were relatively few early preterm births despite thelarge sample size hence we had to limit the range of thestandards by setting the lower limit of the curves to thoseborn at 33 weeks of gestation It might not be feasible toconstruct standards for very preterm newborn infants(lt33 weeks of gestation) using such a strictly definedsubpopulation of preterm babies who are at higher risk ofintrauterine growth restriction and other major pregnancyand neonatal complications We have discussed this issuepreviously47 in the context of how to select a pretermpopulation for the construction of postnatal growthstandardsmdashie which baby could be considered a healthypreterm We have recommended criteria to selectuncomplicated preterm birthsmdashie those without severeneonatal disorders (other than those expectedphysiologically because of their degree of immaturity)mdashtoconstruct a reference chart for healthy very pretermnewborn infants
With regard to implementation of the new standardstwo limitations have to be considered that apply to anyevaluation of size the cross-sectional nature of the studypopulation and the use of statistics-based cutoff points todefine small-for-gestational-age babies rather thanimpaired fetal growth These limitations are moreapparent when using birthweight alone or when assessingpreterm birth for which present reference charts arereported to have poorer sensitivity for the detection of
small-for-gestational age babies than for the assessmentof term babies48 There is no ideal solutionmdashbecause weare constructing size (rather than growth) standards eachchild was only measured at birth For babies at gestationalages less than 33 weeks a complementary clinicalapproach would be to estimate fetal weight at eachgestational age by ultrasound examination of well datedhealthy pregnant women whose fetuses remained inutero until term This strategy would allow constructionof estimated fetal weight charts for healthy preterminfants and allow comparisons between the estimatedfetal weight by ultrasound and the actual newborn weightmeasured for healthy preterm births49 Such analyses arebeing done with the dataset and will be the subject of afuture report We have provided several centiles and will
provide corresponding equations and Z scores to calculate
others as needed The decision about which cutoff pointto use depends on several issues related to the clinicalresources available for local care or referral of at-risknewborn babies and to risk factors associated with thepopulation where the standards are used Thesestatistic-based cutoffs ideally should be replaced byperinatal risk-based cutoff points so as to design anevidence-based triage for neonatal care
Comparisons with local reference charts currently in useare very diffi cult because not only are there a large numberof them (we identified 104 in our systematic review) butthey have methodological limitations including poorstandardisation of equipment and measurement methodsused in the primary outcome variables the unreliability of
gestational age estimates and unselected populationsstudied In addition our international standards are notintended for comparison with these references but tocomplement the WHO Child Growth Standards3 whichstart at birth but only include term newborn infantsmdashiethey are not gestational age specific at birth Adoption ofthe international standards presented here is likely to affectglobal estimates of the number of babies who are small forgestational age but assessment of the direction and size ofthese changes is beyond the scope of this Article
A key conceptual and practical issue was to show that thepopulations in INTERGROWTH-21st Project and WHOChild Growth Standards34 were comparable Thiscomparability was to be expected because we selected thegroups using the same population and individual criteriaand we used the same methods and equipment for allmeasurements and analyses Therefore it is important toemphasise that when the two studies overlap (ie termnewborn infants) the means and SDs for the mainanthropometric measures are almost identicalmdashthe meanbirthweight of babies older than 37 weeks of gestation inour study population was 3middot3 (0middot5) kg and it was 3middot3 (0middot5)kg in the WHO MGRS50 The data for the mean length inour population was 49middot3 cm (1middot8 cm) and 49middot5 cm(1middot9 cm) in WHOrsquos population50 For head circumferencethe mean and SD in our study was 33middot9 (1middot3) cm versus34middot2 (1middot3) cm in the MGRS50
Finally the international standard for length at birth forgestational age incorporates for the first time into routineneonatal care a method for the early diagnosis of stuntingthat can be then monitored during infancy and childhoodusing the corresponding WHO Child Growth StandardsThis strategy is in the context of the global efforts toreduce stunting during the first 1000 days a recognisedimportant period for growth and development5152 Thisprocedure will need some adaptation to the routine care ofnewborn infants but our extensive experience ofmeasuring newborn length supports its feasibility Severalglobal initiatives now focus on improving nutrition formothers and infants in the first 1000 days of life (fromconception to 2 years of age) Therefore robustinternational methods are needed to monitor growth and
7212019 International Standards for Newborn Weight Length And Head Circumference by Gestational Age and Sex the Nehellip
httpslidepdfcomreaderfullinternational-standards-for-newborn-weight-length-and-head-circumference 1112
Articles
wwwthelancetcom
Vol 384 September 6 2014 867
in particular screen for stunting as early as possible The
present newborn international standards together withthe fetal growth standards that are also being published5354
provide gestational-age specific standards at birth that canbe used before the WHO standards become relevant Thisstrategy allows the size and growth of fetuses and babiesto be monitored worldwide in individuals andpopulations across the first 1000 days of life usingessentially the same instruments
Contributors
JV and SHK conceptualised and designed the INTERGROWTH-21 st Project JV SHK DGA and AJN prepared the original protocol with laterinput from ATP LCI FCB and ZAB JV ATP LCI AL andZAB supervised and coordinated the projectrsquos overall undertakingEOO DGA FCB and CGV did data management and analysis incollaboration with JV RP FCB MC YAJ EB MGG MP and IOF
collaborated in the overall project and implemented it in their respectivecountries CC and LCI led the quality control of the anthropometriccomponent of the project JV and SK wrote the report with input from allcoauthors All coauthors read the report and made suggestions on itscontent
Members of the International Fetal and Newborn Growth Consortium for the
21st Century (INTERGROWTH-21st) and its Committees
Scientific Advisory Committee M Katz (Chair from January 2011)M K Bhan C Garza S Zaidi A Langer P M Rothwell (from February2011) Sir D Weatherall (Chair until December 2010) Steering CommitteeZ A Bhutta (Chair) J Villar (Principal Investigator) S Kennedy(Project Director) D G Altman F C Barros E Bertino F BurtonM Carvalho L Cheikh Ismail W C Chumlea M G Gravett Y A JafferA Lambert P Lumbiganon J A Noble R Y Pang A T PapageorghiouM Purwar J Rivera C G Victora Executive Committee J Villar (Chair)D G Altman Z A Bhutta L Cheikh Ismail S Kennedy A LambertJ A Noble A T Papageorghiou Project Co-ordinating Unit J Villar (Head)
S Kennedy L Cheikh Ismail A Lambert A T Papageorghiou M ShortenL Hoch (until May 2011) H E Knight (until August 2011) E O Ohuma(from September 2010) C Cosgrove (from July 2011) I Blakey (fromMarch 2011) Data Analysis Group D G Altman (Head) E O OhumaJ Villar Data Management Group D G Altman (Head) F RosemanN Kunnawar S H Gu J H Wang M H Wu M DominguesP Gilli L Juodvirsiene L Hoch (until May 2011) N Musee (untilJune 2011) H Al-Jabri (until October 2010) S Waller (until June 2011)C Cosgrove (from July 2011) D Muninzwa (from October 2011)E O Ohuma (from September 2010) D Yellappan (from November 2010)A Carter (from July 2011) D Reade (from June 2012) R Miller (from June2012) Ultrasound Group A T Papageorghiou (Head) L Salomon (Seniorexternal adviser) A Leston A Mitidieri F Al-Aamri W Paulsene J SandeW K S Al-Zadjali C Batiuk S Bornemeier M Carvalho M DigheP Gaglioti N Jacinta S Jaiswal J A Noble K Oas M Oberto E OlearoM G Owende J Shah S Sohoni T Todros M Venkataraman S VinayakL Wang D Wilson Q Q Wu S Zaidi Y Zhang P Chamberlain
(until September 2012) D Danelon (until July 2010) I Sarris (untilJune 2010) J Dhami (until July 2011) C Ioannou (until February 2012)C L Knight (from October 2010) R Napolitano (from July 2011)S Wanyonyi (from May 2012) C Pace (from January 2011) V Mkrtychyan(from June 2012) Anthropometry Group L Cheikh Ismail (Head)W C Chumlea (Senior external adviser) F Al-Habsi Z A Bhutta A CarterM Alija J M Jimenez-Bustos J Kizidio F Puglia N KunnawarH Liu S Lloyd D Mota R Ochieng C Rossi M Sanchez Luna Y J ShenH E Knight (until August 2011) D A Rocco (from June 2012)I O Frederick (from June 2012) Neonatal Group Z A Bhutta (Head)E Albernaz M Batra B A Bhat E Bertino P Di Nicola F GiulianiI Rovelli K McCormick R Ochieng R Y Pang V Paul V RajanA Wilkinson A Varalda (from September 2012) Environmental HealthGroup B Eskenazi (Head) L A Corra H Dolk J Golding A MatijasevichT de Wet J J Zhang A Bradman D Finkton O Burnham F Farhi
Participating countries and local investigators
Brazil F C Barros (Principal Investigator) M Domingues S FonsecaA Leston A Mitidieri D Mota IK Sclowitz M F da Silveira
China R Y Pang (Principal Investigator) Y P He Y Pan Y J ShenM H Wu Q Q Wu J H Wang Y Yuan Y Zhang India M Purwar
(Principal Investigator) A Choudhary S Choudhary S DeshmukhD Dongaonkar M Ketkar V Khedikar N Kunnawar C Mahorkar I MulikK Saboo C Shembekar A Singh V Taori K Tayade A Somani Italy E Bertino (Principal Investigator) P Di Nicola M Frigerio G Gilli P GilliM Giolito F Giuliani M Oberto L Occhi C Rossi I Rovelli F SignorileT Todros Kenya W Stones and M Carvalho (Co-principal Investigators)J Kizidio R Ochieng J Shah S Vinayak N Musee (until June 2011)C Kisiangrsquoani (until July 2011) D Muninzwa (from August 2011) OmanY A Jaffer (Principal Investigator) J Al-Abri J Al-Abduwani F M Al-HabsiH Al-Lawatiya B Al-Rashidiya W K S Al-Zadjali F R JuangcoM Venkataraman H Al-Jabri (until October 2010) D Yellappan (fromNovember 2010) UK S Kennedy (Principal Investigator) L Cheikh IsmailA T Papageorghiou F Roseman A Lambert E O Ohuma S LloydR Napolitano (from July 2011) C Ioannou (until February 2012) I Sarris(until June 2010) USA M G Gravett (Principal Investigator) C BatiukM Batra S Bornemeier M Dighe K Oas W Paulsene D WilsonI O Frederick H F Andersen S E Abbott A A Carter H Algren D A Rocco
T K Sorensen D Enquobahrie S Waller (until June 2011)
Declaration of interests
We declare no competing interests
Acknowledgments
The study was supported by a grant (49038) from the Bill amp Melinda GatesFoundation to the University of Oxford We thank the Health Authoritiesin Pelotas Brazil Beijing China Nagpur India Turin Italy NairobiKenya Muscat Oman Oxford UK and Seattle WA USA who helpedwith the project by allowing participation of these study sites ascollaborating centres We thank Philips Healthcare for providing theultrasound equipment and technical assistance throughout the project andMedSciNet UK for setting up the INTERGROWTH-21 st website and forthe development maintenance and support of the online datamanagement system We also thank the parents and infants whoparticipated in the studies and the more than 200 members of theresearch teams who made the implementation of this project possible
The participating hospitals included Brazil Pelotas (Hospital MiguelPiltcher Hospital Satildeo Francisco de Paula Santa Casa de Misericoacuterdia dePelotas and Hospital Escola da Universidade Federal de Pelotas) ChinaBeijing (Beijing Obstetrics and Gynecology Hospital Shunyi Maternal andChild Health Centre and Shunyi General Hospital) India Nagpur (KetkarHospital Avanti Institute of Cardiology Avantika Hospital GurukrupaMaternity Hospital Mulik Hospital and Research Centre NandlokHospital Om Womenrsquos Hospital Renuka Hospital and Maternity HomeSaboo Hospital Brajmonhan Taori Memorial Hospital and SomaniNursing Home) Kenya Nairobi (Aga Khan University Hospital MP ShahHospital and Avenue Hospital) Italy Turin (Ospedale Infantile ReginaMargherita Santrsquo Anna and Azienda Ospedaliera Ordine Mauriziano)Oman Muscat (Khoula Hospital Royal Hospital Wattayah Obstetrics andGynaecology Poly Clinic Wattayah Health Centre Ruwi Health CentreAl-Ghoubra Health Centre and Al-Khuwair Health Centre) UK Oxford(John Radcliffe Hospital) and USA Seattle (University of WashingtonHospital Swedish Hospital and Providence Everett Hospital) Full
acknowledgment of all those who contributed to the development ofINTERGROWTH-21st Project are online and in the appendix
References 1 WHO Physical status the use and interpretation of anthropometry
Report of a WHO Expert Committee World Health Organ Tech Rep Ser 1995 854 1ndash452
2 de Onis M Habicht JP Anthropometric reference data forinternational use recommendations from a World HealthOrganization Expert Committee Am J Clin Nutr 1996 64 650ndash58
3 de Onis M Garza C Victora CG Onyango AW Frongillo EAMartines J The WHO Multicentre Growth Reference Studyplanning study design and methodology Food Nutr Bull 200425 (suppl) S15ndash26
4 de Onis M Garza C Onyango AW Martorell R WHO Child GrowthStandards Acta Paediatr 2006 450 1ndash101
5 de Onis M Onyango A Borghi E et al Worldwide implementation ofthe WHO Child Growth Standards Public Health Nutr 2012
15 1603ndash10
For the full list see httpwww
intergrowth21orguk
See Online for appendix
7212019 International Standards for Newborn Weight Length And Head Circumference by Gestational Age and Sex the Nehellip
httpslidepdfcomreaderfullinternational-standards-for-newborn-weight-length-and-head-circumference 1212
Articles
6 Garza C de Onis M Rationale for developing a new internationalgrowth reference Food Nutr Bull 2004 25 (suppl) S5ndash14
7 Villar J Altman DG Purwar M et al The objectives design andimplementation of the INTERGROWTH-21st Project BJOG 2013120 (suppl 2) 9ndash26
8 Villar J Papageorghiou AT Pang R et al for the International Fetaland Newborn Growth Consortium for the 21st Century(INTERGROWTH-21st) The likeness of fetal growth and newbornsize across non-isolated populations in the INTERGROWTH-21st Project the Fetal Growth Longitudinal Study and Newborn Cross-Sectional Study Lancet Diabetes Endocrinol 2014 published onlineJuly 4 httpdxdoiorg101016S2213-8587(14)70121-4
9 Katz J Lee AC Kozuki N et al Mortality risk in preterm and small-for-gestational-age infants in low-income and middle-income countriesa pooled country analysis Lancet 2013 382 417ndash25
10 Lee ACC Katz J Blencowe H et al National and regional estimates ofterm and preterm babies born small for gestational age in138 low-income and middle-income countries in 2010Lancet Global Health 2013 1 e26ndashe36
11 Black RE Victora CG Walker SP et al Maternal and childundernutrition and overweight in low-income and middle-incomecountries Lancet 2013 382 427ndash51
12 Villar J Papageorghiou AT Knight HE et al The preterm birthsyndrome a prototype phenotypic classification Am J Obstet Gynecol 2012 206 119ndash23
13 Eskenazi B Bradman A Finkton D et al A rapid questionnaireassessment of environmental exposures to pregnant women in theINTERGROWTH-21st Project BJOG 2013 120 (suppl 2) 129ndash38
14 Costeloe KL Hennessy EM Haider S Stacey F Marlow N Draper ESShort term outcomes after extreme preterm birth in Englandcomparison of two birth cohorts in 1995 and 2006 (the EPICurestudies) BMJ 2012 345 e7976
15 McDonald SJ Middleton P Dowswell T Morris PS Effect of timingof umbilical cord clamping of term infants on maternal and neonataloutcomes Cochrane Database Syst Rev 2013 7 CD004074
16 Rabe H Diaz-Rossello JL Duley L Dowswell T Effect of timing ofumbilical cord clamping and other strategies to influence placental
transfusion at preterm birth on maternal and infant outcomesCochrane Database Syst Rev 2012 8 CD003248
17 Cheikh Ismail L Knight H Bhutta Z et al Anthropometric protocolsfor the construction of new international fetal and newborn growthstandards the INTERGROWTH-21st Project BJOG 2013120 (suppl 2) 42ndash47
18 de Onis M Onyango AW Van den Broeck J Chumlea WCMartorell R Measurement and standardization protocols foranthropometry used in the construction of a new international growthreference Food Nutr Bull 2004 25 (suppl) S27ndash36
19 Cheikh Ismail L Knight H Ohuma E et al Anthropometricstandardisation and quality control protocols for the construction ofnew international fetal and newborn growth standards theINTERGROWTH-21st Project BJOG 2013 120 (suppl 2) 48ndash55
20 Bhutta Z Giuliani F Haroon A et al Standardisation of neonatalclinical practice BJOG 2013 120 (suppl 2) 56ndash63
21 Ohuma E Hoch L Cosgrove C et al Managing data for theinternational multicentre INTERGROWTH-21st Project BJOG 2013
120 (suppl 2) 64ndash70 22 Borghi E de Onis M Garza C et al Construction of the World Health
Organization child growth standards selection of methods forattained growth curves Stat Med 2006 25 247ndash65
23 Wright EM Royston PA Comparison of statistical methods forage-related reference intervals J R Stat Soc Ser A Stat Soc 1997160 47ndash69
24 Hynek M Approaches for constructing age-related reference intervalsand centile charts for fetal size Eur J Biomed Informatics 2010 6 51ndash60
25 Royston P Altman DG Regression using fractional polynomials ofcontinuous covariates parsimonious parametric modelling J R Stat Soc C Appl Stat 1994 43 429ndash67
26 Cole TJ Fitting smoothed centile curves to reference data J R Stat Soc Ser A 1988 151 385ndash418
27 Cole TJ Using the LMS method to measure skewness in the NCHSand Dutch National height standards Ann Hum Biol 1989 16 407ndash19
28 Cole TJ Green PJ Smoothing reference centile curves the LMSmethod and penalized likelihood Stat Med 1992 11 1305ndash19
29 Rigby RA Stasinopoulos DM Using the Box-Cox t distribution inGAMLSS to model skewness and kurtosis Stat Model 2006 6 209ndash29
30 Rigby RA Stasinopoulos DM Smooth centile curves for skewand kurtotic data modelled using the BoxndashCox power exponentialdistribution Stat Med 2004 23 3053ndash76
31 Rigby RA Stasinopoulos DM Generalized additive models forLocation Scale and Shape (GAMLSS) in R J Stat Soft 2007 23 1ndash46
32 Rigby RA Stasinopoulos DM Generalized additive models forlocation scale and shape Appl Statist 2005 54 507ndash54
33 Green PJ Silverman BW Nonparametric regression and generalizedlinear models a roughness penalty approach London Chapman andHall 1994
34 Eilers PHC Marx BD Flexible smoothing with B-splines andpenalties Statist Sci 1996 11 89ndash158
35 Akaike H A new look at the statistical model identificationIEEE Trans Automat Contr 1974 19 716ndash23
36 Jones MC Faddy MJ A skew extension of the t-distribution withapplications J R Stat Soc Series B Stat Methodol 2003 65 159ndash74
37 van Buuren S Fredriks M Worm plot a simple diagnostic device for
modelling growth reference curves Stat Med 2001 20 1259ndash77 38 Royston P Wright EM Goodness-of-fit statistics for age-specific
reference intervals Stat Med 2000 19 2943ndash62
39 R Development Core Team R a language and environment forstatistical computing R Foundation for Statistical Computing V 2008httpwwwR-projectorg (accessed June 30 2014)
40 de Onis M Update on the implementation of the WHO Child GrowthStandards World Rev Nutr Diet 2013 106 75ndash82
41 de Onis M Onyango A Borghi E et al Worldwide implementation ofthe WHO Child Growth Standards Public Health Nutr 201215 1603ndash10
42 Ferdynus C Quantin C Abrahamowicz M et al Can birth weightstandards based on healthy populations improve the identification ofsmall-for-gestational-age newborns at risk of adverse neonataloutcomes Pediatrics 2009 123 723ndash30
43 Bertino E Milani S Fabris C et al Neonatal anthropometric chartswhat they are what they are not Arch Dis Child Fetal Neonatal Ed2007 92 F7-F10
44 Bertino E Giuliani F Occhi L et al Benchmarking neonatalanthropometric charts published in the last decadeArch Dis Child Fetal Neonatal Ed 2009 94 F233
45 Zeitlin J Szamotulska K Drewniak N et al Preterm birth time trendsin Europe a study of 19 countries BJOG 2013 120 1356ndash65
46 Villar J Valladares E Wojdyla D et al Caesarean delivery rates andpregnancy outcomes the 2005 WHO global survey on maternal andperinatal health in Latin America Lancet 2006 367 1819ndash29
47 Villar J Knight HE de Onis M et al Conceptual issues related to theconstruction of prescriptive standards for the evaluation of postnatalgrowth of preterm infants Arch Dis Child 2010 95 1034ndash38
48 Kramer MS Born too small or too soon Lancet Global Health 20131 e7ndashe8
49 Salomon LJ Bernard JP Ville Y Estimation of fetal weight referencerange at 20ndash36 weeksrsquo gestation and comparison with actualbirth-weight reference range Ultrasound Obstet Gynecol 200729 550ndash55
50 WHO Multicentre Growth Reference Study Group Enrolment andbaseline characteristics in the WHO Multicentre Growth ReferenceStudy Acta Paediatr Suppl 2006 450 7ndash15
51 Martorell R Zongrone A Intergenerational influences on childgrowth and undernutrition Paediatr Perinat Epidemiol 201226 (suppl 1) 302ndash14
52 Victora CG de Onis M Hallal PC Blossner M Shrimpton RWorldwide timing of growth faltering revisiting implications forinterventions Pediatrics 2010 125 e473ndash80
53 Papageorghiou AT Ohuma EO Altman DG et al Internationalstandards for fetal growth based on serial ultrasound measurementsthe Fetal Growth Longitudinal Study of the INTERGROWTH-21stProject Lancet 2014 384 869ndash79
54 Papageorghiou AT Kennedy SH Salomon LJ et al Internationalstandards for early fetal size and pregnancy dating based onultrasound measurement of crown-rump length in the first trimesterUltrasound Obstet Gynecol 2014 published online July 8 DOI101002uog13448
![Page 11: International Standards for Newborn Weight, Length, And Head Circumference by Gestational Age and Sex the Newborn Cross-Sectional Study of the INTERGROWTH-21st Project](https://reader035.vdocuments.us/reader035/viewer/2022062521/5695d1051a28ab9b0294d39d/html5/thumbnails/11.jpg)
7212019 International Standards for Newborn Weight Length And Head Circumference by Gestational Age and Sex the Nehellip
httpslidepdfcomreaderfullinternational-standards-for-newborn-weight-length-and-head-circumference 1112
Articles
wwwthelancetcom
Vol 384 September 6 2014 867
in particular screen for stunting as early as possible The
present newborn international standards together withthe fetal growth standards that are also being published5354
provide gestational-age specific standards at birth that canbe used before the WHO standards become relevant Thisstrategy allows the size and growth of fetuses and babiesto be monitored worldwide in individuals andpopulations across the first 1000 days of life usingessentially the same instruments
Contributors
JV and SHK conceptualised and designed the INTERGROWTH-21 st Project JV SHK DGA and AJN prepared the original protocol with laterinput from ATP LCI FCB and ZAB JV ATP LCI AL andZAB supervised and coordinated the projectrsquos overall undertakingEOO DGA FCB and CGV did data management and analysis incollaboration with JV RP FCB MC YAJ EB MGG MP and IOF
collaborated in the overall project and implemented it in their respectivecountries CC and LCI led the quality control of the anthropometriccomponent of the project JV and SK wrote the report with input from allcoauthors All coauthors read the report and made suggestions on itscontent
Members of the International Fetal and Newborn Growth Consortium for the
21st Century (INTERGROWTH-21st) and its Committees
Scientific Advisory Committee M Katz (Chair from January 2011)M K Bhan C Garza S Zaidi A Langer P M Rothwell (from February2011) Sir D Weatherall (Chair until December 2010) Steering CommitteeZ A Bhutta (Chair) J Villar (Principal Investigator) S Kennedy(Project Director) D G Altman F C Barros E Bertino F BurtonM Carvalho L Cheikh Ismail W C Chumlea M G Gravett Y A JafferA Lambert P Lumbiganon J A Noble R Y Pang A T PapageorghiouM Purwar J Rivera C G Victora Executive Committee J Villar (Chair)D G Altman Z A Bhutta L Cheikh Ismail S Kennedy A LambertJ A Noble A T Papageorghiou Project Co-ordinating Unit J Villar (Head)
S Kennedy L Cheikh Ismail A Lambert A T Papageorghiou M ShortenL Hoch (until May 2011) H E Knight (until August 2011) E O Ohuma(from September 2010) C Cosgrove (from July 2011) I Blakey (fromMarch 2011) Data Analysis Group D G Altman (Head) E O OhumaJ Villar Data Management Group D G Altman (Head) F RosemanN Kunnawar S H Gu J H Wang M H Wu M DominguesP Gilli L Juodvirsiene L Hoch (until May 2011) N Musee (untilJune 2011) H Al-Jabri (until October 2010) S Waller (until June 2011)C Cosgrove (from July 2011) D Muninzwa (from October 2011)E O Ohuma (from September 2010) D Yellappan (from November 2010)A Carter (from July 2011) D Reade (from June 2012) R Miller (from June2012) Ultrasound Group A T Papageorghiou (Head) L Salomon (Seniorexternal adviser) A Leston A Mitidieri F Al-Aamri W Paulsene J SandeW K S Al-Zadjali C Batiuk S Bornemeier M Carvalho M DigheP Gaglioti N Jacinta S Jaiswal J A Noble K Oas M Oberto E OlearoM G Owende J Shah S Sohoni T Todros M Venkataraman S VinayakL Wang D Wilson Q Q Wu S Zaidi Y Zhang P Chamberlain
(until September 2012) D Danelon (until July 2010) I Sarris (untilJune 2010) J Dhami (until July 2011) C Ioannou (until February 2012)C L Knight (from October 2010) R Napolitano (from July 2011)S Wanyonyi (from May 2012) C Pace (from January 2011) V Mkrtychyan(from June 2012) Anthropometry Group L Cheikh Ismail (Head)W C Chumlea (Senior external adviser) F Al-Habsi Z A Bhutta A CarterM Alija J M Jimenez-Bustos J Kizidio F Puglia N KunnawarH Liu S Lloyd D Mota R Ochieng C Rossi M Sanchez Luna Y J ShenH E Knight (until August 2011) D A Rocco (from June 2012)I O Frederick (from June 2012) Neonatal Group Z A Bhutta (Head)E Albernaz M Batra B A Bhat E Bertino P Di Nicola F GiulianiI Rovelli K McCormick R Ochieng R Y Pang V Paul V RajanA Wilkinson A Varalda (from September 2012) Environmental HealthGroup B Eskenazi (Head) L A Corra H Dolk J Golding A MatijasevichT de Wet J J Zhang A Bradman D Finkton O Burnham F Farhi
Participating countries and local investigators
Brazil F C Barros (Principal Investigator) M Domingues S FonsecaA Leston A Mitidieri D Mota IK Sclowitz M F da Silveira
China R Y Pang (Principal Investigator) Y P He Y Pan Y J ShenM H Wu Q Q Wu J H Wang Y Yuan Y Zhang India M Purwar
(Principal Investigator) A Choudhary S Choudhary S DeshmukhD Dongaonkar M Ketkar V Khedikar N Kunnawar C Mahorkar I MulikK Saboo C Shembekar A Singh V Taori K Tayade A Somani Italy E Bertino (Principal Investigator) P Di Nicola M Frigerio G Gilli P GilliM Giolito F Giuliani M Oberto L Occhi C Rossi I Rovelli F SignorileT Todros Kenya W Stones and M Carvalho (Co-principal Investigators)J Kizidio R Ochieng J Shah S Vinayak N Musee (until June 2011)C Kisiangrsquoani (until July 2011) D Muninzwa (from August 2011) OmanY A Jaffer (Principal Investigator) J Al-Abri J Al-Abduwani F M Al-HabsiH Al-Lawatiya B Al-Rashidiya W K S Al-Zadjali F R JuangcoM Venkataraman H Al-Jabri (until October 2010) D Yellappan (fromNovember 2010) UK S Kennedy (Principal Investigator) L Cheikh IsmailA T Papageorghiou F Roseman A Lambert E O Ohuma S LloydR Napolitano (from July 2011) C Ioannou (until February 2012) I Sarris(until June 2010) USA M G Gravett (Principal Investigator) C BatiukM Batra S Bornemeier M Dighe K Oas W Paulsene D WilsonI O Frederick H F Andersen S E Abbott A A Carter H Algren D A Rocco
T K Sorensen D Enquobahrie S Waller (until June 2011)
Declaration of interests
We declare no competing interests
Acknowledgments
The study was supported by a grant (49038) from the Bill amp Melinda GatesFoundation to the University of Oxford We thank the Health Authoritiesin Pelotas Brazil Beijing China Nagpur India Turin Italy NairobiKenya Muscat Oman Oxford UK and Seattle WA USA who helpedwith the project by allowing participation of these study sites ascollaborating centres We thank Philips Healthcare for providing theultrasound equipment and technical assistance throughout the project andMedSciNet UK for setting up the INTERGROWTH-21 st website and forthe development maintenance and support of the online datamanagement system We also thank the parents and infants whoparticipated in the studies and the more than 200 members of theresearch teams who made the implementation of this project possible
The participating hospitals included Brazil Pelotas (Hospital MiguelPiltcher Hospital Satildeo Francisco de Paula Santa Casa de Misericoacuterdia dePelotas and Hospital Escola da Universidade Federal de Pelotas) ChinaBeijing (Beijing Obstetrics and Gynecology Hospital Shunyi Maternal andChild Health Centre and Shunyi General Hospital) India Nagpur (KetkarHospital Avanti Institute of Cardiology Avantika Hospital GurukrupaMaternity Hospital Mulik Hospital and Research Centre NandlokHospital Om Womenrsquos Hospital Renuka Hospital and Maternity HomeSaboo Hospital Brajmonhan Taori Memorial Hospital and SomaniNursing Home) Kenya Nairobi (Aga Khan University Hospital MP ShahHospital and Avenue Hospital) Italy Turin (Ospedale Infantile ReginaMargherita Santrsquo Anna and Azienda Ospedaliera Ordine Mauriziano)Oman Muscat (Khoula Hospital Royal Hospital Wattayah Obstetrics andGynaecology Poly Clinic Wattayah Health Centre Ruwi Health CentreAl-Ghoubra Health Centre and Al-Khuwair Health Centre) UK Oxford(John Radcliffe Hospital) and USA Seattle (University of WashingtonHospital Swedish Hospital and Providence Everett Hospital) Full
acknowledgment of all those who contributed to the development ofINTERGROWTH-21st Project are online and in the appendix
References 1 WHO Physical status the use and interpretation of anthropometry
Report of a WHO Expert Committee World Health Organ Tech Rep Ser 1995 854 1ndash452
2 de Onis M Habicht JP Anthropometric reference data forinternational use recommendations from a World HealthOrganization Expert Committee Am J Clin Nutr 1996 64 650ndash58
3 de Onis M Garza C Victora CG Onyango AW Frongillo EAMartines J The WHO Multicentre Growth Reference Studyplanning study design and methodology Food Nutr Bull 200425 (suppl) S15ndash26
4 de Onis M Garza C Onyango AW Martorell R WHO Child GrowthStandards Acta Paediatr 2006 450 1ndash101
5 de Onis M Onyango A Borghi E et al Worldwide implementation ofthe WHO Child Growth Standards Public Health Nutr 2012
15 1603ndash10
For the full list see httpwww
intergrowth21orguk
See Online for appendix
7212019 International Standards for Newborn Weight Length And Head Circumference by Gestational Age and Sex the Nehellip
httpslidepdfcomreaderfullinternational-standards-for-newborn-weight-length-and-head-circumference 1212
Articles
6 Garza C de Onis M Rationale for developing a new internationalgrowth reference Food Nutr Bull 2004 25 (suppl) S5ndash14
7 Villar J Altman DG Purwar M et al The objectives design andimplementation of the INTERGROWTH-21st Project BJOG 2013120 (suppl 2) 9ndash26
8 Villar J Papageorghiou AT Pang R et al for the International Fetaland Newborn Growth Consortium for the 21st Century(INTERGROWTH-21st) The likeness of fetal growth and newbornsize across non-isolated populations in the INTERGROWTH-21st Project the Fetal Growth Longitudinal Study and Newborn Cross-Sectional Study Lancet Diabetes Endocrinol 2014 published onlineJuly 4 httpdxdoiorg101016S2213-8587(14)70121-4
9 Katz J Lee AC Kozuki N et al Mortality risk in preterm and small-for-gestational-age infants in low-income and middle-income countriesa pooled country analysis Lancet 2013 382 417ndash25
10 Lee ACC Katz J Blencowe H et al National and regional estimates ofterm and preterm babies born small for gestational age in138 low-income and middle-income countries in 2010Lancet Global Health 2013 1 e26ndashe36
11 Black RE Victora CG Walker SP et al Maternal and childundernutrition and overweight in low-income and middle-incomecountries Lancet 2013 382 427ndash51
12 Villar J Papageorghiou AT Knight HE et al The preterm birthsyndrome a prototype phenotypic classification Am J Obstet Gynecol 2012 206 119ndash23
13 Eskenazi B Bradman A Finkton D et al A rapid questionnaireassessment of environmental exposures to pregnant women in theINTERGROWTH-21st Project BJOG 2013 120 (suppl 2) 129ndash38
14 Costeloe KL Hennessy EM Haider S Stacey F Marlow N Draper ESShort term outcomes after extreme preterm birth in Englandcomparison of two birth cohorts in 1995 and 2006 (the EPICurestudies) BMJ 2012 345 e7976
15 McDonald SJ Middleton P Dowswell T Morris PS Effect of timingof umbilical cord clamping of term infants on maternal and neonataloutcomes Cochrane Database Syst Rev 2013 7 CD004074
16 Rabe H Diaz-Rossello JL Duley L Dowswell T Effect of timing ofumbilical cord clamping and other strategies to influence placental
transfusion at preterm birth on maternal and infant outcomesCochrane Database Syst Rev 2012 8 CD003248
17 Cheikh Ismail L Knight H Bhutta Z et al Anthropometric protocolsfor the construction of new international fetal and newborn growthstandards the INTERGROWTH-21st Project BJOG 2013120 (suppl 2) 42ndash47
18 de Onis M Onyango AW Van den Broeck J Chumlea WCMartorell R Measurement and standardization protocols foranthropometry used in the construction of a new international growthreference Food Nutr Bull 2004 25 (suppl) S27ndash36
19 Cheikh Ismail L Knight H Ohuma E et al Anthropometricstandardisation and quality control protocols for the construction ofnew international fetal and newborn growth standards theINTERGROWTH-21st Project BJOG 2013 120 (suppl 2) 48ndash55
20 Bhutta Z Giuliani F Haroon A et al Standardisation of neonatalclinical practice BJOG 2013 120 (suppl 2) 56ndash63
21 Ohuma E Hoch L Cosgrove C et al Managing data for theinternational multicentre INTERGROWTH-21st Project BJOG 2013
120 (suppl 2) 64ndash70 22 Borghi E de Onis M Garza C et al Construction of the World Health
Organization child growth standards selection of methods forattained growth curves Stat Med 2006 25 247ndash65
23 Wright EM Royston PA Comparison of statistical methods forage-related reference intervals J R Stat Soc Ser A Stat Soc 1997160 47ndash69
24 Hynek M Approaches for constructing age-related reference intervalsand centile charts for fetal size Eur J Biomed Informatics 2010 6 51ndash60
25 Royston P Altman DG Regression using fractional polynomials ofcontinuous covariates parsimonious parametric modelling J R Stat Soc C Appl Stat 1994 43 429ndash67
26 Cole TJ Fitting smoothed centile curves to reference data J R Stat Soc Ser A 1988 151 385ndash418
27 Cole TJ Using the LMS method to measure skewness in the NCHSand Dutch National height standards Ann Hum Biol 1989 16 407ndash19
28 Cole TJ Green PJ Smoothing reference centile curves the LMSmethod and penalized likelihood Stat Med 1992 11 1305ndash19
29 Rigby RA Stasinopoulos DM Using the Box-Cox t distribution inGAMLSS to model skewness and kurtosis Stat Model 2006 6 209ndash29
30 Rigby RA Stasinopoulos DM Smooth centile curves for skewand kurtotic data modelled using the BoxndashCox power exponentialdistribution Stat Med 2004 23 3053ndash76
31 Rigby RA Stasinopoulos DM Generalized additive models forLocation Scale and Shape (GAMLSS) in R J Stat Soft 2007 23 1ndash46
32 Rigby RA Stasinopoulos DM Generalized additive models forlocation scale and shape Appl Statist 2005 54 507ndash54
33 Green PJ Silverman BW Nonparametric regression and generalizedlinear models a roughness penalty approach London Chapman andHall 1994
34 Eilers PHC Marx BD Flexible smoothing with B-splines andpenalties Statist Sci 1996 11 89ndash158
35 Akaike H A new look at the statistical model identificationIEEE Trans Automat Contr 1974 19 716ndash23
36 Jones MC Faddy MJ A skew extension of the t-distribution withapplications J R Stat Soc Series B Stat Methodol 2003 65 159ndash74
37 van Buuren S Fredriks M Worm plot a simple diagnostic device for
modelling growth reference curves Stat Med 2001 20 1259ndash77 38 Royston P Wright EM Goodness-of-fit statistics for age-specific
reference intervals Stat Med 2000 19 2943ndash62
39 R Development Core Team R a language and environment forstatistical computing R Foundation for Statistical Computing V 2008httpwwwR-projectorg (accessed June 30 2014)
40 de Onis M Update on the implementation of the WHO Child GrowthStandards World Rev Nutr Diet 2013 106 75ndash82
41 de Onis M Onyango A Borghi E et al Worldwide implementation ofthe WHO Child Growth Standards Public Health Nutr 201215 1603ndash10
42 Ferdynus C Quantin C Abrahamowicz M et al Can birth weightstandards based on healthy populations improve the identification ofsmall-for-gestational-age newborns at risk of adverse neonataloutcomes Pediatrics 2009 123 723ndash30
43 Bertino E Milani S Fabris C et al Neonatal anthropometric chartswhat they are what they are not Arch Dis Child Fetal Neonatal Ed2007 92 F7-F10
44 Bertino E Giuliani F Occhi L et al Benchmarking neonatalanthropometric charts published in the last decadeArch Dis Child Fetal Neonatal Ed 2009 94 F233
45 Zeitlin J Szamotulska K Drewniak N et al Preterm birth time trendsin Europe a study of 19 countries BJOG 2013 120 1356ndash65
46 Villar J Valladares E Wojdyla D et al Caesarean delivery rates andpregnancy outcomes the 2005 WHO global survey on maternal andperinatal health in Latin America Lancet 2006 367 1819ndash29
47 Villar J Knight HE de Onis M et al Conceptual issues related to theconstruction of prescriptive standards for the evaluation of postnatalgrowth of preterm infants Arch Dis Child 2010 95 1034ndash38
48 Kramer MS Born too small or too soon Lancet Global Health 20131 e7ndashe8
49 Salomon LJ Bernard JP Ville Y Estimation of fetal weight referencerange at 20ndash36 weeksrsquo gestation and comparison with actualbirth-weight reference range Ultrasound Obstet Gynecol 200729 550ndash55
50 WHO Multicentre Growth Reference Study Group Enrolment andbaseline characteristics in the WHO Multicentre Growth ReferenceStudy Acta Paediatr Suppl 2006 450 7ndash15
51 Martorell R Zongrone A Intergenerational influences on childgrowth and undernutrition Paediatr Perinat Epidemiol 201226 (suppl 1) 302ndash14
52 Victora CG de Onis M Hallal PC Blossner M Shrimpton RWorldwide timing of growth faltering revisiting implications forinterventions Pediatrics 2010 125 e473ndash80
53 Papageorghiou AT Ohuma EO Altman DG et al Internationalstandards for fetal growth based on serial ultrasound measurementsthe Fetal Growth Longitudinal Study of the INTERGROWTH-21stProject Lancet 2014 384 869ndash79
54 Papageorghiou AT Kennedy SH Salomon LJ et al Internationalstandards for early fetal size and pregnancy dating based onultrasound measurement of crown-rump length in the first trimesterUltrasound Obstet Gynecol 2014 published online July 8 DOI101002uog13448
![Page 12: International Standards for Newborn Weight, Length, And Head Circumference by Gestational Age and Sex the Newborn Cross-Sectional Study of the INTERGROWTH-21st Project](https://reader035.vdocuments.us/reader035/viewer/2022062521/5695d1051a28ab9b0294d39d/html5/thumbnails/12.jpg)
7212019 International Standards for Newborn Weight Length And Head Circumference by Gestational Age and Sex the Nehellip
httpslidepdfcomreaderfullinternational-standards-for-newborn-weight-length-and-head-circumference 1212
Articles
6 Garza C de Onis M Rationale for developing a new internationalgrowth reference Food Nutr Bull 2004 25 (suppl) S5ndash14
7 Villar J Altman DG Purwar M et al The objectives design andimplementation of the INTERGROWTH-21st Project BJOG 2013120 (suppl 2) 9ndash26
8 Villar J Papageorghiou AT Pang R et al for the International Fetaland Newborn Growth Consortium for the 21st Century(INTERGROWTH-21st) The likeness of fetal growth and newbornsize across non-isolated populations in the INTERGROWTH-21st Project the Fetal Growth Longitudinal Study and Newborn Cross-Sectional Study Lancet Diabetes Endocrinol 2014 published onlineJuly 4 httpdxdoiorg101016S2213-8587(14)70121-4
9 Katz J Lee AC Kozuki N et al Mortality risk in preterm and small-for-gestational-age infants in low-income and middle-income countriesa pooled country analysis Lancet 2013 382 417ndash25
10 Lee ACC Katz J Blencowe H et al National and regional estimates ofterm and preterm babies born small for gestational age in138 low-income and middle-income countries in 2010Lancet Global Health 2013 1 e26ndashe36
11 Black RE Victora CG Walker SP et al Maternal and childundernutrition and overweight in low-income and middle-incomecountries Lancet 2013 382 427ndash51
12 Villar J Papageorghiou AT Knight HE et al The preterm birthsyndrome a prototype phenotypic classification Am J Obstet Gynecol 2012 206 119ndash23
13 Eskenazi B Bradman A Finkton D et al A rapid questionnaireassessment of environmental exposures to pregnant women in theINTERGROWTH-21st Project BJOG 2013 120 (suppl 2) 129ndash38
14 Costeloe KL Hennessy EM Haider S Stacey F Marlow N Draper ESShort term outcomes after extreme preterm birth in Englandcomparison of two birth cohorts in 1995 and 2006 (the EPICurestudies) BMJ 2012 345 e7976
15 McDonald SJ Middleton P Dowswell T Morris PS Effect of timingof umbilical cord clamping of term infants on maternal and neonataloutcomes Cochrane Database Syst Rev 2013 7 CD004074
16 Rabe H Diaz-Rossello JL Duley L Dowswell T Effect of timing ofumbilical cord clamping and other strategies to influence placental
transfusion at preterm birth on maternal and infant outcomesCochrane Database Syst Rev 2012 8 CD003248
17 Cheikh Ismail L Knight H Bhutta Z et al Anthropometric protocolsfor the construction of new international fetal and newborn growthstandards the INTERGROWTH-21st Project BJOG 2013120 (suppl 2) 42ndash47
18 de Onis M Onyango AW Van den Broeck J Chumlea WCMartorell R Measurement and standardization protocols foranthropometry used in the construction of a new international growthreference Food Nutr Bull 2004 25 (suppl) S27ndash36
19 Cheikh Ismail L Knight H Ohuma E et al Anthropometricstandardisation and quality control protocols for the construction ofnew international fetal and newborn growth standards theINTERGROWTH-21st Project BJOG 2013 120 (suppl 2) 48ndash55
20 Bhutta Z Giuliani F Haroon A et al Standardisation of neonatalclinical practice BJOG 2013 120 (suppl 2) 56ndash63
21 Ohuma E Hoch L Cosgrove C et al Managing data for theinternational multicentre INTERGROWTH-21st Project BJOG 2013
120 (suppl 2) 64ndash70 22 Borghi E de Onis M Garza C et al Construction of the World Health
Organization child growth standards selection of methods forattained growth curves Stat Med 2006 25 247ndash65
23 Wright EM Royston PA Comparison of statistical methods forage-related reference intervals J R Stat Soc Ser A Stat Soc 1997160 47ndash69
24 Hynek M Approaches for constructing age-related reference intervalsand centile charts for fetal size Eur J Biomed Informatics 2010 6 51ndash60
25 Royston P Altman DG Regression using fractional polynomials ofcontinuous covariates parsimonious parametric modelling J R Stat Soc C Appl Stat 1994 43 429ndash67
26 Cole TJ Fitting smoothed centile curves to reference data J R Stat Soc Ser A 1988 151 385ndash418
27 Cole TJ Using the LMS method to measure skewness in the NCHSand Dutch National height standards Ann Hum Biol 1989 16 407ndash19
28 Cole TJ Green PJ Smoothing reference centile curves the LMSmethod and penalized likelihood Stat Med 1992 11 1305ndash19
29 Rigby RA Stasinopoulos DM Using the Box-Cox t distribution inGAMLSS to model skewness and kurtosis Stat Model 2006 6 209ndash29
30 Rigby RA Stasinopoulos DM Smooth centile curves for skewand kurtotic data modelled using the BoxndashCox power exponentialdistribution Stat Med 2004 23 3053ndash76
31 Rigby RA Stasinopoulos DM Generalized additive models forLocation Scale and Shape (GAMLSS) in R J Stat Soft 2007 23 1ndash46
32 Rigby RA Stasinopoulos DM Generalized additive models forlocation scale and shape Appl Statist 2005 54 507ndash54
33 Green PJ Silverman BW Nonparametric regression and generalizedlinear models a roughness penalty approach London Chapman andHall 1994
34 Eilers PHC Marx BD Flexible smoothing with B-splines andpenalties Statist Sci 1996 11 89ndash158
35 Akaike H A new look at the statistical model identificationIEEE Trans Automat Contr 1974 19 716ndash23
36 Jones MC Faddy MJ A skew extension of the t-distribution withapplications J R Stat Soc Series B Stat Methodol 2003 65 159ndash74
37 van Buuren S Fredriks M Worm plot a simple diagnostic device for
modelling growth reference curves Stat Med 2001 20 1259ndash77 38 Royston P Wright EM Goodness-of-fit statistics for age-specific
reference intervals Stat Med 2000 19 2943ndash62
39 R Development Core Team R a language and environment forstatistical computing R Foundation for Statistical Computing V 2008httpwwwR-projectorg (accessed June 30 2014)
40 de Onis M Update on the implementation of the WHO Child GrowthStandards World Rev Nutr Diet 2013 106 75ndash82
41 de Onis M Onyango A Borghi E et al Worldwide implementation ofthe WHO Child Growth Standards Public Health Nutr 201215 1603ndash10
42 Ferdynus C Quantin C Abrahamowicz M et al Can birth weightstandards based on healthy populations improve the identification ofsmall-for-gestational-age newborns at risk of adverse neonataloutcomes Pediatrics 2009 123 723ndash30
43 Bertino E Milani S Fabris C et al Neonatal anthropometric chartswhat they are what they are not Arch Dis Child Fetal Neonatal Ed2007 92 F7-F10
44 Bertino E Giuliani F Occhi L et al Benchmarking neonatalanthropometric charts published in the last decadeArch Dis Child Fetal Neonatal Ed 2009 94 F233
45 Zeitlin J Szamotulska K Drewniak N et al Preterm birth time trendsin Europe a study of 19 countries BJOG 2013 120 1356ndash65
46 Villar J Valladares E Wojdyla D et al Caesarean delivery rates andpregnancy outcomes the 2005 WHO global survey on maternal andperinatal health in Latin America Lancet 2006 367 1819ndash29
47 Villar J Knight HE de Onis M et al Conceptual issues related to theconstruction of prescriptive standards for the evaluation of postnatalgrowth of preterm infants Arch Dis Child 2010 95 1034ndash38
48 Kramer MS Born too small or too soon Lancet Global Health 20131 e7ndashe8
49 Salomon LJ Bernard JP Ville Y Estimation of fetal weight referencerange at 20ndash36 weeksrsquo gestation and comparison with actualbirth-weight reference range Ultrasound Obstet Gynecol 200729 550ndash55
50 WHO Multicentre Growth Reference Study Group Enrolment andbaseline characteristics in the WHO Multicentre Growth ReferenceStudy Acta Paediatr Suppl 2006 450 7ndash15
51 Martorell R Zongrone A Intergenerational influences on childgrowth and undernutrition Paediatr Perinat Epidemiol 201226 (suppl 1) 302ndash14
52 Victora CG de Onis M Hallal PC Blossner M Shrimpton RWorldwide timing of growth faltering revisiting implications forinterventions Pediatrics 2010 125 e473ndash80
53 Papageorghiou AT Ohuma EO Altman DG et al Internationalstandards for fetal growth based on serial ultrasound measurementsthe Fetal Growth Longitudinal Study of the INTERGROWTH-21stProject Lancet 2014 384 869ndash79
54 Papageorghiou AT Kennedy SH Salomon LJ et al Internationalstandards for early fetal size and pregnancy dating based onultrasound measurement of crown-rump length in the first trimesterUltrasound Obstet Gynecol 2014 published online July 8 DOI101002uog13448