Evidence map›Paper›PMID 20930125›Full record

ArticleJournal of applied physiology (Bethesda, Md. : 1985)2011

A transcriptional map of the impact of endurance exercise training on skeletal muscle phenotype.

Pernille Keller, Niels B J Vollaard, Thomas Gustafsson, Iain J Gallagher, Carl Johan Sundberg, Tuomo Rankinen, Steven L Britton, Claude Bouchard, Lauren G Koch, James A Timmons

Registry-linked trialOpen access · greenAbstract read
In one paragraph

Article in Journal of applied physiology (Bethesda, Md. : 1985), 2011. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT03800342 (Recovery, Fatigability, and Proteomic Response to Aerobic Exercise Training in Healthy Individuals), which is not on this map. Cited by 128 papers, 4 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
128citing papers in PubMed, 4 pooled it
9.4field-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.

NCT03800342 nacompletednot on this mapstarted 2019, after this paper: background citation

Recovery, Fatigability, and Proteomic Response to Aerobic Exercise Training in Healthy Individuals

TypeinterventionalSponsorGeorge Mason UniversityRan2019 to 2019Enrolled21ConditionsAdult, FatigueArmsAerobic Exercise Training
3 · Its place in the literature

Who cites it

128 citing papers in PubMed, 4 syntheses or guidelines pooled it, 257 citations in OpenAlex.

  1. Pooled it
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  15. Equine MicroRNAs: Performance, Reproduction, and Disease.MicroRNA (Shariqah, United Arab Emirates) · 2026
    Review
  16. Article
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  18. Skeletal Muscle Mitochondria Contain Nuclear-Encoded RNA Species Prior to and Following Adaptation to Exercise Training in Rats.FASEB journal : official publication of the Federation of American Societies for Experimental Biology · 2025
    Article
  19. Review
  20. Review

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

4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

10 authors at 6 institutions in 4 countries.

Pernille KellerTranslational Biomedicine, Heriot-Watt University, Edinburgh, UK.
Niels B J Vollaard
Thomas Gustafsson
Iain J Gallagher
Carl Johan Sundberg
Tuomo Rankinen
Steven L Britton
Claude Bouchard
Lauren G Koch
James A Timmons
Heriot-Watt University · GBPennington Biomedical Research Center · USUniversity of Michigan–Ann Arbor · USKarolinska Institutet · SEKarolinska University Hospital · SEUniversity of London · GB

Funding

PUBLIC HEALTH DEMONSTRATIONP60DK020572 · NIDDK · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI MYERS, MARTIN G · 1985 to 2012
$26.5M
HERITAGE STUDY: GENETICS, EXERCISE &RISK FACTORSR01HL045670 · NHLBI · LSU PENNINGTON BIOMEDICAL RESEARCH CTR · PI RANKINEN, TUOMO · 1992 to 2010
$6.8M
RESOURCE FOR RAT GENETIC MODELS OF AEROBIC CAPACITYR24RR017718 · NCRR · UNIVERSITY OF TOLEDO HEALTH SCI CAMPUS · PI BRITTON, STEVEN LOYAL · 2003 to 2011
$4.0M
HERITAGE STUDY: GENETICS, EXERCISE &RISK FACTORSR01HL047317 · NHLBI · WASHINGTON UNIVERSITY · PI RAO, DABEERU C · 1992 to 2003
$1.8M
HERITAGE STUDY: GENETICS, EXERCISE AND RISK FACTORSR01HL047321 · NHLBI · UNIVERSITY OF TEXAS AUSTIN · PI WILMORE, JACK H · 1992 to 2003
$108k
HERITAGE STUDY: GENETICS, EXERCISE &RISK FACTORSR01HL047327 · NHLBI · INDIANA UNIVERSITY BLOOMINGTON · PI SKINNER, JAMES STANFORD · 1992 to 2003
$106k
HERITAGE STUDY: GENETICS, RESP. TO EXERCISE/RISK FACTORSR01HL047323 · NHLBI · UNIVERSITY OF MINNESOTA TWIN CITIES · PI LEON, ARTHUR S · 1992 to 2003
$100k
NCRR NIH HHS R24 RR017718NCRR NIH HHS RR-17718NHLBI NIH HHS HL-45670NHLBI NIH HHS HL-47317NHLBI NIH HHS HL-47321NHLBI NIH HHS HL-47323NHLBI NIH HHS HL-47327NIDDK NIH HHS 5P60-DK-20572
6 · The paper itself

Abstract

The molecular pathways that are activated and contribute to physiological remodeling of skeletal muscle in response to endurance exercise have not been fully characterized. We previously reported that ∼800 gene transcripts are regulated following 6 wk of supervised endurance training in young sedentary males, referred to as the training-responsive transcriptome (TRT) (Timmons JA et al. J Appl Physiol 108: 1487-1496, 2010). Here we utilized this database together with data on biological variation in muscle adaptation to aerobic endurance training in both humans and a novel out-bred rodent model to study the potential regulatory molecules that coordinate this complex network of genes. We identified three DNA sequences representing RUNX1, SOX9, and PAX3 transcription factor binding sites as overrepresented in the TRT. In turn, miRNA profiling indicated that several miRNAs targeting RUNX1, SOX9, and PAX3 were downregulated by endurance training. The TRT was then examined by contrasting subjects who demonstrated the least vs. the greatest improvement in aerobic capacity (low vs. high responders), and at least 100 of the 800 TRT genes were differentially regulated, thus suggesting regulation of these genes may be important for improving aerobic capacity. In high responders, proangiogenic and tissue developmental networks emerged as key candidates for coordinating tissue aerobic adaptation. Beyond RNA-level validation there were several DNA variants that associated with maximal aerobic capacity (Vo(₂max)) trainability in the HERITAGE Family Study but these did not pass conservative Bonferroni adjustment. In addition, in a rat model selected across 10 generations for high aerobic training responsiveness, we found that both the TRT and a homologous subset of the human high responder genes were regulated to a greater degree in high responder rodent skeletal muscle. This analysis provides a comprehensive map of the transcriptomic features important for aerobic exercise-induced improvements in maximal oxygen consumption.

Indexed as

Adaptation, PhysiologicalAnimalsHumansMaleMuscle ContractionMuscle, SkeletalOxygen ConsumptionPhenotypePhysical ExertionPhysical FitnessRatsRunningTask Performance and AnalysisTranscription FactorsTranscription Factors

Identifiers

PMID20930125
PMCPMC3253010
OpenAlexW2120831243

What OpenQuestion holds

Textmetadata
Read underepoch 390

Registered trials

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.