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Updated: Jul 11, 2025

Assessment of Child Anthropometry in a Large Epidemiologic Study
Published on: February 2, 2017
Observational and genetic associations of adiposity with cardiopulmonary multimorbidity: Linear and nonlinear
Zimin Song1, Wenxiu Wang1, Yimin Zhao1
1Department of Epidemiology and Biostatistics, School of Public Health, Peking University Health Science Center, Beijing, China.
Objective:
Whether adiposity traits are causal risk factors for cardiopulmonary multimorbidity (CP-MM) remains largely unknown. The aim of this study was to examine the causal role of adiposity traits in the development of CP-MM.
Methods:
This study involved 408,886 participants from the UK Biobank who had complete phenotypic and genetic data. Cox regression and Mendelian randomization (MR) analyses were conducted separately for observational and causal associations.
Results:
During a median follow-up of 8.7 years, 1492 incident CP-MM were ascertained. In observational analysis, individuals with obesity had a hazard ratio (HR) of 1.51 (95% confidence intervals [CI]: 1.30-1.75) for developing CP-MM, compared with those with normal body mass index (BMI). Restricted cubic spline analyses showed a U-shaped relationship between continuous BMI and CP-MM (p < 0.001), whereas WHRadjBMI exhibited a linear relationship (p = 0.828). Joint analysis revealed that maintaining ideal waist-hip ratio (WHR) in adults with overweight is still effective in preventing CP-MM. In linear MR analysis, 1 kg/m2 increase in genetically predicted BMI and per 1% higher in genetically predicted WHRadjBMI was associated with 9% and 10% higher risk for incident CP-MM, respectively. Nonlinear MR analyses demonstrated linearity between genetically predicted BMI or WHRadjBMI and CP-MM.
Conclusions:
Adiposity may play a causal role in CP-MM development and represent a promising approach for multimorbidity prevention.
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