Effect modification of general and central obesity by sex and age on cardiovascular outcomes: Targeted maximum likelihood estimation in the atherosclerosis risk in communities study

Diabetes Metab Syndr. 2021 Mar-Apr;15(2):479-485. doi: 10.1016/j.dsx.2021.02.024. Epub 2021 Feb 21.

Abstract

Background and aims: To elucidate the effect modification of general and central obesity by sex and age on the risk of cardiovascular events.

Methods: The analysis included 14,983 males and females aged 45-75 years from the Atherosclerosis Risk in Communities study. Obesity was defined with body mass index (BMI), waist-to-hip ratio (WHR) and body shape index (BSI) which categorized the participants as obese and non-obese. Targeted maximum likelihood estimation was used to estimate the risk ratio (RR) with the tmle package in R software.

Results: After adjustment, the strongest effect of BMI on CHD was in females (RR (95%CI): 1.26 (1.11, 1.42)) and in age>54 (RR (95%CI): 1.16 (1.06, 1.27)) and for HF it was in age>54 (RR (95%CI): 1.18 (1.10, 1.26)) and in females (RR (95%CI): 1.17 (1.08, 1.28)). Regarding central obesity, WHR (RR (95%CI): 1.19 (1.05, 1.34)) had the strongest effects on CHD for males and BSI (RR (95%CI): 1.140 (1.02, 1.26)) for age ≤ 54, and for HF the WHR (RR (95%CI): 1.22 (1.10, 1.36)) and BSI (RR (95%CI): 1.18 (1.07, 1.30)) had the strongest effects for age≤54, respectively.

Conclusion: Among males and age≤54, WHR index was associated with a higher risk of CHD and HF while BMI was so for females and age>54.

Keywords: Coronary heart disease; Heart failure; Obesity; Targeted maximum likelihood estimation.

MeSH terms

  • Age Factors
  • Aged
  • Atherosclerosis / blood
  • Atherosclerosis / diagnosis
  • Atherosclerosis / epidemiology*
  • Body Mass Index*
  • Cardiovascular Diseases / blood
  • Cardiovascular Diseases / diagnosis
  • Cardiovascular Diseases / epidemiology*
  • Cohort Studies
  • Community Health Services / methods*
  • Female
  • Follow-Up Studies
  • Humans
  • Likelihood Functions
  • Male
  • Middle Aged
  • Obesity / blood
  • Obesity / diagnosis
  • Obesity / epidemiology
  • Obesity, Abdominal / blood
  • Obesity, Abdominal / diagnosis
  • Obesity, Abdominal / epidemiology*
  • Prospective Studies
  • Risk Factors
  • Sex Factors