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Biomarkers in social studies: the examples of Whitehall II and the English Longitudinal Study of Ageing (ELSA) Meena Kumari UCL 30 th April, 2010

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Page 1: Biomarkers in large scale observational studies: the ... · PDF fileHAEMOS TASIS, INFLAMMATORY MARKERS Blood pressure; glucose; cholesterol ; H DL, LDL, F ibrinogen; factor VII, C

Biomarkers in social studies: the examples of Whitehall II and the

English Longitudinal Study of Ageing (ELSA)

Meena Kumari

UCL

30th April, 2010

Page 2: Biomarkers in large scale observational studies: the ... · PDF fileHAEMOS TASIS, INFLAMMATORY MARKERS Blood pressure; glucose; cholesterol ; H DL, LDL, F ibrinogen; factor VII, C

What is a biomarker?

A biomarker is a characteristic that is objectively measured and evaluated as an indicator of normal biological processes, pathogenic processes and pharmacologic responses to a therapeutic intervention

Biomarkers working group, NIH. 2001

Page 3: Biomarkers in large scale observational studies: the ... · PDF fileHAEMOS TASIS, INFLAMMATORY MARKERS Blood pressure; glucose; cholesterol ; H DL, LDL, F ibrinogen; factor VII, C

Why collect biomarkers in social surveys?

• Understanding the pathways by which social circumstances influence health– Understanding causality

• Sub-clinical disease• Clinical ‘iceberg’

• Contribution to the research: data sharing and consortia

Page 4: Biomarkers in large scale observational studies: the ... · PDF fileHAEMOS TASIS, INFLAMMATORY MARKERS Blood pressure; glucose; cholesterol ; H DL, LDL, F ibrinogen; factor VII, C

Pathways between social position and health: the example of Whitehall II

HEALTH BEHAVIOURS

SOCIAL POSITION

INITIAL PATHO-PHYSIOLOGICAL RESPONSE TO STRESSORS

CORONARY HEART DISEASE DIABETES

Genes Early Life

METABOLIC SYNDROME, HAEMOSTASIS, INFLAMMATORY MARKERS

PSYCHOSOCIAL WORK

FACTORS

PSYCHOLOGIAL

RESPONSE

SUB-CLINICAL DISEASE

SOCIAL ENVIRONMENT

Medical care

Page 5: Biomarkers in large scale observational studies: the ... · PDF fileHAEMOS TASIS, INFLAMMATORY MARKERS Blood pressure; glucose; cholesterol ; H DL, LDL, F ibrinogen; factor VII, C

Pathways between social position and health: the example of Whitehall II: biomarkers

HEALTH BEHAVIOURS

SOCIAL POSITION

INITIAL PATHO-PHYSIOLOGICAL RESPONSE TO STRESSORS

Heart rate variability; cortisol

CORONARY HEART DISEASE DIABETES

Genes Early Life

METABOLIC SYNDROME, LIPIDS, HAEMOSTASIS, INFLAMMATORY MARKERS Blood pressure; glucose; cholesterol; HDL,

LDL, Fibrinogen; factor VII, C-reactive protein; interleukin-6; von willebrand factor; Lp(a)

PSYCHOSOCIAL WORK

FACTORS

PSYCHOLOGIAL

RESPONSE

SUB-CLINICAL DISEASE

Intima-media thickness

SOCIAL ENVIRONMENT

Medical care

Page 6: Biomarkers in large scale observational studies: the ... · PDF fileHAEMOS TASIS, INFLAMMATORY MARKERS Blood pressure; glucose; cholesterol ; H DL, LDL, F ibrinogen; factor VII, C

Biomaker Associated with social position in Whitehall II?

Metabolic markers

Waist circumference yes

Body mass index Yes (in women)

Blood pressure Yes

Glucose No

Lipids

Triglycerides Yes

HDL-cholesterol Yes

LDL-cholesterol No

Total cholesterol No

Inflammatory markers

C-reactive protein Yes

Interleukin-6 Yes

Haemostatic markers

fibrinogen Yes

Factor VII No

Page 7: Biomarkers in large scale observational studies: the ... · PDF fileHAEMOS TASIS, INFLAMMATORY MARKERS Blood pressure; glucose; cholesterol ; H DL, LDL, F ibrinogen; factor VII, C

Pathways between social position and health: example of haemostasis

• Haemostasis: clotting

– Fibrinogen

• Made in the liver

• Acute phase protein, activated by inflammatory markers – associated with adiposity thro’ these markers

• Associated with smoking behaviour

– Factor VII

• Made in liver

• body mass index (direct association), plasma lipids (especially triglycerides ) and diabetes

• Associated with dietary fat intake

Page 8: Biomarkers in large scale observational studies: the ... · PDF fileHAEMOS TASIS, INFLAMMATORY MARKERS Blood pressure; glucose; cholesterol ; H DL, LDL, F ibrinogen; factor VII, C

P<0.0001

From Marmot et al., Diabetologia 2008

Association of Factor VII and fibrinogen with

Civil service employment grade in the Whitehall II study

Page 9: Biomarkers in large scale observational studies: the ... · PDF fileHAEMOS TASIS, INFLAMMATORY MARKERS Blood pressure; glucose; cholesterol ; H DL, LDL, F ibrinogen; factor VII, C

• Fibrinogen associated with social position, factor VII not associated.

– Haemostasis not important per se

– Other pathways might be important

• inflammatory markers

– Further supported when examining additional inflammatory markers; C-reactive protein and interleukins

Page 10: Biomarkers in large scale observational studies: the ... · PDF fileHAEMOS TASIS, INFLAMMATORY MARKERS Blood pressure; glucose; cholesterol ; H DL, LDL, F ibrinogen; factor VII, C

Sub-clinical disease

• Clinical ‘iceberg’

– Contribution of undiagnosed disease to public health burden

– Variations in the association of social factors with diagnosed vs undiagnosed disease

Page 11: Biomarkers in large scale observational studies: the ... · PDF fileHAEMOS TASIS, INFLAMMATORY MARKERS Blood pressure; glucose; cholesterol ; H DL, LDL, F ibrinogen; factor VII, C

Sub-clinical disease: association of diagnosed and undiagnosed diabetes with wealth in ELSA

Page 12: Biomarkers in large scale observational studies: the ... · PDF fileHAEMOS TASIS, INFLAMMATORY MARKERS Blood pressure; glucose; cholesterol ; H DL, LDL, F ibrinogen; factor VII, C

Measures common across Whitehall II and ELSA

‘reported’ ‘objective’

Cardiovascular

Doctor diagnosed disease Blood pressure, AnthropometryLipids, glucose/ HBA1c, CRP, fibrinogen,

Rose Angina

Edinburgh Claudication

Non cardiovascular

Diagnosed disease

MRC respiratory questionnaire Lung function

Functioning

Activities of daily living Hand grip strength, balance, walking speedInstrumental ADLs

Page 13: Biomarkers in large scale observational studies: the ... · PDF fileHAEMOS TASIS, INFLAMMATORY MARKERS Blood pressure; glucose; cholesterol ; H DL, LDL, F ibrinogen; factor VII, C

Utility of objective data: contribution of ‘our studies’ to

meta-analyses

• Biomarkers: Whitehall II and ELSA currently contributing to 5 meta-analyses to look at cardiovascular outcomes (fibrinogen, CRP, vWF, triglycerides, Lp(a))

• Genetic studies: Whitehall II and ELSA currently contributing to 30 consortia. Examples include Vitamin D, glucose, hand grip strength

Page 14: Biomarkers in large scale observational studies: the ... · PDF fileHAEMOS TASIS, INFLAMMATORY MARKERS Blood pressure; glucose; cholesterol ; H DL, LDL, F ibrinogen; factor VII, C

conclusions

• Metabolic and inflammatory markers mediate social differences in cardiovascular disease

• Emerging public health concerns also point to the importance of measurement of these biomarkers

• New risk factors are addressed through both biomarker and genetic studies