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    Research ajog.org

    OBSTETRICS

    Early-pregnancy percent body fat

    in relation topreeclampsia risk inobese omenLindsay K. Sween, MD; Andrew D. Althouse, PhD;James M. Roberts, MD

    OB!ECTI"E# The p$rpose of this st$dyas to identify differences of early-pregnancy body fat percentage and bodymass inde% &B'I( beteen obese omenthat e%perienced preeclampsia and thoseho did not.

    ST)*+ *ESI,# e performed an analysis of the

    /renatal E%pos$res and /reeclampsia /re0ention 1

    longit$dinal cohort st$dy of preeclampsia

    mechanisms in obese and o0ereight omen.

    omen completed 2$estionnaires regarding their 

    health beha0iors3 had hematocrit le0el4 eight and

    height4 and aist and hip circ$mferences

    meas$red4 and had resistance and reactance

    meas$red by bioelectric impedance analysis

    machine d$ring the first4 second4 and third

    trimesters. Total body ater4 fat mass4 and percent

    body fat ere calc$lated ith the $se of pregnancy-

    specific form$las. /reeclampsia as assessed ith

    the clinical definition and a research definition

    &clinical preeclampsia pl$s hyper$ricemia(. 5ogistic

    regression models ere constr$cted to analy6e

    early-pregnancy B'I and body fat percentage

    &meas$red at 78.9 1.8 eeksof gestation( as predictors of preeclampsia o$tcomes.

    RES)5TS# Three h$ndred se0enty-

    three omen ere incl$ded in the

    analysis# 18 omen had

    preeclampsia by clinical definition

    &:.8;(4 and 7< omen had

    preeclampsia by the research

    definition &1.:;(. There as no

    relationship beteen B'I and

    preeclampsia risk in obese omen3

    hoe0er4 body fat percentage as

    associated signifi-cantly ith

    increased risk of both the clinical

    definition of preeclampsia and the

    research definition. In 91= obese

    omen4 a 7; increase in body fat

    as associated ith appro%imately

    79; increased odds of clinical

    preeclampsia and 9ey ords#bioelectricimpedanceanalysis4 body fatpercentage4 bodymass inde%4

    obesity4preeclampsia

    Cite this article as# Seen 5>4

     ?ltho$se ?*4 Roberts !'.Early-pregnancy percent

    body fat inrelation to

    preeclampsiarisk in obese

    omen. ?m ! Obstet ,ynecol987@3979#:

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    ealth.

    The a$thors report noconflict of interest.

    Corresponding a$thor#!ames '. Roberts4 '*.

     jrobertsmri.magee.ed$

    8889-=1A:FG1D.88 H 987@/$blished by Else0ier Inc.

    http#FFd%.doi.orgF78.787DFj.ajog.987

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    a7o.or Obstetrics Research

    mellitus, renal disease, other medical complications, or multiple

    estations were e(cluded. 6omen were recruited in early

     prenancy %rom the outpatient clinics o% Maee"6omens

    8ospital in Pittsburh, PA, and had body composi"tion assessed

     by bioelectrical impedance in the first, second, and third

    trimesters -at appro(imately '9, )9, and +! wee*s o% estation0.

    he outpatient clinics ser1e primarily low"income, uninsured,unmarried, blac*, or biracial women; +:+ women had complete

    early"prenancy -first trimester0 data and were eliible %or 

    inclusion in this study.

    'eas$rements

    6omen completed a uestionnaire reardin their health

     beha1iors, repro"ducti1e history, and demoraphic char"

    acteristics. Standin heiht and waist and hip circum%erences

    were measured twice %or accuracy, and the mean o% the ) 1alues

    was used. 6aist circum%erence was measured at the natural waist

    with the center o% the na1el as a physical landmar*. 8ip

    circum%erence was measured 7ust below the bony promi"nence o% the anterior superior iliac spine. 5arly prenancy M/ was

    calculated %rom weiht and heiht measurements at the first 1isit-at '9.+ ).< wee*s o% estation0.

    reactancemeasured by a/A machine andthe patientJsheiht, weiht,abdominalcircum%erence,and hemat"ocrit

    le1el. 6 durin prenancy wascalculated with theeuation deter"mined by Lu*as*i

    et al:  -able '0.

    6 was thenused to estimatethe weiht o% body%at. 6e deri1ed aneuation %or  weiht o% %at massat any estational

    ae based on theeuations pro1ided

     by 1an Raai7 et al.#

    6ater content o% %at %ree mass wascalculated usintwo separateeuations, one %or 9 to '9 wee*s o% estation and one%or '9 to 29 wee*so% estation, thatwere deri1ed %rom=iure ' o% 1an

    Raai7 et al.# hese

    euations were1alidated aainstdeuterium dilution

    spaces: and under"

    water weihin.#

    8ematocritle1el wasmeasured in bloodsamples that wereobtained by1enipuncture.

    /reeclampsiadefinition

    6e used )

    definitions o%   preeclampsia. he

    first matches thecurrent American

    >ollee o%  

    ?bstetrics and

    @ynecoloy

    definition when we

     bean the study, inwhich a woman

    with pre1iously

    normal blood

     pressure has a

     blood pressure

    '29 andor

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    random urine sample, a catheteri3ed urine sample with 'þ

     protein, or a protein"creatinine ratio M9.+. A 7ury re1iewed the

    abstracted  medical

    records to

    determine that

    criteria %or  

     preeclampsia had

     been satisfied.

    Resistance and reactance were measured

    with a Buantum /C ioelec"trical

    /mpedance Analy3er -RJL Systems, >linton

    ownship, M/0. Measurements were ta*en

    with the patient lyin supine with arms at a

    +9"deree anle %rom the body and with the

    les not touchin so as not to disrupt the

    electrical circuit. 5lectrodes were attached

    in a tetrapolar arranement, with )electrodes on the dorsal sur%ace o% the riht

    %oot and ) electrodes on the dorsal sur%ace

    o% the riht hand, ' pro(imally and '

    distally. he distal electrodes act as the

    ener"atin electrodes that transmit a small,

     painless

    electrical

    current; the

     pro(imal

    electrodes

    recei1e the

    electric

    current and

    measure the1oltae drop

     between the

    riht hand

    and riht

    %oot.!

    Bodycompositioncalc$lations

    /A theoryestimates

    total bodywater -60

     based ontheresistanceand

    T?B5E 7

    Bodycompositione2$ation

    s"ariable

    Total body ater4 5

    eight of fat mass4 kg

    78 k

    98 k

    18 k

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    Research Obstetrics a7o.or

    Statistical methods

    aseline data were described with the mean standard de1iation

    %or contin"uous 1ariables and percentaes %or cate"oric 1ariables

    in the total population and separately by preeclampsia status.

    Potential di%%erences between women with normal prenancies or 

    with pre"eclampsia were e1aluated with the use o% t tests %or 

    continuous 1ariables -eual 1ariances unless otherwise called %or;uneual 1ariances test used where appropriate0 and c)  tests %or cateoric di%%erences -=isher e(act test in cases where e(pected

    cell counts were N!0. his study %ocused on early prenancy M/

    and body %at percentae as pre"dictors o% preeclampsia outcomes;

    there%ore, first"trimester measurements o% M/ and body %at were

    used in all primary analyses. ody %at percentae was e(amined

    as a %unction o% M/; the Pearson correlation coe% ficient is pre"

    sented to assess the linear relationship. Lac*in su% ficient sample

    si3e to test appropriately %or interaction between M/ and percent

     body %at, we instead assessed the relationship between body %at

    and preeclampsia by testin %or di%"%erences in percent body %at

     between women with preeclampsia and healthy control sub7ectswithin each o% the 6orld 8ealth ?rani3ation M/ classifications

    usin t  tests -a test with uneual 1ariance where appropriate0.

    Loistic reression models were constructed to analy3e M/ and

     body %at percentae as continuous 1ariables and allow ad7ustment

    %or a limited selection o% potential con"%ounders. ecause the

    Prenatal 5(po"sures and Preeclampsia Pre1ention + study was

    desined to compare obese women who did or did not e(perience

     preeclampsia, we initially limited our loistic reression models

    only to obese women. 6e also per%ormed a secondary analysis

    that included all participants because o% the surprisinly hih

    rates o% preeclampsia in the lean and o1er"weiht women -by the

    clinical defini"tion, :.4

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    1alues N .9! were considered statistically  preeclampsia ris* by both the researchsinificant. and clinical definition. =or each '$ in"

    crease in body %at, the ris* o% clinical

    RES)5TS  preeclampsia increased ')$ -odds ratioStudy participants were aed )+.: 2.' E?RF, '.')2;

    E>/F, '.9'#e'.)290, and the ris* o% years; 4+$ o% them were blac*, and

    )9$ o% them were smo*ers -able )0.  preeclampsia by the research definition) increased )2$ -?R, '.)+

    he a1erae M/ was ++.' :.# *m ;'.9!2e'.2!!0. hese relationships were by study desin, most participants were

    o1erweiht -)).9$0 or obese -42.'$0. strenthened slihtly when we ad7usted

    @estational diabetes mellitus was the model %or ae, race, and smo*in

    more common in women in the both status -able 20. 6e considered models

    clinical -4.

    which suests that body %at percentae 9.

    fi compared with '.)< -/,8ealth ?rani3ation M/ classi cations,

    only in the hihest cateory o% obese '.92e'.4'0 %or blac* women. 6e did not

    women -M/ M29 *m)0 was the body ha1e a su% ficiently lare sample to

    fi %ormally test interaction by race.%at percentae sini cantly hiher in

    women who e(perienced preeclampsia 6hen we e(amined these relation"

    compared with those women who did ships in all women -includin the lean

    not -able +0. and o1erweiht women0, neither M/

    6e compared M/ and percent nor body %at percentae was associated

     body %at as predictors o% preeclampsia sinificantly with increased ris* o% pre") eclampsia  by the clinical definition or 

    in obese women -M/ +9 *m ;the research definition -able !0, whichable 20. 8iher M/ was associated

    sinificantly with hiher ris* %or the suested that the relationship betweenresearch definition o% preeclampsia, but  percent  body %at and preeclampsianot the clinical definition. he e%%ect was was present only in the obese women.no loner sinificant a%ter ad7ustment hese relationships did not 1ary sinifi"%or ae, race, and smo*in status. /n cantly when we ad7usted %or estational

    contrast, there was a sinificant rela" diabetes mellitus, waist circum%erence,tionship between percent body %at and or waisthip ratio.

    :

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     s  t   e t  r i   c  s  I  , y n e c  ol   o g y 

     : 

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     O b  s  t   e t  r i   c  s 

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    Research Obstetrics a7o.or

    I,)RE

    The relationship beteen B'I and percentage ofbody fat

    opreeclampsia

    reeclampsia

    :8

    A8 RS T 8.DD1

    D8

           F      a       t

    @8

           %       B     o       d

         y

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    T?B5E 1

    *istrib$tion of body fatpercentages

    Body mass inde% classification

    5ean

    O0ereight

    Obese class 7

    Obese class 9

    Obese class 1Seen. /ercent body fat andpreeclampsia risk. ?m ! Obstet ,ynecol987@.

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    :

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    a7o.or Obstetrics Research

    T?B5E <

    Relationships beteen body fat percentage and risk of preeclampsia# obese participants onlyOdds ratio

    /redictor O$tcome )nadj$sted =@; confidence inter0al  ?dj$steda

    =@; confidence inter0al

    Body mass inde% Clinical preeclampsia &n O 7=( 7.87A 8.=

    =urthermore, this

    study was desined

    to recruit women

    with M/ M+9

    *m), and most

    studies that ha1e

    in1estiated the

    relationship

     between

     preprenancy M/

    and preeclampsia

    ha1e had small

    sample si3es o% women with M/

    M+! *m). odnar 

    et al2 %ound that the

    ?Rs o%  

     preeclampsia bean

    trendin downward

    a%ter M/ +!

    *m), althouh

    they remained M'.9compared with

    M/ )' *m).

    Rela"tionship

     between M/ and

     preeclampsia may

     become more ill"

    defined at 1ery hihM/s, i1en the

    1aryin percent

     body %at and body

    %at distributions

    -e, central,

    abdominal,

     peripheral, or 

    1isceral0 betweenobese indi1iduals.

    Despite these

     possible

    e(planations, both

    the de1iation %rom

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    the well"established association between increasin M/ and

    ele1ated preeclampsia ris* and the un"usually hih incidence o% 

     preeclampsia amon the lean and o1erweiht women do raise

    uestions about the

    representa"ti1e

    nature o% this

    cohort.

    T?B5E @

    Relationships beteen obesity

    metricsand riskofpreeclam

    psia# allpatients

    /redictor 

    Body mass inde%

    Body fat

    Research preeclampsia &n O 7<a ?dj$sted for age4 race4 and smoking stat$s.

    Seen. /ercent body fat and preeclampsia risk. ?m! Obstet ,ynecol 987@.

    !?)?R+ 987@ ?merican !o$rnal of Obstetrics ,ynecology :

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    Research Obstetrics a7o.or

    Another challene encountered in this study was the unusually

    hih rates o% preeclampsia in the lean and o1erweiht women.

    he o1erall rate o% preeclampsia has not chaned dramatically in

    our Pittsburh population, which suests that the hih incidence

    o% preeclampsia may be an aberrant findin that is related to theintentionally small numbers o% lean and o1erweiht women.

    Alterna"ti1ely, the cohort is 4+$ blac* women,%or whom the literature is mi(ed with reards to preeclampsia

    ris*.+,'4,':

     /n one

    study, lean blac* women were more li*ely to e(perience

     preeclampsia than lean white women, but the trend re1ersed at

    M/ M)! *m).+ hus, the lare number o% blac* women in the

    lean cohort may e(plain the hih le1els o% preeclampsia in this

    roup. /n our study, when we dichotomi3ed by race, there was no

    sinificant relationship between body %at percentae in whiteobese women and preeclampsia ris*, probably because o% a

    smaller number o% cases in this subset. /n obese blac* women,

    there was a sinificant relationship between increasin body %at

     percentae and ris* o% preeclampsia by the research, but not bythe clinical definition. his findin is also probably because o% a

    small sample si3e in the research definition subroup and not atrue racial interaction. /t was an un%ortunate limitation o% this

    study that the sample o% women who e(peri"enced preeclampsia

    was not lare enouh to assess adeuately the impact o% body %at

     percentae by race.

    here were additional limitations in this study. his cohort had

    a small number o% cases -+9 cases by the clinical definition, o% which '2 cases also fit the research definition0, which led to wide

    confidence inter1als %or some M/ and

     body %at percentae

    1alues. =urther, we

    did not ad7ust %or 

    multiple

    comparisons in our 

    reression

    modelin, which

    allowed the possibility o% a

    spurious result

     bein interpreted as

     positi1e; howe1er,

    we belie1ed that

    the application o% a

     particularly harsh

    ad7ustment o% the

    sinificance le1el

    would ha1e made it

    impossible to

    detect any e%%ect ina cohort with

    relati1ely %ew

    cases. 6e ad7usted

    the loistic

    reression model

    %or ae, race, and

    smo*in durin

     prenancy but

    could not account

    %or other potential

    co1ariates, such as

     preprenancy and

     prenancy diet and

    e(ercise habits.

    his study

    supports the

    relationship o% %at

    to preeclampsia.

    Subseuent lon"

    itudinal,

    multicenter trials

    with larer case

    numbers are

    needed to %urther 

    assess the utility o% 

    /A"determined

     body %at

     percentae in the

     prediction o% pre"

    eclampsia onset. -

    REERECES

    1. ?merican College

    of Obstetricians and

    ,y- necologists.*iagnosis andmanagement of  preeclampsia andeclampsia. ?CO,Committee  on

    /ractice B$lletins#Obstetrics. ?CO,practice  b$lletin no.11. Obstet ,ynecol98893==# 7@=-DA.

    2.Roberts !'4

    ,ammill S./reeclampsia recentinsights.ypertension

    988@3lebanoff '?4  ess RB4Roberts !'./repregnancy bodymass inde% and theocc$rrence of  se0ere hy-pertensi0e disordersof pregnancy.Epidemi- ology988A37:#91opp

    5E4 >ing !C4 ong

    4 'ayclin /5. l$id

    changes d$ring

    pregnancy#  $se of  

    bioimpedance

    spectroscopy. ! ?ppl

    /hysiol 7==@3A:#781A-

    4 Roberts 5'4Bron '?. /lasma$ric  acid remains amarker of poor  o$tcome in hy-

    pertensi0epregnancy# aretrospecti0e cohortst$dy. B!O,9879377=#+4 et

    al. )ric  acid is as

    important as

    protein$ria in

    identifying  fetal risk in

    omen ith

    gestational hyperten-

    sion. ypertension

    988@3

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    0ariations on the theme. /lacenta 988=391&s$ppl(#S19-A.

    13. B$rton ,!4 oods ?4 !a$nia$% E4  >ingdom !C/.

    Rheological and physiological  conse2$ences of con0ersion of thematernal  spiral arteries for $teroplacental blood flo d$r- ing h$manpregnancy. /lacenta 988=318#