Evidence map›Paper›PMID 25484259›Full record

ArticleEpigenetics2014

An integrative analysis reveals coordinated reprogramming of the epigenome and the transcriptome in human skeletal muscle after training.

Maléne E Lindholm, Francesco Marabita, David Gomez-Cabrero, Helene Rundqvist, Tomas J Ekström, Jesper Tegnér, Carl Johan Sundberg

Open access · hybridAbstract read
In one paragraph

Article in Epigenetics, 2014. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 136 papers, 7 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
136citing papers in PubMed, 7 pooled it
8.8field-weighted citation impact, top 1% 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

136 citing papers in PubMed, 7 syntheses or guidelines pooled it, 255 citations in OpenAlex.

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  11. Effects of Exercise on ASC Methylation and IL-1 Cytokines in Heart Failure.Medicine and science in sports and exercise · 2018
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  20. Epigenetic Modulation of the ACE System Underlies the Slow Aerobic Muscle Phenotype and Metabolic Exercise Response.FASEB journal : official publication of the Federation of American Societies for Experimental Biology · 2026
    Article

76 more citing papers are in PubMed but not listed here.

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

7 authors at 4 institutions in 3 countries.

Maléne E Lindholma Molecular Exercise Physiology; Department of Physiology and Pharmacology; Karolinska Institutet ; Stockholm , Sweden.
Francesco Marabita
David Gomez-Cabrero
Helene Rundqvist
Tomas J Ekström
Jesper Tegnér
Carl Johan Sundberg
Canadian Society for Exercise Physiology · CACenter for Molecular Medicine and Immunology · USKarolinska University Hospital · SEKarolinska Institutet · SE

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Regular endurance exercise training induces beneficial functional and health effects in human skeletal muscle. The putative contribution to the training response of the epigenome as a mediator between genes and environment has not been clarified. Here we investigated the contribution of DNA methylation and associated transcriptomic changes in a well-controlled human intervention study. Training effects were mirrored by significant alterations in DNA methylation and gene expression in regions with a homogeneous muscle energetics and remodeling ontology. Moreover, a signature of DNA methylation and gene expression separated the samples based on training and gender. Differential DNA methylation was predominantly observed in enhancers, gene bodies and intergenic regions and less in CpG islands or promoters. We identified transcriptional regulator binding motifs of MRF, MEF2 and ETS proteins in the proximity of the changing sites. A transcriptional network analysis revealed modules harboring distinct ontologies and, interestingly, the overall direction of the changes of methylation within each module was inversely correlated to expression changes. In conclusion, we show that highly consistent and associated modifications in methylation and expression, concordant with observed health-enhancing phenotypic adaptations, are induced by a physiological stimulus.

Indexed as

DNA MethylationTranscriptomeAdultCase-Control StudiesEnhancer Elements, GeneticEpigenesis, GeneticExerciseFemaleGene Expression RegulationHumansMaleMuscle, SkeletalPhysical Endurance450k arraysCpG, cytosine-guanine dinucleotideCS, citrate synthaseDEG, differentially expressed geneDMP, differentially methylated positionDNA methylationenvironmentepigenomicsexerciseFDR, false discovery rateintegrative analysislifestyleLUMA, luminometric methylation assayMDS, multidimensional scalingMEF, myocyte enhancer factorMRF, myogenic regulatory factorPCA, principal component analysistranscriptional networkβ-HAD, 3-hydroxyacyl-CoA dehydrogenase

Identifiers

PMID25484259
PMCPMC4622000
OpenAlexW2138045549

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC
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.