Body Composition, Obesity, and Cardiorespiratory Fitness in the Community

Purpose: Cardiorespiratory fitness (CRF) is an integrative measure of physiologic health, but how CRF relates to different body composition components and cardiometabolic health in community-dwelling adults remains uncertain, especially in obesity. Methods: In Framingham Heart Study (FHS) Generation 3/Omni-2 participants, body composition measures from dual-energy X-ray absorptiometry (DXA) were related to peak oxygen uptake (VO 2 ) and complementary exercise phenotypes assessed via cardiopulmonary exercise testing in sex-stratified multivariable linear models. Secondary analyses examined correlates of peak VO 2 when indexed to total body weight or lean mass. Results: Among 2647 participants (53% women, mean age 54 years, body mass index [BMI] 27.8 kg/m 2 ), lean mass was the strongest correlate of CRF among body composition measures (FDR <5%) and, along with age and height, accounted for 44-48% of the variance in peak VO 2 . A 1 kg-higher lean mass was associated with a 43 ml/min-higher absolute peak VO 2 . While there was broad consistency across age, sex-based differences in the relations of body composition and CRF were observed, with women demonstrating stronger positive associations between CRF and fat mass compared to men. Peak VO 2 displayed distinct cardiometabolic correlates depending on whether it was indexed to total body weight versus lean mass: “metabolically healthy” obesity displayed lower peak VO 2 compared to “metabolically healthy” non-obesity with indexing to total body weight, but peak VO 2 was similar between these two categories with indexing to lean mass. Conclusions: Lean mass is the strongest correlate of CRF in middle-aged, community-dwelling individuals. Indexing peak VO 2 to lean versus total mass results in different conclusions regarding the intersections of CRF with obesity and metabolic health and emphasizes the role of cardiometabolic risk factors beyond obesity itself.

Authors

Institutions

Publication Details

Journal
Medicine & Science in Sports & Exercise
Published
2026-08-18
DOI
https://doi.org/10.1249/mss.0000000000004105
Primary Topic
Cardiovascular and exercise physiology
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Body Composition, Obesity, and Cardiorespiratory Fitness in the Community

Andrew Perry, Douglas P. Kiel, Matthew Nayor, Sandhiya Ravichandran et al.
Medicine & Science in Sports & Exercise
Cardiovascular and exercise physiology
article

Body Composition, Obesity, and Cardiorespiratory Fitness in the Community

Andrew Perry, Douglas P. Kiel, Matthew Nayor, Sandhiya Ravichandran, Vaishnavi Krishnan, Priya Gajjar, Ravi Shah, Patricia E. Miller, Gregory D. Lewis, Ramachandran S. Vasan
article en

Abstract

Purpose: Cardiorespiratory fitness (CRF) is an integrative measure of physiologic health, but how CRF relates to different body composition components and cardiometabolic health in community-dwelling adults remains uncertain, especially in obesity. Methods: In Framingham Heart Study (FHS) Generation 3/Omni-2 participants, body composition measures from dual-energy X-ray absorptiometry (DXA) were related to peak oxygen uptake (VO 2 ) and complementary exercise phenotypes assessed via cardiopulmonary exercise testing in sex-stratified multivariable linear models. Secondary analyses examined correlates of peak VO 2 when indexed to total body weight or lean mass. Results: Among 2647 participants (53% women, mean age 54 years, body mass index [BMI] 27.8 kg/m 2 ), lean mass was the strongest correlate of CRF among body composition measures (FDR <5%) and, along with age and height, accounted for 44-48% of the variance in peak VO 2 . A 1 kg-higher lean mass was associated with a 43 ml/min-higher absolute peak VO 2 . While there was broad consistency across age, sex-based differences in the relations of body composition and CRF were observed, with women demonstrating stronger positive associations between CRF and fat mass compared to men. Peak VO 2 displayed distinct cardiometabolic correlates depending on whether it was indexed to total body weight versus lean mass: “metabolically healthy” obesity displayed lower peak VO 2 compared to “metabolically healthy” non-obesity with indexing to total body weight, but peak VO 2 was similar between these two categories with indexing to lean mass. Conclusions: Lean mass is the strongest correlate of CRF in middle-aged, community-dwelling individuals. Indexing peak VO 2 to lean versus total mass results in different conclusions regarding the intersections of CRF with obesity and metabolic health and emphasizes the role of cardiometabolic risk factors beyond obesity itself.

Medicine & Science in Sports & Exercise
Boston University (US), Beth Israel Deaconess Medical Center (US), Harvard University (US), The University of Texas at San Antonio Health Science Center (US), Massachusetts General Hospital (US), Kaiser Permanente San Francisco Medical Center (US), Hebrew SeniorLife (US), Vanderbilt University Medical Center (US)
Good health and well-being
Openalex Percentile: Top 5%
Cardiovascular and exercise physiology
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.