Evidence map›Paper›PMID 37154037›Full record

ArticleCirculation research2023

Transcriptomic and Proteomic of Gastrocnemius Muscle in Peripheral Artery Disease.

Luigi Ferrucci, Julián Candia, Ceereena Ubaida-Mohien, Alexey Lyashkov, Nirad Banskota, Christiaan Leeuwenburgh, Stephanie Wohlgemuth, Jack M Guralnik, Mary Kaileh, Dongxue Zhang and 6 more

Open access · greenAbstract read
In one paragraph

Article in Circulation research, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 32 papers.

0numbers the graph read from it
0cells of the map it votes in
32citing papers in PubMed
7.0field-weighted citation impact, top 2% 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

32 citing papers in PubMed, 40 citations in OpenAlex.

  1. Trial
  2. The Role of Home-Based Exercise in the Management of Peripheral Artery Disease.Current treatment options in cardiovascular medicine · 2026
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  3. A cardiovascular-motor axis framework for perfusion-mediated motor impairment.International journal of cardiology. Heart & vasculature · 2026
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4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

16 authors at 4 institutions in 2 countries.

Luigi FerrucciNational Institute on Aging, Intramural Research Program, Baltimore, MD (L.F., J.C., C.U.-M., A.L., N.B., M.K., S.D., M.G., R.M.).ORCID 0000-0002-6273-1613
Julián Candia *National Institute on Aging, Intramural Research Program, Baltimore, MD (L.F., J.C., C.U.-M., A.L., N.B., M.K., S.D., M.G., R.M.).ORCID 0000-0001-5793-8989
Ceereena Ubaida-Mohien *National Institute on Aging, Intramural Research Program, Baltimore, MD (L.F., J.C., C.U.-M., A.L., N.B., M.K., S.D., M.G., R.M.).ORCID 0000-0002-4301-4758
Alexey LyashkovNational Institute on Aging, Intramural Research Program, Baltimore, MD (L.F., J.C., C.U.-M., A.L., N.B., M.K., S.D., M.G., R.M.).
Nirad BanskotaNational Institute on Aging, Intramural Research Program, Baltimore, MD (L.F., J.C., C.U.-M., A.L., N.B., M.K., S.D., M.G., R.M.).
Christiaan LeeuwenburghDepartment of Physiology and Aging, University of Florida, Institute on Aging, Gainesville, FL (C.L., S.W.).ORCID 0000-0003-0826-4257
Stephanie WohlgemuthDepartment of Physiology and Aging, University of Florida, Institute on Aging, Gainesville, FL (C.L., S.W.).ORCID 0000-0002-2900-2777
Jack M GuralnikDepartment of Epidemiology and Public Health, University of Maryland School of Medicine, Baltimore, MD (J.M.G.).ORCID 0000-0001-5108-7263
Mary KailehNational Institute on Aging, Intramural Research Program, Baltimore, MD (L.F., J.C., C.U.-M., A.L., N.B., M.K., S.D., M.G., R.M.).
Dongxue ZhangDepartment of Neurology (D.Z., R.S.), Northwestern University Feinberg School of Medicine, Chicago, IL.ORCID 0000-0003-2912-2020
Robert SufitDepartment of Neurology (D.Z., R.S.), Northwestern University Feinberg School of Medicine, Chicago, IL.ORCID 0000-0001-8827-2753
Supriyo DeNational Institute on Aging, Intramural Research Program, Baltimore, MD (L.F., J.C., C.U.-M., A.L., N.B., M.K., S.D., M.G., R.M.).ORCID 0000-0002-2075-7655
Myriam GorospeNational Institute on Aging, Intramural Research Program, Baltimore, MD (L.F., J.C., C.U.-M., A.L., N.B., M.K., S.D., M.G., R.M.).ORCID 0000-0001-5439-3434
Rachel MunkNational Institute on Aging, Intramural Research Program, Baltimore, MD (L.F., J.C., C.U.-M., A.L., N.B., M.K., S.D., M.G., R.M.).
Charlotte A PetersonCenter for Muscle Biology, College of Health Sciences, University of Kentucky, Lexington, KY (C.A.P.).ORCID 0000-0001-9340-0705
Mary M McDermottDepartment of Medicine (M.M.D.), Northwestern University Feinberg School of Medicine, Chicago, IL.ORCID 0000-0002-3724-7619
Institute on Aging · USNorthwestern University · USUniversity of Kentucky · USUniversity of Maryland, Baltimore · US

Funding

Influence of Post-transcriptional Gene Regulation on Cell Senescence and AgingZIAAG000393 · NIA · NATIONAL INSTITUTE ON AGING · PI GOROSPE, MYRIAM · 2009 to 2025
$24.1M
Post-transcriptional regulation of energy usage: glucose and lipid metabolismZIAAG000394 · NIA · NATIONAL INSTITUTE ON AGING · PI GOROSPE, MYRIAM · 2009 to 2025
$18.7M
Analysis of complex biological systems by microarray based gene expressionZICAG000616 · NIA · NATIONAL INSTITUTE ON AGING · PI DE, SUPRIYO · 2009 to 2025
$15.5M
PROgenitor Cell Release Plus Exercise To Improve Functional Performance In PADR01HL107510 · NHLBI · NORTHWESTERN UNIVERSITY AT CHICAGO · PI MCDERMOTT, MARY MCGRAE · 2011 to 2015
$5.6M
TELmisartan plus EXercise to improve functioning in PAD: The TELEX TrialR01HL126117 · NHLBI · NORTHWESTERN UNIVERSITY AT CHICAGO · PI MCDERMOTT, MARY MCGRAE · 2015 to 2019
$3.7M
Improve PAD PERformance with METformin. The PERMET TrialR01HL131771 · NHLBI · NORTHWESTERN UNIVERSITY AT CHICAGO · PI MCDERMOTT, MARY MCGRAE · 2017 to 2021
$3.7M
Low InTensity Exercise Intervention for Peripheral Artery Disease: The LITE TrialR01HL122846 · NHLBI · NORTHWESTERN UNIVERSITY AT CHICAGO · PI MCDERMOTT, MARY MCGRAE · 2015 to 2018
$3.0M
Supplement to Epicatechin-rich COCOA to improve walking performance in PAD: the COCOA-PAD-S StudyR21AG050897 · NIA · NORTHWESTERN UNIVERSITY AT CHICAGO · PI MCDERMOTT, MARY MCGRAE · 2016 to 2017
$615k
Supplement to RESveratrol To Improve Outcomes in oldeR pEople with PAD (the RESTORE-S Trial)R21AG047510 · NIA · NORTHWESTERN UNIVERSITY AT CHICAGO · PI MCDERMOTT, MARY MCGRAE · 2014 to 2015
$533k
Intramural NIH HHS Z99 AG999999NHLBI NIH HHS R01 HL107510NHLBI NIH HHS R01 HL122846NHLBI NIH HHS R01 HL126117NHLBI NIH HHS R01 HL131771NIA NIH HHS R21 AG047510NIA NIH HHS R21 AG050897
6 · The paper itself

Abstract

backgroundFew effective therapies exist to improve lower extremity muscle pathology and mobility loss due to peripheral artery disease (PAD), in part because mechanisms associated with functional impairment remain unclear.

methodsTo better understand mechanisms of muscle impairment in PAD, we performed in-depth transcriptomic and proteomic analyses on gastrocnemius muscle biopsies from 31 PAD participants (mean age, 69.9 years) and 29 age- and sex-matched non-PAD controls (mean age, 70.0 years) free of diabetes or limb-threatening ischemia.

resultsTranscriptomic and proteomic analyses suggested activation of hypoxia-compensatory mechanisms in PAD muscle, including inflammation, fibrosis, apoptosis, angiogenesis, unfolded protein response, and nerve and muscle repair. Stoichiometric proportions of mitochondrial respiratory proteins were aberrant in PAD compared to non-PAD, suggesting that respiratory proteins not in complete functional units are not removed by mitophagy, likely contributing to abnormal mitochondrial activity. Supporting this hypothesis, greater mitochondrial respiratory protein abundance was significantly associated with greater complex II and complex IV respiratory activity in non-PAD but not in PAD. Rate-limiting glycolytic enzymes, such as hexokinase and pyruvate kinase, were less abundant in muscle of people with PAD compared with non-PAD participants, suggesting diminished glucose metabolism.

conclusionsIn PAD muscle, hypoxia induces accumulation of mitochondria respiratory proteins, reduced activity of rate-limiting glycolytic enzymes, and an enhanced integrated stress response that modulates protein translation. These mechanisms may serve as targets for disease modification.

Indexed as

Peripheral Arterial DiseaseTranscriptomeAgedHumansHypoxiaIschemiaMuscle, SkeletalProteomicsbiomarkersmitochondriamitophagyproteomicsunfolded protein response

Identifiers

PMID37154037
PMCPMC10213145
OpenAlexW4375862449

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