Evidence map›Paper›PMID 42064556›Full record

ArticleFrontiers in physiology2026

Epigenome-wide exploratory study of blood DNA methylation and markers of physical performance indicates subtle differences across levels of cardiovascular fitness.

Ferenc Torma, Emerson Santos, Mátyás Jókai, Zsófia Bábszky, Gergely Bábszky, Soroosh Mozaffaritabar, Roberto H Herai, Ricardo A Pinho, Mitsuru Higuchi, Yaodong Gu and 1 more

Abstract read
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Article in Frontiers in physiology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

What it found

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2 · The registry

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

11 authors.

Ferenc TormaResearch Center for Molecular Exercise Science, Hungarian University of Sports Science, Budapest, Hungary.
Emerson SantosLaboratory of Bioinformatics and Neurogenetics, Experimental Multiuser Laboratory (LaBiN/LEM), Graduate Program in Health Sciences, School of Medicine and Life Sciences, Pontifícia Universidade Católica do Paraná (PUCPR), Curitiba, Paraná, Brazil.
Mátyás JókaiResearch Center for Molecular Exercise Science, Hungarian University of Sports Science, Budapest, Hungary.
Zsófia BábszkyResearch Center for Molecular Exercise Science, Hungarian University of Sports Science, Budapest, Hungary.
Gergely BábszkyResearch Center for Molecular Exercise Science, Hungarian University of Sports Science, Budapest, Hungary.
Soroosh MozaffaritabarResearch Center for Molecular Exercise Science, Hungarian University of Sports Science, Budapest, Hungary.
Roberto H HeraiLaboratory of Bioinformatics and Neurogenetics, Experimental Multiuser Laboratory (LaBiN/LEM), Graduate Program in Health Sciences, School of Medicine and Life Sciences, Pontifícia Universidade Católica do Paraná (PUCPR), Curitiba, Paraná, Brazil.
Ricardo A PinhoLaboratory of Exercise Biochemistry in Health, Graduate Program in Health Sciences, School of Medicine, Pontifícia Universidade Católica do Paraná, Curitiba, Paraná, Brazil.
Mitsuru HiguchiFaculty of Sport Sciences, Waseda University, Saitama, Japan.
Yaodong GuFaculty of Sport Science, Ningbo University, Ningbo, China.
Zsolt RadákResearch Center for Molecular Exercise Science, Hungarian University of Sports Science, Budapest, Hungary.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Introduction: Exercise is known to exert systemic effects associated with improved cardiovascular fitness and epigenetic modifications. However, the relationships between systemic epigenetic markers and physical fitness indicators remain insufficiently characterized. Methods: In the present study, the Illumina MethylationEPIC array (~730,000 CpG sites) was used to investigate associations between blood DNA methylation and key continuous fitness indicators-estimated VO₂max, grip strength, and vertical jump height-in a cohort of healthy adults. Epigenome-wide association analyses were adjusted for age, sex, estimated blood cell composition, and multiple testing. Results: No significant single-CpG associations were identified after rigorous adjustment. However, when participants were stratified into groups based on age- and sex-specific VO₂max norms, three CpG sites demonstrated differential methylation at a false discovery rate threshold (FDR < 0.05). These included cg21308111 in TNFRSF10A and cg17890932 in USP24, both showing higher methylation in lower-fitness groups, and an intergenic CpG site (cg02967877) exhibiting the opposite pattern. Region-based analyses further identified several differentially methylated regions (DMRs) between fitness groups. Discussion: These findings suggest that variation in cardiorespiratory fitness may be associated with subtle alterations in blood DNA methylation, particularly at loci related to metabolic regulation, inflammatory pathways, and intercellular communication. These findings shouldbe considered hypothesis-generating and require confirmation in larger, independent cohorts and, ideally, in longitudinal or intervention studies to elucidate more directly how changes in physical fitness relate to changes in DNA methylation patterns.

Indexed as

cardiovascular fitnessDMR (differentially methylated region)epigenome wide association studyEWASVO2max (maximal oxygen uptake)

Identifiers

PMID42064556
PMCPMC13126343

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