Evidence map›Paper›PMID 36711841›Full record

ArticlebioRxiv : the preprint server for biology2025

Multi-omic identification of key transcriptional regulatory programs during endurance exercise training in rats.

Gregory R Smith, Bingqing Zhao, Malene E Lindholm, Archana Raja, Mark Viggars, Hanna Pincas, Nicole R Gay, Yifei Sun, Yongchao Ge, Venugopalan D Nair and 12 more

Abstract readPreprint
In one paragraph

Article in bioRxiv : the preprint server for biology, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Review
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

22 authors.

Gregory R SmithDepartment of Neurology, Center for Advanced Research on Diagnostic Assays, Icahn School of Medicine at Mount Sinai, New York, NY 10029.ORCID 0000-0003-0112-6134
Bingqing ZhaoDepartment of Genetics, Stanford University, Stanford, CA 94305.ORCID 0000-0001-5000-7436
Malene E LindholmDivision of Cardiovascular Medicine, Stanford University, Stanford, CA 94305.ORCID 0000-0002-5763-7833
Archana RajaDivision of Cardiovascular Medicine, Stanford University, Stanford, CA 94305.ORCID 0000-0001-7079-9872
Mark ViggarsDepartment of Physiology and Aging, University of Florida, Gainesville, Florida 32610.ORCID 0000-0002-0722-7051
Hanna PincasDepartment of Neurology, Center for Advanced Research on Diagnostic Assays, Icahn School of Medicine at Mount Sinai, New York, NY 10029.
Nicole R GayDepartment of Genetics, Stanford University, Stanford, CA 94305.ORCID 0000-0001-9138-9354
Yifei SunDepartment of Pharmacological Sciences, Icahn School of Medicine at Mount Sinai, New York, NY 10029.
Yongchao GeDepartment of Neurology, Center for Advanced Research on Diagnostic Assays, Icahn School of Medicine at Mount Sinai, New York, NY 10029.ORCID 0000-0001-6448-5703
Venugopalan D NairDepartment of Neurology, Center for Advanced Research on Diagnostic Assays, Icahn School of Medicine at Mount Sinai, New York, NY 10029.ORCID 0000-0002-8231-6230
James A SanfordPacific Northwest National Laboratory, Richland, WA 99354, USA.ORCID 0000-0001-7901-5579
Mary Anne S AmperDepartment of Neurology, Center for Advanced Research on Diagnostic Assays, Icahn School of Medicine at Mount Sinai, New York, NY 10029.
Mital VasoyaDepartment of Neurology, Center for Advanced Research on Diagnostic Assays, Icahn School of Medicine at Mount Sinai, New York, NY 10029.
Kevin S SmithDepartment of Genetics, Stanford University, Stanford, CA 94305.
Stephen MontgomeryDepartment of Genetics, Stanford University, Stanford, CA 94305.
Elena ZaslavskyDepartment of Neurology, Center for Advanced Research on Diagnostic Assays, Icahn School of Medicine at Mount Sinai, New York, NY 10029.ORCID 0000-0002-4828-7771
Sue C BodineDivision of Endocrinology and Metabolism, Department of Internal Medicine, Carver College of Medicine, University of Iowa, Iowa City, IA 52242, USA.ORCID 0000-0002-5742-9145
Karyn A EsserDepartment of Physiology and Aging, University of Florida, Gainesville, Florida 32610.ORCID 0000-0002-5791-1441
Martin J WalshDepartment of Pharmacological Sciences, Icahn School of Medicine at Mount Sinai, New York, NY 10029.ORCID 0000-0001-8339-8285
Michael P SnyderDepartment of Genetics, Stanford University, Stanford, CA 94305.ORCID 0000-0003-0784-7987
Stuart C SealfonDepartment of Neurology, Center for Advanced Research on Diagnostic Assays, Icahn School of Medicine at Mount Sinai, New York, NY 10029.ORCID 0000-0001-5791-1217
MoTrPAC Study Group

Funding

MoTrPAC Supplemental Funding for MillerU24AR071113 · NIAMS · WAKE FOREST UNIVERSITY HEALTH SCIENCES · PI Jon Peter Durda, Karyn A Esser · 2017 to 2026
$28.8M
Translational Research CoreP30DK020541 · NIDDK · ALBERT EINSTEIN COLLEGE OF MEDICINE, INC · PI STREAMSON C CHUA · 2015 to 2026
$27.7M
University of Florida Older Americans Independence Center (OAIC)P30AG028740 · NIA · UNIVERSITY OF FLORIDA · PI Peihua Qiu · 2007 to 2026
$22.8M
PAGES: Physical Activity Genomics, Epigenomics/transcriptomics SiteU24DK112331 · NIDDK · ICAHN SCHOOL OF MEDICINE AT MOUNT SINAI · PI STUART C. SEALFON, Martin John Walsh · 2017 to 2026
$18.5M
Stanford/Salk MoTrPAC Site for Genomes, Epigenomes and TranscriptomesU24DK112348 · NIDDK · STANFORD UNIVERSITY · PI Stephen Montgomery, MICHAEL P. SNYDER · 2017 to 2026
$18.4M
Molecular Transducers of Physical Activity Consortium Adult Clinical CenterU01AR071130 · NIAMS · UNIVERSITY OF TEXAS HLTH SCIENCE CENTER · PI MUSI, NICOLAS, RASMUSSEN, BLAKE B · 2017 to 2024
$17.7M
ProMoTr: A Proteomics Center for MoTrPACU24DK112349 · NIDDK · BATTELLE PACIFIC NORTHWEST LABORATORIES · PI Joshua N. Adkins · 2017 to 2026
$17.5M
The Exercise and Physical Activity Collaborative Team (ExPACT): a Proposed MoTrPAC Clinical CenterU01AR071133 · NIAMS · UNIVERSITY OF ALABAMA AT BIRMINGHAM · PI BUFORD, THOMAS W, GOODPASTER, BRET H · 2017 to 2024
$16.7M
A Biochemical Roadmap of Exercise Signaling - Pilot Project for MoTrPAC ConsortiumU24DK112340 · NIDDK · BROAD INSTITUTE, INC. · PI STEVEN A CARR, Clary B Clish · 2017 to 2026
$16.2M
MoTrPAC DXA Quality ControlU01AR071128 · NIAMS · DUKE UNIVERSITY · PI HOUMARD, JOSEPH A, KRAUS, WILLIAM E · 2017 to 2025
$15.2M
Molecular Transducers of Physical Activity Consortium - Colorado Clinical CenterU01AR071124 · NIAMS · UNIVERSITY OF COLORADO DENVER · PI KOHRT, WENDY M · 2017 to 2024
$14.5M
Stanford MoTrPAC Bioinformatics CenterU24OD026629 · OD · STANFORD UNIVERSITY · PI ASHLEY, EUAN A, WHEELER, MATTHEW THOMAS · 2018 to 2023
$13.9M
NIAMS NIH HHS U01 AR071124NIAMS NIH HHS U01 AR071128NIAMS NIH HHS U01 AR071130NIAMS NIH HHS U01 AR071133NIAMS NIH HHS U01 AR071150NIAMS NIH HHS U01 AR071158NIAMS NIH HHS U01 AR071160NIAMS NIH HHS U24 AR071113NIA NIH HHS P30 AG028740NIA NIH HHS U01 AG055133NIA NIH HHS U01 AG055135NIA NIH HHS U01 AG055137NIDDK NIH HHS P30 DK020541NIDDK NIH HHS U24 DK112326NIDDK NIH HHS U24 DK112331NIDDK NIH HHS U24 DK112340NIDDK NIH HHS U24 DK112341NIDDK NIH HHS U24 DK112342NIDDK NIH HHS U24 DK112348NIDDK NIH HHS U24 DK112349NIH HHS U24 OD026629
6 · The paper itself

Abstract

Transcription factors (TFs) play a key role in regulating gene expression. We conducted an integrated analysis of chromatin accessibility, DNA methylation, mRNA expression, protein abundance and phosphorylation across eight tissues in fifty rats of equally represented sexes following endurance exercise training (EET) to identify coordinated epigenomic and transcriptional changes and determine key TFs involved. We uncovered tissue-specific EET associated changes and TF motif enrichment across differentially expressed genes (DEGs), accessible regions (DARs), and methylated regions (DMRs). We discovered distinct routes of EET-induced regulation through either epigenomic alterations providing better access for TFs to affect target genes, or via changes in TF expression or activity enabling target gene responses. We identified TF motifs enriched among correlated epigenomic and transcriptomic alterations, DEGs correlated with exercise-related phenotypic and cell type composition changes, and EET-induced activity changes of TFs whose target genes are enriched for DEGs. This analysis elucidates the unique gene regulatory mechanisms mediating diverse transcriptional responses to EET across tissues.

Identifiers

PMID36711841
PMCPMC9882056

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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.