Associations among cardiometabolic risk factor clustering, weight status, and cardiovascular disease in an

Kimberly B Blake1, Anoop Shankar, Suresh Madhavan

  • 1Department of Pharmaceutical Systems and Policy, West Virginia University School of Medicine, Morgantown, WV, USA.

Insights

Cardiometabolic risk factors cluster differently within Body Mass Index (BMI) categories. Normal-weight individuals with these risk factors have a higher cardiovascular disease (CVD) risk, similar to overweight/obese individuals with risk factors.

Area of Science:

  • Cardiology
  • Public Health
  • Metabolic Health

Background:

  • Traditional Body Mass Index (BMI) categories may not fully capture cardiometabolic risk.
  • Obesity is a known risk factor for cardiovascular disease (CVD).
  • Understanding risk factor clustering within BMI categories is crucial for targeted interventions.

Purpose of the Study:

  • To investigate the association between obesity, cardiometabolic abnormalities, and CVD risk in Appalachian adults.
  • To determine if cardiometabolic risk factor clustering varies across traditional BMI classifications.

Main Methods:

  • Cross-sectional survey of 14,783 Appalachian adults (aged ≥18).
  • BMI categorized as normal (<25kg/m²), overweight (25-29.9kg/m²), and obese (≥30kg/m²).
  • Cardiometabolic abnormalities defined by hypertension, dyslipidemia, hyperglycemia, insulin resistance, or elevated C-reactive protein.

Main Results:

  • 25.6% of normal-weight adults had ≥2 cardiometabolic abnormalities.
  • 36.8% of overweight/obese adults had no cardiometabolic abnormalities.
  • Normal-weight individuals with clustered abnormalities had 2.21 times the odds of CVD compared to normal-weight individuals without abnormalities.

Conclusions:

  • Cardiometabolic risk factor clustering is heterogeneous within traditional BMI categories.
  • Normal-weight individuals with cardiometabolic abnormalities face elevated CVD risk.
  • BMI alone may be insufficient for comprehensive CVD risk assessment.

Related Concept Videos

Coronary Artery Disease I: Introduction01:30

Coronary Artery Disease I: Introduction

Coronary Artery Disease (CAD): An Overview with Scientific InsightsCoronary Artery Disease (CAD), often referred to as C-A-D, is a prevalent blood vessel disorder classified under the broader category of atherosclerosis. Atherosclerosis is a pathological process characterized by the hardening and narrowing of arteries due to the accumulation of atherosclerotic plaques. These plaques are composed of cholesterol, fatty substances, inflammatory cells, calcium, and fibrin, reducing blood flow to...
Genome-wide Association Studies-GWAS01:11

Genome-wide Association Studies-GWAS

Genome-wide association studies or GWAS are used to identify whether common SNPs are associated with certain diseases. Suppose specific SNPs are more frequently observed in individuals with a particular disease than those without the disease. In that case, those SNPs are said to be associated with the disease. Chi-square analysis is performed to check the probability of the allele likely to be associated with the disease.
GWAS does not require the identification of the target gene involved in...
Obesity01:24

Obesity

The Body Mass Index (BMI) is a numerical value derived from a person's weight and height, used to categorize individuals into weight ranges. It is calculated using the formula: weight in kilograms divided by height in meters squared. Obesity is a health condition characterized by excessive accumulation of adipose tissue that poses health risks, often diagnosed with a BMI ≥ 30. This excess fat storage occurs when surplus dietary calories are converted into triglycerides and stored in adipocytes...
Type II Diabetes I: Introduction01:26

Type II Diabetes I: Introduction

Type 2 diabetes mellitus (T2DM) is a chronic metabolic disorder characterized by insulin resistance, in which target tissues such as the liver, muscle, and adipose tissue respond poorly to insulin. It is also associated with inadequate compensatory insulin secretion, where pancreatic β-cells fail to produce sufficient insulin. Together, these abnormalities lead to persistent hyperglycemia.EtiologyT2DM develops through a complex interaction of genetic predisposition and environmental or...
Coronary Artery Disease IV: Preventive Measures01:26

Coronary Artery Disease IV: Preventive Measures

Effective preventive measures for coronary artery disease (CAD) focus on controlling modifiable risk factors, including cholesterol abnormalities and lifestyle changes.Cholesterol ManagementFirst, the Mediterranean diet and the American Heart Association advocate for maintaining low-density lipoprotein (LDL) cholesterol levels below 100 mg/dL, with a more stringent recommendation of below 70 mg/dL for individuals at high risk. LDL cholesterol, often termed "bad cholesterol," can lead to the...
Atherosclerosis III: Management01:26

Atherosclerosis III: Management

Management of atherosclerosis involves an integrated strategy encompassing pharmacological treatment, surgical interventions, lifestyle changes, and nutrition therapy to address the multifactorial nature of the disease.Pharmacological TherapyA cornerstone of atherosclerosis management is the use of pharmacological agents. Statins, such as atorvastatin, are pivotal in inhibiting HMG-CoA reductase, an enzyme that catalyzes an initial step in cholesterol synthesis in the liver. This reduction in...