Evidence map›Paper›PMID 40225320›Full record

ArticleNAR molecular medicine2025

Sex-specific skeletal muscle gene expression responses to exercise reveal novel direct mediators of insulin sensitivity change.

Sisi Ma, Monica J Hubal, Matthew C Morris, Leanna M Ross, Kim M Huffman, Christopher G Vann, Nadia Moore, Elizabeth R Hauser, Akshay Bareja, Rong Jiang and 10 more

Abstract read
In one paragraph

Article in NAR molecular medicine, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Review
  2. Article
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

20 authors.

Sisi MaInstitute for Health Informatics (IHI), Academic Health Center, University of Minnesota, Minneapolis, MN 55455, United States.
Monica J HubalDepartment of Kinesiology, Indiana University Indianapolis, Indianapolis, IN 46202, United States.
Matthew C MorrisCenter for Clinical Systems Biology, Rochester General Hospital, Rochester, NY 14621, United States.
Leanna M RossDuke Molecular Physiology Institute, Duke University School of Medicine, Durham, NC 27701, United States.
Kim M HuffmanDuke Molecular Physiology Institute, Duke University School of Medicine, Durham, NC 27701, United States.
Christopher G VannDuke Molecular Physiology Institute, Duke University School of Medicine, Durham, NC 27701, United States.
Nadia MooreDuke Molecular Physiology Institute, Duke University School of Medicine, Durham, NC 27701, United States.
Elizabeth R HauserDuke Molecular Physiology Institute, Duke University School of Medicine, Durham, NC 27701, United States.
Akshay BarejaDuke Molecular Physiology Institute, Duke University School of Medicine, Durham, NC 27701, United States.
Rong JiangDepartment of Head and Neck Surgery & Communication Sciences, Duke University School of Medicine, Durham, NC 27701, United States.
Eric KummerfeldInstitute for Health Informatics (IHI), Academic Health Center, University of Minnesota, Minneapolis, MN 55455, United States.
Matthew D BarberioDepartment of Exercise and Nutrition Sciences, George Washington University, Washington DC 20052, United States.
Joseph A HoumardDepartment of Kinesiology, ECU, Greenville, NC 27858, United States.
William C BennettDuke Molecular Physiology Institute, Duke University School of Medicine, Durham, NC 27701, United States.
Johanna L JohnsonDuke Molecular Physiology Institute, Duke University School of Medicine, Durham, NC 27701, United States.
James A TimmonsSchool of Medicine and Dentistry, Queen Mary University of London, EC1M 6BQ, United Kingdom.
Gordon BroderickCenter for Clinical Systems Biology, Rochester General Hospital, Rochester, NY 14621, United States.
Virginia B KrausDuke Molecular Physiology Institute, Duke University School of Medicine, Durham, NC 27701, United States.
Constantin F AliferisInstitute for Health Informatics (IHI), Academic Health Center, University of Minnesota, Minneapolis, MN 55455, United States.
William E KrausDuke Molecular Physiology Institute, Duke University School of Medicine, Durham, NC 27701, United States.

Funding

University of Minnesota Clinical and Translational Science Institute (UMN CTSI)UL1TR002494 · NCATS · UNIVERSITY OF MINNESOTA · PI BLAZAR, BRUCE R, WEISDORF, DANIEL J · 2018 to 2022
$34.9M
University of Minnesota Clinical and Translational Science Institute (UMN CTSI)UM1TR004405 · NCATS · UNIVERSITY OF MINNESOTA · PI Bruce R Blazar, Damien A Fair · 2023 to 2026
$30.8M
PERIPHERAL EFFECTS OF EXERCISE ON CARDIOVASCULAR HEALTHR01HL057354 · NHLBI · DUKE UNIVERSITY · PI KRAUS, WILLIAM E · 1998 to 2008
$5.5M
Skeletal Muscle Molecular Drug Targets for Exercise-induced Cardiometabolic HealthR01HL153497 · NHLBI · DUKE UNIVERSITY · PI KRAUS, WILLIAM E · 2021 to 2024
$2.8M
NCATS NIH HHS UL1 TR002494NCATS NIH HHS UM1 TR004405NHLBI NIH HHS R01 HL057354NHLBI NIH HHS R01 HL153497
6 · The paper itself

Abstract

Understanding how exercise improves whole-body insulin sensitivity (Si) involves complex molecular signaling. This study examines skeletal muscle gene expression changes related to Si, considering sex differences, exercise amount, and intensity to identify pharmacologic targets mimicking exercise benefits. Fifty-three participants from STRRIDE (Studies of Targeted Risk Reduction Interventions through Defined Exercise) I and II completed eight months of aerobic training. Gene expression was assessed via Affymetrix and Illumina technologies, and Si was measured using intravenous glucose tolerance tests. A novel discovery protocol integrating literature-derived and data-driven modeling identified causal pathways and direct transcriptional targets. In women, exercise amount primarily influenced transcription factor targets, which were generally inhibitory, while in men, exercise intensity drove activating targets. Common transcription factors included ATF1, CEBPA, BACH2, and STAT1. Si-related transcriptional targets included TACR3 and TMC7 for intensity-driven effects, and GRIN3B and EIF3B for amount-driven effects. Two key pathways mediating Si improvements were identified: estrogen signaling and protein kinase C (PKC) signaling, both converging on the epidermal growth factor receptor (EGFR) and other relevant targets. The molecular pathways underlying Si improvements varied by sex and exercise parameters, highlighting potential skeletal muscle-specific drug targets such as EGFR to replicate the metabolic benefits of exercise.

Identifiers

PMID40225320
PMCPMC11992681

What OpenQuestion holds

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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.