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Updated: Apr 10, 2026

Sample Preparation to Bioinformatics Analysis of DNA Methylation: Association Strategy for Obesity and Related Trait Studies
Published on: May 6, 2022
Physical Fitness Is Negatively Associated With DNA Methylation-Based Risk of Aging-Related Diseases
Samiha Nasser1,2, Johanna Keringer3, Yaodong Gu4
1HUN-REN Institute for Computer Science and Control (SZTAKI), Budapest, Hungary.
Abstract:
Physical fitness is a key determinant of health, yet the molecular pathways linking fitness to the risk of aging-related diseases remain unclear. We examined associations between DNA methylation-based protein level estimates (EpiScores) and five fitness traits-VO2max, GripStrength, JumpMax, body mass index (BMI), and cognition-in a cohort of 290 mostly old individuals (mean age of 60 ± 11 years). EpiScores for 109 plasma proteins were obtained using the MethylDetectR tool and tested for associations with fitness traits. We found 33 significant fitness predictor-EpiScore associations independent from age and sex. Integration with available EpiScore-disease associations revealed overlapping pathways linking fitness and chronic disease risk. We found 51 fitness predictor-disease associations based on EpiScores. The BMI was positively associated with diabetes, stroke, ischemic heart disease, lung cancer, COPD, IBD, and depression, while showing a negative association with rheumatoid arthritis. Cognition was negatively associated with rheumatoid arthritis, depression, and COPD. GripStrength showed negative associations with diabetes and COPD. Finally, jump performance was negatively associated with diabetes, stroke, lung cancer, rheumatoid arthritis, and COPD. We also developed a workflow for evaluating patient-level disease risk by using DNA methylation and fitness measurements. The patient-level risk scores showed strong positive correlations with an independent external CVD EpiScore benchmark supporting validity. Our findings highlight the link between cognitive and physical fitness and protein EpiScores as interpretable molecular markers with potential value for early disease risk stratification and for personalized prevention of aging-related diseases.
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