Causal mediation analysis between resistance exercise and reduced risk of cardiovascular disease based on the Aerobics Center Longitudinal Study

Jiasheng Huang; Yehua Li; Angelique G Brellenthin; Duck-Chul Lee; Xuemei Sui; Steven N Blair

doi:10.1080/02664763.2021.1962260

Causal mediation analysis between resistance exercise and reduced risk of cardiovascular disease based on the Aerobics Center Longitudinal Study

J Appl Stat. 2021 Aug 6;49(14):3750-3767. doi: 10.1080/02664763.2021.1962260. eCollection 2022.

Authors

Jiasheng Huang¹, Yehua Li², Angelique G Brellenthin³, Duck-Chul Lee³, Xuemei Sui⁴, Steven N Blair⁵

Affiliations

¹ School of Mathematical Sciences, Peking University, Beijing, People's Republic of China.
² Department of Statistics, University of California at Riverside, Riverside, CA, USA.
³ Department of Kinesiology, College of Human Sciences, Iowa State University, Ames, IA, USA.
⁴ Department of Exercise Science, Arnold School of Public Health, University of South Carolina, Columbia, SC, USA.
⁵ Department of Exercise Science and Epidemiology/Biostatistics, Arnold School of Public Health, University of South Carolina, Columbia, SC, USA.

Abstract

Health benefits of resistance exercise (RE), particularly in lowering cardiovascular disease (CVD) risks, are less understood in comparison to aerobic exercise (AE). Motivated by big data from the Aerobics Center Longitudinal Study (ACLS), we study the direct and indirect effects of RE on CVD risks. The primary outcome in our study, total CVD events (CVD morbidity and mortality combined), is modeled as a survival outcome. To investigate the pathway from RE to CVD outcome through potential mediators, we first conduct causal mediation analysis based on marginal structural models (MSMs). To fully account the information from repeated measurements of the mediators, we also adopt a joint model of the CVD survival outcome and multiple longitudinal trajectories of the mediators. Results show statistically significant direct effects of RE and AE on lowering the risk of total CVD events under each pathway. The causal effect of RE and AE on CVD risk is also studied across different age and gender groups. Furthermore, we produce a ranking for the relative importance of the potential risk factors for CVD, with total cholesterol ranking the highest.

Keywords: ACLS; Aerobics Center Longitudinal Study; CVD; RE; cardiovascular disease; resistance exercise.

Grants and funding

This research is supported by the National Institutes of Health, grants AG06945, HL62508, DK088195, and HL133069. The content is solely the responsibility of the authors and does not necessarily represent the official views of the National Institutes of Health.