Evidence map›Paper›PMID 42570191›Full record

ArticleGeroScience2026

DNA methylation signatures in skeletal muscle associated with physical function in healthy older adults.

Xiaoxiao Wen, Mingjing Chen, Guanhong Miao, Christopher Wu, Anna Picca, Javier A Tamargo, Xiangyang Lou, Kevin Wu, Stephen Anton, Christiaan Leeuwenburgh and 1 more

Abstract read
In one paragraph

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

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

11 authors.

Xiaoxiao Wen *Health Informatics Institute, University of South Florida, 3650 Spectrum Boulevard, Tampa, FL, 33612, USA.
Mingjing Chen *Health Informatics Institute, University of South Florida, 3650 Spectrum Boulevard, Tampa, FL, 33612, USA.
Guanhong MiaoHealth Informatics Institute, University of South Florida, 3650 Spectrum Boulevard, Tampa, FL, 33612, USA.
Christopher WuDepartment of Physiology and Aging, College of Medicine, University of Florida, Gainesville, FL, USA.
Anna PiccaDepartment of Medicine and Surgery, LUM University, Casamassima, Italy.
Javier A TamargoDepartment of Community Dentistry and Behavioral Science, University of Florida, Gainesville, FL, USA.
Xiangyang LouDepartment of Biostatistics, University of Florida, Gainesville, FL, USA.
Kevin WuDepartment of Medicine, Division of Geriatric Medicine, College of Medicine, Institute On Aging, University of Florida, Gainesville, FL, USA.
Stephen AntonDepartment of Physiology and Aging, College of Medicine, University of Florida, Gainesville, FL, USA.
Christiaan LeeuwenburghDepartment of Medicine, Division of Geriatric Medicine, College of Medicine, Institute On Aging, University of Florida, Gainesville, FL, USA.
Jinying ZhaoHealth Informatics Institute, University of South Florida, 3650 Spectrum Boulevard, Tampa, FL, 33612, USA. jinying.zhao@epi.usf.edu.ORCID http://orcid.org/0000-0003-3243-2660

Funding

University of Florida Older Americans Independence Center (OAIC)P30AG028740 · NIA · UNIVERSITY OF FLORIDA · PI Peihua Qiu · 2007 to 2026
$22.8M
Genome-wide mapping and integrative analysis of DNA 6mA methylome in human AD brainR01AG064786 · NIA · UNIVERSITY OF FLORIDA · PI BENNETT, DAVID ALAN, YAO, BING · 2019 to 2023
$3.3M
the Integrative and Multidisciplinary Pain and Aging Research Training (IMPART) ProgramT32AG049673 · NIA · UNIVERSITY OF FLORIDA · PI FILLINGIM, ROGER B · 2015 to 2024
$3.2M
Gut microbiome, aging and cardiometabolic diseases in American IndiansR01AG068865 · NIA · UNIVERSITY OF SOUTH FLORIDA · PI ZHAO, JINYING · 2020 to 2025
$3.1M
Functional Decline in Low Functioning Older Adults; Role of iron dysregulationR01AG075136 · NIA · UNIVERSITY OF FLORIDA · PI Stephen D Anton, CHRISTIAAN LEEUWENBURGH · 2022 to 2026
$3.0M
Sociocultural factors, DNA methylation and Risk of Diabetes in Hispanics/LatinosR01DK137254 · NIDDK · UNIVERSITY OF SOUTH FLORIDA · PI ZHAO, JINYING · 2023 to 2025
$2.0M
Claude D. Pepper Older Americans Independence Center at the University of Florida P30AG028740NIA NIH HHS P30 AG028740NIA NIH HHS R01 AG064786NIA NIH HHS R01 AG068865NIA NIH HHS R01 AG075136NIA NIH HHS T32 AG049673NIDDK NIH HHS R01 DK137254NIH HHS R01AG064786NIH HHS R01AG068865NIH HHS R01AG075136NIH HHS R01DK137254NIH HHS T32AG049673
6 · The paper itself

Abstract

Despite the substantial variability in physical function among older adults, the molecular mechanisms remain poorly characterized, particularly within skeletal muscle. This study aimed to determine the patterns of DNA methylation in skeletal muscle associated with physical function in healthy older adults. We analyzed DNA methylation (EPIC v2 array; 875,554 CpG sites) in skeletal muscle from 92 healthy older adults (median age 74; 62% female). Associations were examined across five phenotypes: Short Physical Performance Battery (SPPB), 6-min walk test (6MWT), handgrip strength, perceived disability (PAT-D), and lifestyle health (modified Life's Essential 8). Linear regression models adjusted for age, sex, race, BMI, and muscle fiber composition. Genomic inflation corrected via the BACON method (FDR < 0.05). Gene set enrichment analysis was performed on suggestive hits (FDR < 0.1). We identified significant differentially methylated probes (DMPs) and regions (DMRs) across all phenotypes: SPPB (70 DMPs, 22 DMRs), 6MWT (16 DMPs, 566 DMRs), handgrip strength (2 DMRs), PAT-D (19 DMPs, 1 DMR), and lifestyle health (2 DMPs). DMRs largely overlapped promoters. Identified genes overlapped known musculoskeletal and neurological GWAS hits, including RUNX2 and FOXL1 (bone mineral density), IGFBP3 (muscle mass), and NEK1 and SHANK1 (neurological function). Enrichment analysis revealed that 6MWT-associated genes relate to nervous and skeletal system development, while handgrip-associated genes involve cytoskeletal dynamics and protein assembly. Epigenetic variation in aging skeletal muscle is associated with physical function. The enrichment of pathways related to nervous and musculoskeletal development suggests specific epigenetic mechanisms underlying functional decline, offering potential targets for intervention in older adults.

Indexed as

DNA MethylationMuscle, SkeletalPhysical Functional PerformanceAgedAged, 80 and overFemaleHand StrengthHumansMaleWalk TestDNA methylationEpigeneticsHealthy agingPhysical functionSkeletal muscle

Identifiers

PMID42570191
PMCPMC13638902

What OpenQuestion holds

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.