Evidence map›Paper›PMID 39281755›Full record

ArticlemedRxiv : the preprint server for health sciences2024

Sex-Specific Skeletal Muscle Gene Expression Responses to Exercise Reveal Novel Direct Mediators of Insulin Sensitivity Change.

S Ma, M C Morris, M J Hubal, L M Ross, K M Huffman, C G Vann, N Moore, E R Hauser, A Bareja, R Jiang and 10 more

Abstract readPreprint
In one paragraph

Article in medRxiv : the preprint server for health sciences, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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

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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

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

20 authors.

S MaInstitute for Health Informatics (IHI), Academic Health Center, University of Minnesota, Minneapolis, MN 55455.
M C MorrisCenter for Clinical Systems Biology, Rochester General Hospital, Rochester, NY 14621.
M J HubalDepartment of Kinesiology, Indiana University - Indianapolis, Indianapolis IN 46202.
L M RossDuke Molecular Physiology Institute, Duke University School of Medicine, Durham, NC 27701.
K M HuffmanDuke Molecular Physiology Institute, Duke University School of Medicine, Durham, NC 27701.
C G VannDuke Molecular Physiology Institute, Duke University School of Medicine, Durham, NC 27701.
N MooreDuke Molecular Physiology Institute, Duke University School of Medicine, Durham, NC 27701.
E R HauserDuke Molecular Physiology Institute, Duke University School of Medicine, Durham, NC 27701.
A BarejaDuke Molecular Physiology Institute, Duke University School of Medicine, Durham, NC 27701.
R JiangDepartment of Head and Neck Surgery & Communication Sciences, Duke University School of Medicine, Durham, NC 27701.
E KummerfeldInstitute for Health Informatics (IHI), Academic Health Center, University of Minnesota, Minneapolis, MN 55455.
M D BarberioDepartment of Exercise and Nutrition Sciences, George Washington University, Washington DC 20052.
J A HoumardDepartment of Kinesiology, ECU, Greenville, NC 27858.
W B BennettDuke Molecular Physiology Institute, Duke University School of Medicine, Durham, NC 27701.
J L JohnsonDuke Molecular Physiology Institute, Duke University School of Medicine, Durham, NC 27701.
J A TimmonsSchool of Medicine and Dentistry, Queen Mary University of London, UK.
G BroderickCenter for Clinical Systems Biology, Rochester General Hospital, Rochester, NY 14621.
V B KrausDuke Molecular Physiology Institute, Duke University School of Medicine, Durham, NC 27701.
C F AliferisInstitute for Health Informatics (IHI), Academic Health Center, University of Minnesota, Minneapolis, MN 55455.
W E KrausDuke Molecular Physiology Institute, Duke University School of Medicine, Durham, NC 27701.ORCID 0000-0003-1930-9684

Funding

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
NHLBI NIH HHS R01 HL057354NHLBI NIH HHS R01 HL153497
6 · The paper itself

Abstract

backgroundUnderstanding the causal pathways, systems, and mechanisms through which exercise impacts human health is complex. This study explores molecular signaling related to whole-body insulin sensitivity (Si) by examining changes in skeletal muscle gene expression. The analysis considers differences by biological sex, exercise amount, and exercise intensity to identify potential molecular targets for developing pharmacologic agents that replicate the health benefits of exercise.

methodsThe study involved 53 participants from the STRRIDE I and II trials who completed eight months of aerobic training. Skeletal muscle gene expression was measured using Affymetrix and Illumina technologies, while pre- and post-training Si was assessed via an intravenous glucose tolerance test. A novel gene discovery protocol, integrating three literature-derived and data-driven modeling strategies, was employed to identify causal pathways and direct causal factors based on differentially expressed transcripts associated with exercise intensity and amount.

resultsIn women, the transcription factor targets identified were primarily influenced by exercise amount and were generally inhibitory. In contrast, in men, these targets were driven by exercise intensity and were generally activating. Transcription factors such as ATF1, CEBPA, BACH2, and STAT1 were commonly activating in both sexes. Specific transcriptional targets related to exercise-induced Si improvements included TACR3 and TMC7 for intensity-driven effects, and GRIN3B and EIF3B for amount-driven effects. Two key signaling pathways mediating aerobic exercise-induced Si improvements were identified: one centered on estrogen signaling and the other on phorbol ester (PKC) signaling, both converging on the epidermal growth factor receptor (EGFR) and other relevant targets.

conclusionsThe signaling pathways mediating Si improvements from aerobic exercise differed by sex and were further distinguished by exercise intensity and amount. Transcriptional adaptations in skeletal muscle related to Si improvements appear to be causally linked to estrogen and PKC signaling, with EGFR and other identified targets emerging as potential skeletal muscle-specific drug targets to mimic the beneficial effects of exercise on Si.

Identifiers

PMID39281755
PMCPMC11398589

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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.