Evidence map›Paper›PMID 39058663›Full record

ArticleThe Journal of physiology2025

Methylome-proteome integration after late-life voluntary exercise training reveals regulation and target information for improved skeletal muscle health.

Toby L Chambers, Andrea Dimet-Wiley, Alexander R Keeble, Amin Haghani, Wen-Juo Lo, Gyumin Kang, Robert Brooke, Steve Horvath, Christopher S Fry, Stanley J Watowich and 2 more

Abstract read
In one paragraph

Article in The Journal of physiology, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 19 papers.

0numbers the graph read from it
0cells of the map it votes in
19citing 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

19 citing papers in PubMed.

  1. Review
  2. Article
  3. April In focus in HCB: skeletal muscle fibers.Histochemistry and cell biology · 2026
    Article
  4. Review
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  18. The Pivotal Role of LACTB in the Process of Cancer Development.International journal of molecular sciences · 2025
    Review
  19. Article
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

12 authors.

Toby L ChambersExercise Science Research Center, Molecular Muscle Mass Regulation Laboratory, Department of Health, Human Performance, and Recreation, University of Arkansas, Fayetteville, AR, USA.ORCID 0000-0001-7567-1819
Andrea Dimet-WileyRidgeline Therapeutics, Houston, TX, USA.ORCID 0000-0003-2214-3670
Alexander R KeebleUniversity of Kentucky Center for Muscle Biology, Lexington, KY, USA.ORCID 0000-0001-5895-4315
Amin HaghaniDepartment of Human Genetics, University of California Los Angeles, Los Angeles, CA, USA.
Wen-Juo LoDepartment of Educational Statistics and Research Methods, University of Arkansas, Fayetteville, AR, USA.
Gyumin KangUniversity of Kentucky Center for Muscle Biology, Lexington, KY, USA.
Robert BrookeEpigenetic Clock Development Foundation, Los Angeles, CA, USA.
Steve HorvathDepartment of Human Genetics, University of California Los Angeles, Los Angeles, CA, USA.ORCID 0000-0002-4110-3589
Christopher S FryUniversity of Kentucky Center for Muscle Biology, Lexington, KY, USA.ORCID 0000-0002-4207-6594
Stanley J WatowichRidgeline Therapeutics, Houston, TX, USA.
Yuan WenUniversity of Kentucky Center for Muscle Biology, Lexington, KY, USA.
Kevin A MurachExercise Science Research Center, Molecular Muscle Mass Regulation Laboratory, Department of Health, Human Performance, and Recreation, University of Arkansas, Fayetteville, AR, USA.ORCID 0000-0003-2783-7137

Funding

Unraveling Gene-Environment Interactions Shaping Metabolism: A Multi-Omics Analysis in DrosophilaP20GM139768 · NIGMS · UNIVERSITY OF ARKANSAS AT FAYETTEVILLE · PI Timothy J Muldoon · 2021 to 2026
$17.0M
Preclinical Development of a Novel Therapeutic to Rejuvenate Aging Muscle Stem Cells and Enhance Muscle Strength and Function Post Hip FractureU44AG074107 · NIA · RIDGELINE THERAPEUTICS, LLC · PI NEELAKANTAN, HARSHINI · 2021 to 2024
$4.2M
Mediators of Muscle Rejuvenation with AgingR01AG080047 · NIA · UNIVERSITY OF ARKANSAS AT FAYETTEVILLE · PI Kevin Murach · 2023 to 2026
$2.3M
Myonuclear Epigenetics of Skeletal Muscle Mass Regulation with AgeR00AG063994 · NIA · UNIVERSITY OF ARKANSAS AT FAYETTEVILLE · PI MURACH, KEVIN · 2021 to 2023
$735k
Contribution of ribosome specialization to the pathophysiology of muscular dystrophyR00AR081367 · NIAMS · UNIVERSITY OF KENTUCKY · PI YUAN WEN · 2024 to 2026
$719k
Dose-ranging safety and efficacy studies to advance novel mechanism-of-action small molecule leads to treat obesity-linked type 2 diabetesR41DK119052 · NIDDK · RIDGELINE THERAPEUTICS, LLC · PI WATOWICH, STANLEY · 2018 to 2018
$300k
Contribution of ribosome specialization to the pathophysiology of muscular dystrophyK99AR081367 · NIAMS · UNIVERSITY OF KENTUCKY · PI WEN, YUAN · 2022 to 2023
$234k
Arkansas Integrated Metabolic Research Center P20GM139768National Institutes of Health NIA 1U44AG074107-01National Institutes of Health NIDDK 1R41DK119052-01NIAMS NIH HHS K99 AR081367NIAMS NIH HHS R00 AR081367NIA NIH HHS R00 AG063994NIA NIH HHS R01 AG080047NIA NIH HHS U44 AG074107NIDDK NIH HHS R41 DK119052NIGMS NIH HHS P20 GM139768NIH HHS R00 AR081367NIH HHS R01 AG080047U.S. Department of Defense (DOD) W81XWH-19-1-0290
6 · The paper itself

Abstract

Exercise is a potent stimulus for combatting skeletal muscle ageing. To study the effects of exercise on muscle in a preclinical setting, we developed a combined endurance-resistance training stimulus for mice called progressive weighted wheel running (PoWeR). PoWeR improves molecular, biochemical, cellular and functional characteristics of skeletal muscle and promotes aspects of partial epigenetic reprogramming when performed late in life (22-24 months of age). In this investigation, we leveraged pan-mammalian DNA methylome arrays and tandem mass-spectrometry proteomics in skeletal muscle to provide detailed information on late-life PoWeR adaptations in female mice relative to age-matched sedentary controls (n = 7-10 per group). Differential CpG methylation at conserved promoter sites was related to transcriptional regulation genes as well as Nr4a3, Hes1 and Hox genes after PoWeR. Using a holistic method of -omics integration called binding and expression target analysis (BETA), methylome changes were associated with upregulated proteins related to global and mitochondrial translation after PoWeR (P = 0.03). Specifically, BETA implicated methylation control of ribosomal, mitoribosomal, and mitochondrial complex I protein abundance after training. DNA methylation may also influence LACTB, MIB1 and UBR4 protein induction with exercise - all are mechanistically linked to muscle health. Computational cistrome analysis predicted several transcription factors including MYC as regulators of the exercise trained methylome-proteome landscape, corroborating prior late-life PoWeR transcriptome data. Correlating the proteome to muscle mass and fatigue resistance revealed positive relationships with VPS13A and NPL levels, respectively. Our findings expose differential epigenetic and proteomic adaptations associated with translational regulation after PoWeR that could influence skeletal muscle mass and function in aged mice. KEY POINTS: Late-life combined endurance-resistance exercise training from 22-24 months of age in mice is shown to improve molecular, biochemical, cellular and in vivo functional characteristics of skeletal muscle and promote aspects of partial epigenetic reprogramming and epigenetic age mitigation. Integration of DNA CpG 36k methylation arrays using conserved sites (which also contain methylation ageing clock sites) with exploratory proteomics in skeletal muscle extends our prior work and reveals coordinated and widespread regulation of ribosomal, translation initiation, mitochondrial ribosomal (mitoribosomal) and complex I proteins after combined voluntary exercise training in a sizeable cohort of female mice (n = 7-10 per group and analysis). Multi-omics integration predicted epigenetic regulation of serine β-lactamase-like protein (LACTB - linked to tumour resistance in muscle), mind bomb 1 (MIB1 - linked to satellite cell and type 2 fibre maintenance) and ubiquitin protein ligase E3 component N-recognin 4 (UBR4 - linked to muscle protein quality control) after training. Computational cistrome analysis identified MYC as a regulator of the late-life training proteome, in agreement with prior transcriptional analyses. Vacuolar protein sorting 13 homolog A (VPS13A) was positively correlated to muscle mass, and the glycoprotein/glycolipid associated sialylation enzyme N-acetylneuraminate pyruvate lyase (NPL) was associated to in vivo muscle fatigue resistance.

Indexed as

DNA MethylationMuscle, SkeletalPhysical Conditioning, AnimalProteomeAnimalsEpigenomeFemaleMiceMice, Inbred C57BLResistance TrainingProteomeageingBETADNA methylationmitoribosomeproteomics

Identifiers

PMID39058663
PMCPMC11702923

What Socratic holds

Textmetadata
LicenceTDM
Read underepoch 390

Registered trials

None linked

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 Socratic graph.