Skip to content
Open access

Leisure‐Time Physical Activity on Age‐Modelled Trajectories of Body Mass Index and Obesity Risk Throughout Life: Multivariable Regression and Mendelian Randomization Analyses Using Electronic Health Record Data From the CORDELIA‐Catalunya Study

Jul 2026 · Diabetes, obesity and metabolism · Vol 28, pp. 8925 - 8935 · 0 citations · 42 references
Medicine

TL;DR

Higher LTPA and MVLTPA were associated with more favourable lifelong BMI trajectories, delayed obesity risk, and convergent support from Mendelian randomisation analyses, supporting a causal protective role of physical activity (in both sexes but stronger in men).

Abstract

ABSTRACT Aims To assess whether self‐reported leisure‐time physical activity, moderate‐to‐vigorous leisure‐time physical activity, and genetically determined cardiorespiratory fitness are associated with age‐related BMI trajectories and incident obesity. Methods We pooled 14 993 adults (30–90 years; 52.7% women; cohorts: REGICOR‐ACRISC, ILERVAS, ARTPER) with estimated LTPA (moderate‐to‐vigorous LTPA [MVLTPA] in REGICOR‐ACRISC), genotype, and 120 352 repeated BMI measurements from electronic health records (1990–2024). LTPA was categorised into cohort‐specific quartiles; MVLTPA in 0, < 100, < 200, and ≥ 200 METs‐min/day. In one‐sample Mendelian randomisation analyses, we categorised participants in quartiles of a cardiorespiratory fitness polygenic risk score derived from a large GWAS in UK Biobank. Group‐dependent BMI trajectories were modelled using spline mixed‐effects models. Obesity onset (first BMI ≥ 30 kg/m2) was analysed with IPW‐weighted Kaplan–Meier curves and Cox models. Results Higher LTPA was associated with slower BMI increases in ages 30–60 (Q1: +0.120 vs. Q4: +0.075 kg/m2·year), slower declines in ages 70–90 (Q1: −0.143 vs. Q4: −0.123 kg/m2·year), and lower obesity risk (Q4 vs. Q1: HR 0.83, 95% CI 0.72–0.96). Similar trends were observed for MVLTPA. Higher genetically determined cardiorespiratory fitness showed parallel gradients (ages 30–60, Q1: +0.109 vs. Q4: +0.101 kg/m2·year; ages 70–90, Q1: −0.130 vs. Q4: −0.102 kg/m2·year) and lower obesity risk (Q4 vs. Q1: HR 0.66, 0.56–0.78). Associations were present for women and men separately, but were stronger in men. Conclusions Higher LTPA and MVLTPA were associated with more favourable lifelong BMI trajectories, delayed obesity risk, and convergent support from Mendelian randomisation analyses, supporting a causal protective role of physical activity (in both sexes but stronger in men).

Read PDF

Similar papers

Open access Sep 2026

Moderate-to-vigorous physical activity, age-dependent adiposity, and obesity risk in older adults at high cardiovascular risk

Objective: To investigate the association between usual moderate-to-vigorous leisure-time physical activity (MVLTPA) and longitudinal trajectories of BMI and waist-to-height ratio (WHtR), as well as the incidence of obesity (BMI >=30 kg/m2) and central adiposity (WHtR >=0.6), in older adults at high cardiovascular risk...

E. Fornara, M. Hernández, A. Goday et al. · 0 citations
Open access Aug 2026

Waist‐to‐Body Mass Index Ratio and Risk of Musculoskeletal Disease in Type 2 Diabetes: A Cohort and PhIP‐Seq Analysis

Cross‐sectionally, WBR was negatively correlated with bone mineral density and appendicular skeletal muscle mass index and positively correlated with osteopenia, sarcopenia, SOs, SOb and fractures, whereas BMI, WC, WHtR and WHR showed weaker associations.

Yong-Ze Zhang, Luxi Lin, Li-Feng Zheng et al. · 0 citations
Open access Sep 2026

Central Adiposity Versus Body Mass Index in Assessment of Adiposity-Related Differences in Physical Activity Among Schoolchildren Aged 5–12 Years in High-Risk Neighborhoods

Purpose: Body mass index (BMI) is widely used in childhood obesity surveillance despite limitations in capturing central adiposity, which has been hypothesized to relate to reduced participation in movement. This study compared associations between z-score waist circumference (zWC), z-score waist-to-height ratio (zWHR)...

M. J. Barenie, Michael R. Thomsen, Harneet Kaur et al. · 0 citations
Review Open access Aug 2026

Latent Cardiometabolic Phenotypes and Their Sociodemographic Correlates Among US Adults: A Cross‐Sectional Latent Class Analysis Using NHANES (2011–2018) Data

ABSTRACT Aim The study aims to identify distinct cardiometabolic phenotypes based on multiple metabolic risk indicators, assess their associations with sociodemographic characteristics, and evaluate income‐related differences through cardiometabolic risk using decomposition methods to quantify the contribution of obser...

Greeshma Unnikrishnan, Abhinav Singh, K. R. Harijith · 0 citations
Open access Aug 2026

Prospective associations of diet quality and device-measured physical activity with midlife cognitive function: evidence from the 1970 British cohort study.

BACKGROUND Physical activity (PA) is a widely recognised modifiable risk factor for cognitive health. The role of diet and their combined associations on cognition in midlife remains unclear. We assessed the additive and interactive associations of moderate-to-vigorous PA (MVPA) and diet quality on cognition in midlife...

Robert William Atkinson, Joanna M. Blodgett, M. Hamer et al. · 0 citations
Open access Aug 2026

Short Sleep Duration Is Positively Associated With Traditional and Non‐Traditional Markers of Adiposity and Cardiometabolic Risk in Individuals at Secondary Healthcare: A Cross‐Sectional Study

This study aimed to investigate the associations between short and long sleep duration and traditional and non‐traditional markers of adiposity and cardiometabolic risk. This is a cross‐sectional study that enrolled secondary data of 937 men and women ≥ 18 years assisted at Secondary Healthcare. Traditional markers of...

N. M. C. E. Oliveira, Mariana de Santis Filgueiras, Gilmara Alves Zanirate et al. · 0 citations

We use cookies to run the site and, with your consent, for analytics and to show ads. See our Cookie Policy.