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Imperial College London Epidemiological Perspectives on the Cardiovascular Disease Epidemic Paul Elliott Professor of Epidemiology and Public Health Medicine Director of MRC-PHE Centre for Environment and Health Imperial College London Christ’s College Medical Alumni Association Open Public Lecture

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Page 1: Epidemiological Perspectives on the Cardiovascular Disease ... · Ezzati M, Obermeyer Z, Tzoulaki I, Mayosi BM, Elliott P, Leon DA Nat. Rev. Cardiol. 12, 508-530 (2015) Age-standardized

Imperial College London

Epidemiological Perspectives on the Cardiovascular Disease Epidemic

Paul Elliott Professor of Epidemiology and Public Health Medicine Director of MRC-PHE Centre for Environment and Health Imperial College London

Christ’s College Medical Alumni Association Open Public Lecture

Page 2: Epidemiological Perspectives on the Cardiovascular Disease ... · Ezzati M, Obermeyer Z, Tzoulaki I, Mayosi BM, Elliott P, Leon DA Nat. Rev. Cardiol. 12, 508-530 (2015) Age-standardized

Outline • Trends in cardiovascular disease

– Temporal – Spatial

• Global burden of CVD • Risk factors

– Smoking – Raised cholesterol – Raised BP (salt, diet) – Obesity

• Metabolic profiling – Metabolome-Wide Association Study

Page 3: Epidemiological Perspectives on the Cardiovascular Disease ... · Ezzati M, Obermeyer Z, Tzoulaki I, Mayosi BM, Elliott P, Leon DA Nat. Rev. Cardiol. 12, 508-530 (2015) Age-standardized
Page 4: Epidemiological Perspectives on the Cardiovascular Disease ... · Ezzati M, Obermeyer Z, Tzoulaki I, Mayosi BM, Elliott P, Leon DA Nat. Rev. Cardiol. 12, 508-530 (2015) Age-standardized
Page 5: Epidemiological Perspectives on the Cardiovascular Disease ... · Ezzati M, Obermeyer Z, Tzoulaki I, Mayosi BM, Elliott P, Leon DA Nat. Rev. Cardiol. 12, 508-530 (2015) Age-standardized

Cardiovascular Disease Death Rate per 100,000/year 1950-2010

Ezzati M and Riboli E 1485-1487

Page 6: Epidemiological Perspectives on the Cardiovascular Disease ... · Ezzati M, Obermeyer Z, Tzoulaki I, Mayosi BM, Elliott P, Leon DA Nat. Rev. Cardiol. 12, 508-530 (2015) Age-standardized

Ezzati M, Obermeyer Z, Tzoulaki I, Mayosi BM, Elliott P, Leon DA Nat. Rev. Cardiol. 12, 508-530 (2015)

Age-standardized trends in CVD death rates, ages 30-69 years

Men Women

Page 7: Epidemiological Perspectives on the Cardiovascular Disease ... · Ezzati M, Obermeyer Z, Tzoulaki I, Mayosi BM, Elliott P, Leon DA Nat. Rev. Cardiol. 12, 508-530 (2015) Age-standardized

0 200 400 600 800

France

Portugal

Spain

Italy

Greece

Sw itzerland

Netherlands

Albania

Denmark

Norw ay

Germany

Sw eden

Austria

Poland

UK

Ireland

Croatia

Bulgaria

Finland

Czech Rep

Romania

Hungary

Slovakia

Lithuania

Latvia

Estonia

Russia

Kazakhstan

Ukraine

Belarus

FemaleMale

Age-standardized mortality from CHD per 100 000 in European countries in 2000

Data from the WHO Health for All database

Bobak M, Marmot M. Central and Eastern Europe and the Former Soviet Union. In: M Marmot & P Elliott (eds). Coronary Heart Disease Epidemiology. From Aetiology to Public Health, 2005, Oxford University Press, Oxford, UK, pp 83-101.

Page 8: Epidemiological Perspectives on the Cardiovascular Disease ... · Ezzati M, Obermeyer Z, Tzoulaki I, Mayosi BM, Elliott P, Leon DA Nat. Rev. Cardiol. 12, 508-530 (2015) Age-standardized

Trends and inequalities in cardiovascular disease mortality across 7932 English electoral wards, 1982–2006: Bayesian spatial analysis

Asaria P, Fortunato L, Fecht D, Tzoulaki I, Abellan JJ, Hambly P, de Hoogh K, Ezzati M, Elliott P. Int. J. Epidemiol. 2012; 41(6):1737-49

Men

Women

30-64 yr 65+ yr

Page 9: Epidemiological Perspectives on the Cardiovascular Disease ... · Ezzati M, Obermeyer Z, Tzoulaki I, Mayosi BM, Elliott P, Leon DA Nat. Rev. Cardiol. 12, 508-530 (2015) Age-standardized

Smoothed RR All cause (Wards)<0.850.85 - 0.950.95 - 1.051.05 - 1.17>1.17

N

EW

S

10 0 10 20 30 40 50 Kilometers

Smoothed RR IHD (Wards)<0.850.85 - 0.950.95 - 1.051.05 - 1.17>1.17

N

EW

S

10 0 10 20 30 40 50 Kilometers

Employment (Wards)0.012 - 0.0480.048 - 0.0660.066 - 0.0940.094 - 0.1310.131 - 0.306

N

EW

S

10 0 10 20 30 40 50 Kilometers

Income (Wards)0.01 - 0.0630.063 - 0.1060.106 - 0.1670.167 - 0.240.24 - 0.587

N

EW

S

10 0 10 20 30 40 50 Kilometers

Smoothed SMRs by ward (n=791), London 1998-2001, Employment & Income

CHD >40 yr (n=29033)

All cause <65 yr (n=49962)

Page 10: Epidemiological Perspectives on the Cardiovascular Disease ... · Ezzati M, Obermeyer Z, Tzoulaki I, Mayosi BM, Elliott P, Leon DA Nat. Rev. Cardiol. 12, 508-530 (2015) Age-standardized

“Genetics loads the gun, but Environment pulls the trigger”

After Elliott Proctor Joslin MD,

A pioneering American diabetologist and founder of the Joslin Diabetes Center, 1869-1962

Br Med J 1991; 302: 1231

Page 11: Epidemiological Perspectives on the Cardiovascular Disease ... · Ezzati M, Obermeyer Z, Tzoulaki I, Mayosi BM, Elliott P, Leon DA Nat. Rev. Cardiol. 12, 508-530 (2015) Age-standardized

Deaths from cardiovascular causes, worldwide, in 1990 and estimated for 2020. Data from Global Burden of Disease study Source: Reddy KS, NEJM 2004;350:2438-2440

Page 12: Epidemiological Perspectives on the Cardiovascular Disease ... · Ezzati M, Obermeyer Z, Tzoulaki I, Mayosi BM, Elliott P, Leon DA Nat. Rev. Cardiol. 12, 508-530 (2015) Age-standardized

Epidemiologic transition and the Global Burden of Disease

During the epidemiologic transition, a long-term shift occurs in mortality and disease patterns whereby pandemics of infection are replaced by degenerative and man-made diseases….

Page 13: Epidemiological Perspectives on the Cardiovascular Disease ... · Ezzati M, Obermeyer Z, Tzoulaki I, Mayosi BM, Elliott P, Leon DA Nat. Rev. Cardiol. 12, 508-530 (2015) Age-standardized

WHO Global burden of lifestyle related

chronic disease risk factors

Low- medium income countries High income countries

High Blood Pressure

Tobacco Use

High Blood Glucose

Physical Inactivity

High Body Mass Index

High Cholesterol

Alcohol Use

Low Fruit & Vegetable Intake

8 6 4 2 0

Ezzati M & Riboli E New Engl J Med 2013

Modifiable Risk Factors for Mortality Worldwide

Deaths Attributable to Lifestyle Risk Factors (Millions)

13

Page 14: Epidemiological Perspectives on the Cardiovascular Disease ... · Ezzati M, Obermeyer Z, Tzoulaki I, Mayosi BM, Elliott P, Leon DA Nat. Rev. Cardiol. 12, 508-530 (2015) Age-standardized

Lifetime risk of CVD according to number of risk factors

Lloyd-Jones et al. Circulation 2006;113;791-798

Page 15: Epidemiological Perspectives on the Cardiovascular Disease ... · Ezzati M, Obermeyer Z, Tzoulaki I, Mayosi BM, Elliott P, Leon DA Nat. Rev. Cardiol. 12, 508-530 (2015) Age-standardized

Copyright ©2004 BMJ Publishing Group Ltd.

Doll, R. et al. BMJ 2004;328:1519

Survival from age 35 for continuing cigarette smokers and lifelong non-smokers among UK male doctors born 1900-1930

Page 16: Epidemiological Perspectives on the Cardiovascular Disease ... · Ezzati M, Obermeyer Z, Tzoulaki I, Mayosi BM, Elliott P, Leon DA Nat. Rev. Cardiol. 12, 508-530 (2015) Age-standardized

Smoking ban in Scotland

Admissions for Acute Coronary Syndrome by Month, before and after Smoke-free Legislation

Pell J et al. NEJM 2008; 359:482-491

Page 17: Epidemiological Perspectives on the Cardiovascular Disease ... · Ezzati M, Obermeyer Z, Tzoulaki I, Mayosi BM, Elliott P, Leon DA Nat. Rev. Cardiol. 12, 508-530 (2015) Age-standardized
Page 18: Epidemiological Perspectives on the Cardiovascular Disease ... · Ezzati M, Obermeyer Z, Tzoulaki I, Mayosi BM, Elliott P, Leon DA Nat. Rev. Cardiol. 12, 508-530 (2015) Age-standardized

Copyright ©2007 BMJ Publishing Group Ltd.

Page 19: Epidemiological Perspectives on the Cardiovascular Disease ... · Ezzati M, Obermeyer Z, Tzoulaki I, Mayosi BM, Elliott P, Leon DA Nat. Rev. Cardiol. 12, 508-530 (2015) Age-standardized

SBP deciles: <112, 112-17, 118-20, 121-4, 125-8, 129-31, 132-6, 137-41, 142-50, >151 mmHg

DBP deciles: <71, 71-5, 76-8, 79-80, 81-3, 84-5, 86-8, 89-91, 92-7, >98 mmHg

CHD

Stroke

Blood Pressure 347,978 men screened for MRFIT

Ages 35-57 at baseline, without history of hospitalization for heart attack

25-year risk of death After Stamler 19

Page 20: Epidemiological Perspectives on the Cardiovascular Disease ... · Ezzati M, Obermeyer Z, Tzoulaki I, Mayosi BM, Elliott P, Leon DA Nat. Rev. Cardiol. 12, 508-530 (2015) Age-standardized

INTERSALT Mean systolic blood pressure (mmHg), US

population, NHANES III Phase I (1988-1991) by age, ethnic group and gender

100

105

110

115

120

125

130

135

140

145

18-29 30-39 40-49 50-59 60-74Age group (years)

Mea

n s

ysto

lic p

ress

ure

Black menBlack womenWhite menWhite women

Blood Pressure Rise with Age

20

Page 21: Epidemiological Perspectives on the Cardiovascular Disease ... · Ezzati M, Obermeyer Z, Tzoulaki I, Mayosi BM, Elliott P, Leon DA Nat. Rev. Cardiol. 12, 508-530 (2015) Age-standardized

Shift in the BP Distribution

Adapted from Rose G “Sick individuals and sick populations” Int J Epidemiol 1985; 14: 32-38

Poulter et al. BMJ 1990; 300: 967-72

Lifestyle factors – especially diet and weight gain – are key in explaining the rise in BP with age and the consequent prevalence of high BP at older ages

Kenyan Luo: Male migrants to Nairobi

Systolic BP

Page 22: Epidemiological Perspectives on the Cardiovascular Disease ... · Ezzati M, Obermeyer Z, Tzoulaki I, Mayosi BM, Elliott P, Leon DA Nat. Rev. Cardiol. 12, 508-530 (2015) Age-standardized

Salt and Blood Pressure

• Animal studies • Epidemiological

studies INTERSALT Study

• Clinical trials

Page 23: Epidemiological Perspectives on the Cardiovascular Disease ... · Ezzati M, Obermeyer Z, Tzoulaki I, Mayosi BM, Elliott P, Leon DA Nat. Rev. Cardiol. 12, 508-530 (2015) Age-standardized

Denton et al. Nat Med 1995 Elliott P et al. Circulation 2007

Salt & BP in chimpanzees

23

Page 24: Epidemiological Perspectives on the Cardiovascular Disease ... · Ezzati M, Obermeyer Z, Tzoulaki I, Mayosi BM, Elliott P, Leon DA Nat. Rev. Cardiol. 12, 508-530 (2015) Age-standardized

(Dahl 1958)

Dahl 1960

Salt and BP

Strong ecologic association but within-population studies (1970s-early 80s) inconsistent

Sodium chloride: 1 g = 393.4 mg Na = 17 mmol Na

Page 25: Epidemiological Perspectives on the Cardiovascular Disease ... · Ezzati M, Obermeyer Z, Tzoulaki I, Mayosi BM, Elliott P, Leon DA Nat. Rev. Cardiol. 12, 508-530 (2015) Age-standardized

INTERSALT

• 52 population samples in 32 countries

• 10,079 men & women, 20-59 years • 8% repeat 24-hr urine

collections • Standardized international

training and quality control 25

Page 26: Epidemiological Perspectives on the Cardiovascular Disease ... · Ezzati M, Obermeyer Z, Tzoulaki I, Mayosi BM, Elliott P, Leon DA Nat. Rev. Cardiol. 12, 508-530 (2015) Age-standardized

Results

26

Page 27: Epidemiological Perspectives on the Cardiovascular Disease ... · Ezzati M, Obermeyer Z, Tzoulaki I, Mayosi BM, Elliott P, Leon DA Nat. Rev. Cardiol. 12, 508-530 (2015) Age-standardized

Results

27

Page 28: Epidemiological Perspectives on the Cardiovascular Disease ... · Ezzati M, Obermeyer Z, Tzoulaki I, Mayosi BM, Elliott P, Leon DA Nat. Rev. Cardiol. 12, 508-530 (2015) Age-standardized

Greater difference in average BP over 30 years (age 25-55) per 100 mmol/day Na Model SBP difference [mm Hg]† DBP difference [mm Hg]†

greater by (t-value) greater by (t-value) Linear 10.2 (5.7)*** 6.3 (6.6)*** Linear adj.† 8.7 (5.2)*** 5.3 (5.7)*** Difference 10.7 (5.1)*** 5.7 (5.0)*** “Best fit” 11.3 (6.1)*** 6.4 (6.7)*** † Age and sex standardised & adjusted across 52 samples for median BMI, median alcohol

intake in drinkers, and prevalence of alcohol drinking *** p<0.001

The Salt Institute continues to misrepresent the findings of Intersalt (and other studies)....

28

Page 29: Epidemiological Perspectives on the Cardiovascular Disease ... · Ezzati M, Obermeyer Z, Tzoulaki I, Mayosi BM, Elliott P, Leon DA Nat. Rev. Cardiol. 12, 508-530 (2015) Age-standardized

INTERSALT Study Difference in SBP per 100 mmol Na

Men & women ages 20-59

mm Hg Within populations (n=10,074) 3 - 6 Across populations (n=52) 4.5 30-year greater difference in BP (n=52) 9 - 11

Adjusted for age, sex, K, alcohol, with/without BMI & reliability within populations); and age, sex, alcohol, BMI (across populations)

Elliott et al. BMJ 1996; 312:1249-1253 29

Page 30: Epidemiological Perspectives on the Cardiovascular Disease ... · Ezzati M, Obermeyer Z, Tzoulaki I, Mayosi BM, Elliott P, Leon DA Nat. Rev. Cardiol. 12, 508-530 (2015) Age-standardized

Hazard ratios (95% CI) for mortality associated with 100 mmol/d higher Na intake, men and women, Finnish cohort (N = 2,436)

† Adjusted age, sex, year, smoking, serum total & HDL cholesterol, SBP, BMI

Adjustment

Age & Year Multiple†

CHD (N=61) 1.51 (1.14-2.00) 1.56 (1.15-2.12) CVD (N=87) 1.45 (1.14-1.84) 1.36 (1.05-1.76) All causes (N=180) 1.26 (1.06-1.50) 1.22 (1.02-1.47)

Tuomilehto J et al. Lancet 2001; 357: 848-51

Page 31: Epidemiological Perspectives on the Cardiovascular Disease ... · Ezzati M, Obermeyer Z, Tzoulaki I, Mayosi BM, Elliott P, Leon DA Nat. Rev. Cardiol. 12, 508-530 (2015) Age-standardized

RCTs: Effect of reduced sodium intake on resting systolic blood pressure in adults (Aburto et al., BMJ, 2013)

Page 32: Epidemiological Perspectives on the Cardiovascular Disease ... · Ezzati M, Obermeyer Z, Tzoulaki I, Mayosi BM, Elliott P, Leon DA Nat. Rev. Cardiol. 12, 508-530 (2015) Age-standardized

Projected Annual Reductions in CVD Events For a Dietary Salt Reduction of 3 g/d

Bibbins-Domingo et al. NEJM 2010; 362:590-599 Asaria P et al. Lancet 2007;370: 2044-53

Page 33: Epidemiological Perspectives on the Cardiovascular Disease ... · Ezzati M, Obermeyer Z, Tzoulaki I, Mayosi BM, Elliott P, Leon DA Nat. Rev. Cardiol. 12, 508-530 (2015) Age-standardized

Sources of Salt in the Diet • Natural salt content of foods 10%

• Food manufacture and processing 75 %

• Added in cooking and at table 15 % Sanchez-Castillo et al. Clin Sci 1987; 72:95-102

33

Page 34: Epidemiological Perspectives on the Cardiovascular Disease ... · Ezzati M, Obermeyer Z, Tzoulaki I, Mayosi BM, Elliott P, Leon DA Nat. Rev. Cardiol. 12, 508-530 (2015) Age-standardized

Godlee F BMJ 1996;312(7041):1239-40.

34

Page 35: Epidemiological Perspectives on the Cardiovascular Disease ... · Ezzati M, Obermeyer Z, Tzoulaki I, Mayosi BM, Elliott P, Leon DA Nat. Rev. Cardiol. 12, 508-530 (2015) Age-standardized

35

Page 36: Epidemiological Perspectives on the Cardiovascular Disease ... · Ezzati M, Obermeyer Z, Tzoulaki I, Mayosi BM, Elliott P, Leon DA Nat. Rev. Cardiol. 12, 508-530 (2015) Age-standardized

Monitoring salt intake in UK population by gender

24-hour urine collections

g/da

y

Target

N=1,147

N=448

N=692

N=547

N=689

N= N=188 N=294

N=250 N=298

N=260 N=398

N=297 N=391 N=567 N=580

Target

Page 37: Epidemiological Perspectives on the Cardiovascular Disease ... · Ezzati M, Obermeyer Z, Tzoulaki I, Mayosi BM, Elliott P, Leon DA Nat. Rev. Cardiol. 12, 508-530 (2015) Age-standardized

INTERMAP Study

Multi-centre cross-sectional study of 4,680 men & women ages 40-59 in China, Japan, UK, USA

Page 38: Epidemiological Perspectives on the Cardiovascular Disease ... · Ezzati M, Obermeyer Z, Tzoulaki I, Mayosi BM, Elliott P, Leon DA Nat. Rev. Cardiol. 12, 508-530 (2015) Age-standardized

4 visits per participant: 8 BP measurements 4 x height, weight 4 x 24 h dietary recalls: foods, 83 nutrients – updated

to 163 nutrients/ratios 2 x 7d alcohol Dietary supplements Questionnaire 2 x 24h urine collections 1H NMR urinary spectroscopy/MS

INTERMAP

Page 39: Epidemiological Perspectives on the Cardiovascular Disease ... · Ezzati M, Obermeyer Z, Tzoulaki I, Mayosi BM, Elliott P, Leon DA Nat. Rev. Cardiol. 12, 508-530 (2015) Age-standardized

0%

20%

40%

60%

80%

100%

China (n= 416) Japan (n= 570) UK (n= 265) USA (n= 1,085)

Sugar (%kcal)Starch (%kcal)Trans fatty acids (%kcal)SFA (%kcal)PFA (%kcal)MFA (%kcal)Vegetable protein (%kcal)Animal protein (%kcal)Alcohol (%kcal)

2,278 kcal2,345 kcal 2,471 kcal 2,611 kcal

INTERMAP Study

Holmes et al, Nature, 2008

Page 40: Epidemiological Perspectives on the Cardiovascular Disease ... · Ezzati M, Obermeyer Z, Tzoulaki I, Mayosi BM, Elliott P, Leon DA Nat. Rev. Cardiol. 12, 508-530 (2015) Age-standardized

Estimated Effect on Average SBP of More Favourable Diet: INTERMAP

*** p<0.001 ** p<0.01 * p<0.05 ‡p<0.1 †Effect of alcohol calculated as regression coefficient x prevalence of heavy drinking Stamler J et al . In: Nutritional and Metabolic Bases of Cardiovascular Disease: Mancini M, et al. eds. Blackwell Publishing, 2011

Variable

Improvement in level

Estimated lower average SBP (mm Hg) Multivariate models with BMI

Model 1 Model 2 Model 3 Model 4 Sodium (mmol/24h) -110 -0.7‡ -0.7‡ -0.7 -0.7‡

Potassium (mmol/24h) +60 -2.8*** -2.7*** -2.8*** -2.8***

Calcium (mg/1000kcal) +240 -1.4* -1.2** -1.2‡ -1.1

Phosphorus (mg/1000kcal) +232 -0.5 -- -0.2 --

Magnesium (mg/1000kcal) +76 -- -- -0.8 -0.2

Non-heme Fe (mg/1000kcal) +4.1 -- -0.9‡ -- -1.3**

PFA (%kcal) +4.1 -0.6 -0.6 -0.6 -0.7

Vegetable protein (%kcal) +2.8 -1.2** -0.8‡ -- --

Heavy alcohol intake None (-3.3***) -0.6†

(-3.3***) -0.6†

(-3.5***) -0.6†

(-3.4***) -0.6†

BMI (kg/m2) -4 -3.4*** -3.4*** -3.5*** -3.5***

Sum – All Variables -- -11.2 -10.9 -10.4 -11.0 Sum – Na, K, Alcohol, BMI -- -7.5 -7.4 -7.6 -7.7

Page 41: Epidemiological Perspectives on the Cardiovascular Disease ... · Ezzati M, Obermeyer Z, Tzoulaki I, Mayosi BM, Elliott P, Leon DA Nat. Rev. Cardiol. 12, 508-530 (2015) Age-standardized

Nutrient wide Association Study (NWAS) (SBP)

Tzoulaki et al Circulation 2012

B-vitamins

Page 42: Epidemiological Perspectives on the Cardiovascular Disease ... · Ezzati M, Obermeyer Z, Tzoulaki I, Mayosi BM, Elliott P, Leon DA Nat. Rev. Cardiol. 12, 508-530 (2015) Age-standardized

Metabolic Profiling

System Environment

Study of the complement of small molecules within biological systems Also known as metabolomics or metabonomics

Untargeted: No prior hypothesis of specific metabolites involved

CELL

STRESSOR

Knock-out / strain

Disease

Toxicity

GUT MICROBES DIET

TISSUE BIOFLUID

DRUGS & OTHER CHEMICALS

METABOLIC PROFILE

Page 43: Epidemiological Perspectives on the Cardiovascular Disease ... · Ezzati M, Obermeyer Z, Tzoulaki I, Mayosi BM, Elliott P, Leon DA Nat. Rev. Cardiol. 12, 508-530 (2015) Age-standardized

Metabolome-Wide Association Study (MWAS)

Page 44: Epidemiological Perspectives on the Cardiovascular Disease ... · Ezzati M, Obermeyer Z, Tzoulaki I, Mayosi BM, Elliott P, Leon DA Nat. Rev. Cardiol. 12, 508-530 (2015) Age-standardized

Population Metabolic Phenotype Mapping (INTERMAP) China, Japan, UK, USA - 17 sub-populations, male/female, N = 4630 (24-h urine)

China

Japan

UK

USA

USA

Holmes et al, Nature, 2008

Page 45: Epidemiological Perspectives on the Cardiovascular Disease ... · Ezzati M, Obermeyer Z, Tzoulaki I, Mayosi BM, Elliott P, Leon DA Nat. Rev. Cardiol. 12, 508-530 (2015) Age-standardized

N China Shanxi

S China Guangxi

Mean (SD)

Trait N China (N=523) S China (N=244)

SBP mm Hg 123.8 (18.6) 115.4 (13.0)

Ur Na mmol/24h 271.4 (88.3) 139.2 (55.5)

Ur Na/K ratio 7.8 (2.4) 3.7 (1.5)

Ca mg/1000 kcal 136.5 (48.4) 175.0 (62.5)

Mg mg/1000 kcal 133.2 (38.7) 198.2 (27.2)

INTERMAP Study – Chinese samples

Yap et al. J Proteome Res 2010;9(12):6647-54

Page 46: Epidemiological Perspectives on the Cardiovascular Disease ... · Ezzati M, Obermeyer Z, Tzoulaki I, Mayosi BM, Elliott P, Leon DA Nat. Rev. Cardiol. 12, 508-530 (2015) Age-standardized

METABOLOME WIDE ASSOCIATION STUDIES: METABOLIC PHENOTYPE LINKAGE TO HUMAN BLOOD PRESURE

“Metabolome-Wide Association Studies” for novel hypothesis generation…

e.g.….A possible new role for formate in human BP regulation?

CFEX

**N methyl-nicotinate

Holmes et al, Nature, 2008

Page 47: Epidemiological Perspectives on the Cardiovascular Disease ... · Ezzati M, Obermeyer Z, Tzoulaki I, Mayosi BM, Elliott P, Leon DA Nat. Rev. Cardiol. 12, 508-530 (2015) Age-standardized

Obesity trends worldwide

Finucane et al. Lancet 2011; 377:557-67

Page 48: Epidemiological Perspectives on the Cardiovascular Disease ... · Ezzati M, Obermeyer Z, Tzoulaki I, Mayosi BM, Elliott P, Leon DA Nat. Rev. Cardiol. 12, 508-530 (2015) Age-standardized

1: ketoleucine, 2: leucine, 3: valine, 4: 2-hydroxyisobutyrate, 5: alanine, 6: lysine, 7: N-acetyl signals from urinary glycoproteins, 8: N-acetyl neuraminate, 9: phenylacetylglutamine, 10: glutamine, 11: proline betaine, 12: 4-cresyl sulfate,13: succinate, 14: citrate, 15: dimethylamine, 16: TMA, 17: dimethylglycine, 18: creatinine, 19: ethanolamine, 20: O-acetyl carnitine, 21: glucose, 22: 3-methylhistidine, 23: glycine, 24: hippurate, 25: pseudouridine, 26: NMNA, 27: 3-hydroxymandelate, 28: tyrosine, 29: 4-hydroxymandelate, 30: formate, U1 to U26 unidentified

Page 49: Epidemiological Perspectives on the Cardiovascular Disease ... · Ezzati M, Obermeyer Z, Tzoulaki I, Mayosi BM, Elliott P, Leon DA Nat. Rev. Cardiol. 12, 508-530 (2015) Age-standardized

Treatments -42% AMI treatments -8% Secondary prevention -11% Heart failure -12% Angina: CABG/PCI -4% Angina: drugs -5% BP treatment -3%

Risk factors worse +13% Obesity +3.5% Diabetes +4.8% Less physical activity +4.4%

Risk factors better -71% Smoking -41% Cholesterol -9% Popul’n BP fall -9% Deprivation -3% Other factors -8%

68,230 fewer deaths in 2000

0

-20,000

-40,000

-60,000

-80,000

1980 2000

Deaths averted

Redrawn from Capewell and colleagues

Page 50: Epidemiological Perspectives on the Cardiovascular Disease ... · Ezzati M, Obermeyer Z, Tzoulaki I, Mayosi BM, Elliott P, Leon DA Nat. Rev. Cardiol. 12, 508-530 (2015) Age-standardized