Evidence map›Paper›PMID 36533424›Full record

ArticleThe Journal of physiology2023

A molecular signature defining exercise adaptation with ageing and in vivo partial reprogramming in skeletal muscle.

Ronald G Jones, Andrea Dimet-Wiley, Amin Haghani, Francielly Morena da Silva, Camille R Brightwell, Seongkyun Lim, Sabin Khadgi, Yuan Wen, Cory M Dungan, Robert T Brooke and 7 more

Open access · greenAbstract read
In one paragraph

Article in The Journal of physiology, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 26 papers.

0numbers the graph read from it
0cells of the map it votes in
26citing papers in PubMed
3.6field-weighted citation impact, top 6% of its field
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

26 citing papers in PubMed, 44 citations in OpenAlex.

  1. Article
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  5. Review
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  9. Observational
  10. Making sense of MYC in skeletal muscle: location, duration, and magnitude.American journal of physiology. Cell physiology · 2025
    Article
  11. Review
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  16. A satellite cell-dependent epigenetic fingerprint in skeletal muscle identity genes after lifelong physical activity.FASEB journal : official publication of the Federation of American Societies for Experimental Biology · 2025
    Article
  17. Research ofRegenerative therapy · 2025
    Review
  18. Review
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4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

17 authors at 5 institutions in 1 country.

Ronald G JonesExercise Science Research Center, Department of Health, Human Performance, and Recreation, University of Arkansas, Fayetteville, AR, USA.
Andrea Dimet-WileyRidgeline Therapeutics, Houston, TX, USA.
Amin HaghaniDepartment of Human Genetics, University of California Los Angeles, Los Angeles, CA, USA.
Francielly Morena da SilvaExercise Science Research Center, Department of Health, Human Performance, and Recreation, University of Arkansas, Fayetteville, AR, USA.
Camille R BrightwellUniversity of Kentucky Center for Muscle Biology, Lexington, KY, USA.
Seongkyun LimExercise Science Research Center, Department of Health, Human Performance, and Recreation, University of Arkansas, Fayetteville, AR, USA.
Sabin KhadgiExercise Science Research Center, Department of Health, Human Performance, and Recreation, University of Arkansas, Fayetteville, AR, USA.
Yuan WenUniversity of Kentucky Center for Muscle Biology, Lexington, KY, USA.
Cory M DunganUniversity of Kentucky Center for Muscle Biology, Lexington, KY, USA.
Robert T BrookeEpigenetic Clock Development Foundation, Los Angeles, CA, USA.
Nicholas P GreeneExercise Science Research Center, Department of Health, Human Performance, and Recreation, University of Arkansas, Fayetteville, AR, USA.ORCID 0000-0001-9621-2005
Charlotte A PetersonUniversity of Kentucky Center for Muscle Biology, Lexington, KY, USA.
John J McCarthyAltos Labs, San Diego, CA, USA.ORCID 0000-0003-4522-5601
Steve HorvathDepartment of Human Genetics, University of California Los Angeles, Los Angeles, CA, USA.
Stanley J WatowichRidgeline Therapeutics, Houston, TX, USA.
Christopher S FryUniversity of Kentucky Center for Muscle Biology, Lexington, KY, USA.ORCID 0000-0002-4207-6594
Kevin A MurachExercise Science Research Center, Department of Health, Human Performance, and Recreation, University of Arkansas, Fayetteville, AR, USA.ORCID 0000-0003-2783-7137
University of Arkansas at Fayetteville · USUniversity of Kentucky · USUniversity of California, Los Angeles · USClock Spring (United States) · USThe University of Texas Medical Branch at Galveston · US

Funding

Myonuclear Epigenetics of Skeletal Muscle Mass Regulation with AgeR00AG063994 · NIA · UNIVERSITY OF ARKANSAS AT FAYETTEVILLE · PI MURACH, KEVIN · 2021 to 2023
$735k
Development of NNMT inhibitors as novel interventions to activate quiescent muscle stem cells and improve age-related muscle degenerationR21AG063056 · NIA · UNIVERSITY OF TEXAS MED BR GALVESTON · PI WATOWICH, STANLEY J · 2019 to 2020
$435k
NIA NIH HHS R00 AG063994NIA NIH HHS R21 AG063056NIH HHS R00 AG063994
6 · The paper itself

Abstract

Exercise promotes functional improvements in aged tissues, but the extent to which it simulates partial molecular reprogramming is unknown. Using transcriptome profiling from (1) a skeletal muscle-specific in vivo Oct3/4, Klf4, Sox2 and Myc (OKSM) reprogramming-factor expression murine model; (2) an in vivo inducible muscle-specific Myc induction murine model; (3) a translatable high-volume hypertrophic exercise training approach in aged mice; and (4) human exercise muscle biopsies, we collectively defined exercise-induced genes that are common to partial reprogramming. Late-life exercise training lowered murine DNA methylation age according to several contemporary muscle-specific clocks. A comparison of the murine soleus transcriptome after late-life exercise training to the soleus transcriptome after OKSM induction revealed an overlapping signature that included higher JunB and Sun1. Also, within this signature, downregulation of specific mitochondrial and muscle-enriched genes was conserved in skeletal muscle of long-term exercise-trained humans; among these was muscle-specific Abra/Stars. Myc is the OKSM factor most induced by exercise in muscle and was elevated following exercise training in aged mice. A pulse of MYC rewired the global soleus muscle methylome, and the transcriptome after a MYC pulse partially recapitulated OKSM induction. A common signature also emerged in the murine MYC-controlled and exercise adaptation transcriptomes, including lower muscle-specific Melusin and reactive oxygen species-associated Romo1. With Myc, OKSM and exercise training in mice, as well habitual exercise in humans, the complex I accessory subunit Ndufb11 was lower; low Ndufb11 is linked to longevity in rodents. Collectively, exercise shares similarities with genetic in vivo partial reprogramming. KEY POINTS: Advances in the last decade related to cellular epigenetic reprogramming (e.g. DNA methylome remodelling) toward a pluripotent state via the Yamanaka transcription factors Oct3/4, Klf4, Sox2 and Myc (OKSM) provide a window into potential mechanisms for combatting the deleterious effects of cellular ageing. Using global gene expression analysis, we compared the effects of in vivo OKSM-mediated partial reprogramming in skeletal muscle fibres of mice to the effects of late-life murine exercise training in muscle. Myc is the Yamanaka factor most induced by exercise in skeletal muscle, and so we compared the MYC-controlled transcriptome in muscle to Yamanaka factor-mediated and exercise adaptation mRNA landscapes in mice and humans. A single pulse of MYC is sufficient to remodel the muscle methylome. We identify partial reprogramming-associated genes that are innately altered by exercise training and conserved in humans, and propose that MYC contributes to some of these responses.

Indexed as

AgingCellular ReprogrammingExerciseMuscle, SkeletalAnimalsDisease Models, AnimalDNA MethylationGene Expression ProfilingHumansMembrane ProteinsMiceMitochondrial ProteinsMembrane ProteinsMitochondrial ProteinsROMO1 protein, humanageingDNA methylationMYCYamanaka factors

Identifiers

PMID36533424
PMCPMC9987218
OpenAlexW4312065247

What OpenQuestion 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 OpenQuestion graph.