Evidence mapPaperPMID 39963788Full record

ArticleCirculation research2025

Multiomic Analysis of Calf Muscle in Peripheral Artery Disease and Chronic Kidney Disease.

Kyoungrae Kim, Trace Thome, Caroline Pass, Lauren Stone, Nicholas Vugman, Victoria Palzkill, Qingping Yang, Kerri A O'Malley, Erik M Anderson, Brian Fazzone and 4 more

Abstract read
In one paragraph

Article in Circulation research, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers.

0numbers the graph read from it
0cells of the map it votes in
9citing 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

9 citing papers in PubMed.

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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

14 authors.

Kyoungrae KimDepartment of Applied Physiology and Kinesiology (K.K., T.T., C.P., L.S., N.V., V.P., Q.Y., T.E.R.).ORCID 0000-0001-9513-6469
Trace ThomeDepartment of Applied Physiology and Kinesiology (K.K., T.T., C.P., L.S., N.V., V.P., Q.Y., T.E.R.).
Caroline PassDepartment of Applied Physiology and Kinesiology (K.K., T.T., C.P., L.S., N.V., V.P., Q.Y., T.E.R.).ORCID 0009-0003-4234-8777
Lauren StoneDepartment of Applied Physiology and Kinesiology (K.K., T.T., C.P., L.S., N.V., V.P., Q.Y., T.E.R.).ORCID 0009-0009-8832-5806
Nicholas VugmanDepartment of Applied Physiology and Kinesiology (K.K., T.T., C.P., L.S., N.V., V.P., Q.Y., T.E.R.).ORCID 0009-0009-4041-501X
Victoria PalzkillDepartment of Applied Physiology and Kinesiology (K.K., T.T., C.P., L.S., N.V., V.P., Q.Y., T.E.R.).ORCID 0000-0001-9382-169X
Qingping YangDepartment of Applied Physiology and Kinesiology (K.K., T.T., C.P., L.S., N.V., V.P., Q.Y., T.E.R.).ORCID 0000-0002-6261-7861
Kerri A O'MalleyDepartment of Surgery (K.A.O., E.M.A., B.F., S.A.B., S.T.S.).
Erik M AndersonDepartment of Surgery (K.A.O., E.M.A., B.F., S.A.B., S.T.S.).ORCID 0000-0001-8957-5932
Brian FazzoneDepartment of Surgery (K.A.O., E.M.A., B.F., S.A.B., S.T.S.).ORCID 0000-0002-8987-1480
Feng YueDepartment of Animal Sciences (F.Y.).ORCID 0000-0002-5856-3506
Scott A BerceliDepartment of Surgery (K.A.O., E.M.A., B.F., S.A.B., S.T.S.).ORCID 0000-0003-2257-0111
Salvatore T ScaliDepartment of Surgery (K.A.O., E.M.A., B.F., S.A.B., S.T.S.).ORCID 0000-0002-8128-3203
Terence E RyanDepartment of Applied Physiology and Kinesiology (K.K., T.T., C.P., L.S., N.V., V.P., Q.Y., T.E.R.).ORCID 0000-0003-0780-029X

Funding

Molecular mechanisms regulating peripheral arterial disease pathobiology in chronic kidney diseaseR01HL149704 · NHLBI · UNIVERSITY OF FLORIDA · PI Terence E Ryan · 2021 to 2024
$2.3M
The role of fatty fibrosis in chronic limb threatening ischemia pathobiologyR01HL171050 · UNIVERSITY OF FLORIDA · 2025 to 2025
$694k
Molecular Mechanisms of Intramuscular Adipose Tissue in Chronic Limb Threating IschemiaF31HL174156 · UNIVERSITY OF FLORIDA · 2025 to 2025
$34k
NHLBI NIH HHS F31 HL174156NHLBI NIH HHS R01 HL148597NHLBI NIH HHS R01 HL149704NHLBI NIH HHS R01 HL171050NIDDK NIH HHS F31 DK128920NIDDK NIH HHS R01 DK119274
6 · The paper itself

Abstract

backgroundChronic kidney disease (CKD) has emerged as a significant risk factor that accelerates atherosclerosis, decreases muscle function, and increases the risk of amputation or death in patients with peripheral artery disease (PAD). However, the modulators underlying this exacerbated pathobiology are ill-defined. Recent work has demonstrated that uremic toxins are associated with limb amputation in PAD and have pathological effects in both the limb muscle and vasculature. Herein, we use multiomics to identify novel modulators of disease pathobiology in patients with PAD and CKD.

methodsA cross-sectional study enrolled 4 groups of participants: controls without PAD or CKD (n=28), patients with PAD only (n=46), patients with CKD only (n=31), and patients with both PAD and CKD (n=18). Both targeted (uremic toxins) and nontargeted metabolomics in plasma were performed using mass spectrometry. Calf muscle biopsies were used to measure histopathology, perform bulk and single-nucleus RNA sequencing, and assess mitochondrial function. Differential gene and metabolite analyses, as well as pathway and gene set enrichment analyses, were performed.

resultsPatients with both PAD and CKD exhibited significantly lower calf muscle strength and smaller muscle fiber areas compared with controls and those with only PAD. Compared with controls, mitochondrial function was impaired in patients with CKD, with or without PAD, but not in PAD patients without CKD. Plasma metabolomics revealed substantial alterations in the metabolome of patients with CKD, with significant correlations observed between uremic toxins (eg, kynurenine and indoxyl sulfate) and both muscle strength and mitochondrial function. RNA sequencing analyses identified downregulation of mitochondrial genes and pathways associated with protein translation in patients with both PAD and CKD. Single-nucleus RNA sequencing further highlighted a mitochondrial deficiency in muscle fibers along with unique remodeling of fibro-adipogenic progenitor cells in patients with both PAD and CKD, with an increase in adipogenic cell populations.

conclusionsCKD significantly exacerbates ischemic muscle pathology in PAD, as evidenced by diminished muscle strength, reduced mitochondrial function, and altered transcriptome profiles. The correlation between uremic toxins and muscle dysfunction suggests that targeting these metabolites may offer therapeutic potential for improving muscle health in PAD patients with CKD.

Indexed as

MetabolomicsMuscle, SkeletalPeripheral Arterial DiseaseRenal Insufficiency, ChronicAgedCross-Sectional StudiesFemaleHumansMaleMetabolomeMiddle AgedMuscle StrengthTranscriptomeUremic ToxinsUremic Toxinsmitochondriamusclesperipheral arterial diseaserenal insufficiency, chronicuremia

Identifiers

PMID39963788
PMCPMC11949227

What Socratic holds

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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 Socratic graph.