The Metabolic Syndrome: Complex Exposures
The Metabolic Syndrome: Complex Exposures
Blind Men Study the Elephant; artist: Liu Zhangde; granite; Wuhan; 1985
It was six men of It was six men of Indostan To learning Indostan To learning much inclined,much inclined,
Who went to see the Who went to see the Elephant (Though all Elephant (Though all of them were blind),of them were blind),
That each by That each by observation Might observation Might satisfy his mindsatisfy his mind
John Godfrey Saxe(1816-1887)
Origins of Obesity• Fetal origins of metabolic syndrome• Thrifty genotype hypothesis• Maladaptation to modern, post-industrial
life– High dietary energy availability– Sedentary life style
• Precursor to Metabolic syndrome
Environmental factorsEnvironmental factorsDietary factorsDietary factors
Obesity and Obesity and Chronic diseaseChronic disease
Secular trends in obesity
Adipokines or adipocytokines are cytokines secreted by adipose tissue (fat cells).
• Energy balance:– leptin (Ob ligand) – adiponectin
• Pro-coagulant– plasminogen activator inhibitor-1 (PAI-1)
• Inflammation– tumor necrosis factor-alpha (TNFα)
Metabolic Syndrome: A constellation of metabolic risk factors associated with risk of type 2 diabetes and risk of atherosclerotic cardiovascular disease.
– Abdominal obesity – Atherogenic dyslipidemia
• high triglycerides• low HDL cholesterol • high LDL cholesterol
– Hypertension – Insulin resistance– Prothrombotic state
• High fibrinogen or • High plasminogen activator inhibitor–1 (PAI-1)
– Proinflammatory state (elevated C-reactive protein)
History• 1988—Reaven, GM proposed Syndrome X
• 1998—World Health Organization proposed a formal definition of the Metabolic Syndrome
• 2001--National Cholesterol Education Program Adult Treatment Panel III (NCEP/ATP III) definition proposed
• 2005—Definitional debates, national and international consensus meetings
– American Heart Association/ National Heart Lung and Blood Institute (AHA/NHLBI)
– International Diabetes Federation (IDF)– European Association for the Study of Diabetes/ American Diabetes
Association (EASD/ADA)
Operational Definition
Reference: Kahn, R et al. Diabetes Care, 2005;28(9):2289-2304.
Criteria NCEP/ATP III World Health Organization (WHO)
Three or more of the following five criteria:
Presence of Diabetes, IFG, IGT, or insulin resistance (assessed by clamp studies) and at least two of the following criteria:
Central Obesity Waist Circumference >102 cm in men and >88 cm in women
Waist to hip ratio >0.9 in men or >0.85 in women
Dyslipidemia Serum Triglycerides >=1.7 mmol/l Serum Triglycerides >=1.7 mmol/l or HDL cholesterol <0.9 mmol/l in men and <1.0 mmol/l in women
HDL cholesterol <1.0 mmol/l in men and <1.3 mmol/l in women
Hypertension Blood pressure >=130/85 mmHg Blood pressure >=140/90 mmHg
Hyperglycemia Serum glucose >= 6.1 mmol/l (revised to >=5.6)
Other Urinary albumin excretion rate >20 micrograms/min or albumin to creatinine ratio >=30 mg/g
Reference: Ford ES et al. Diabetes Care, 2003:26;575-581.
Reference: Duncan GE et al. Diabetes Care, 2004: 27;2438-2443
Clustering• Epidemiologic research:
– Outcome / Dependent Variable
– Predictor / Independent Variables
• Two scenarios in chronic disease– Multiple risk factors for a
given disease– Multiple diseases due to a
given risk factor
Statistical Analysis– Multivariate Regression
Initial ModelInitial Model Final ModelFinal Model
Statistical Analysis– Factor Analysis
The objective of this study was to investigate, using factor analysis, the clustering of physiologic variables using data from 1,087
nondiabetic participants in the insulin Resistance Atherosclerosis
Study (IRAS).
From Hanley AJG, et al. Factor Analysis of Metabolic Syndrome Using Directly Measured Insulin Sensitivity. Diabetes 2002, 51: 2642-2647
Metabolic Syndrome
From Hanley AJG, et al. Factor Analysis of Metabolic Syndrome Using Directly Measured Insulin Sensitivity. Diabetes 2002, 51: 2642-2647
Table 4. Loadings of 13 Age-Adjusted Variables on the 4 Factors Rotated and Extracted With Factor Analysis*
Lakka, H.-M. et al. JAMA 2002;288:2709-2716.
Kuopio Ischaemic Heart Disease Risk Factor Study, a population-based, prospective cohort study of 1209 Finnish men aged 42 to 60 years at baseline (1984-1989) who were initially without CVD, cancer, or diabetes.
Copyright restrictions may apply.
Lakka, H.-M. et al. JAMA 2002;288:2709-2716.
Unadjusted Kaplan-Meier Hazard Curves
Physiol Genomics. 2008; 35:55-64.Physiol Genomics. 2008; 35:55-64.