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.
Abstract:
It has been suggested that within the traditional body mass index (BMI) categories there is a heterogeneous pattern of cardiometabolic risk factor clustering. The objective of this research was to determine the associations among obesity, cardiometabolic abnormalities, and cardiovascular disease (CVD) in a large population-based study of Appalachian adults. The study comprised a cross-sectional survey of Appalachian adults residing in 6 communities in Ohio and West Virginia, who were aged 18 years and older (n=14,783, 50.9% women). The authors categorized BMI into normal weight (<25kg/m(2) ), overweight (25-29.9kg/m(2) ), and obese (≥30kg/m(2) ). Cardiometabolic abnormalities were defined as the presence of hypertension, elevated triglycerides (≥150mg/dL), decreased high-density lipoprotein cholesterol (<40mg/dL [men], <50mg/dL [women]), elevated fasting glucose (≥100mg/dL)/diabetes, insulin resistance (homeostasis model assessment >5.13), or elevated C-reactive protein (>3mg/L). They found that 25.6% of normal-weight adults displayed clustering of ≥2 cardiometabolic abnormalities; in contrast, 36.8% of overweight/obese adults displayed no clustering. Compared with normal-weight persons without clustering of cardiometabolic abnormalities (referent), the odds ratio of CVD was 1.06 (95% confidence interval [CI], 0.84-1.34) among overweight/obese individuals without cardiometabolic clustering, 2.21 (95% CI, 1.74-2.81) among normal-weight individuals with cardiometabolic clustering, and 2.45 (95% CI, 2.02-2.97) among overweight/obese individuals with cardiometabolic clustering. These results suggest that within the traditional BMI categories, there may be heterogeneity of CVD risk depending on whether there is underlying clustering of cardiometabolic abnormalities.
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