ArticleCirculation research2025
Multiomic Analysis of Calf Muscle in Peripheral Artery Disease and Chronic Kidney Disease.
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.
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Who cites it
9 citing papers in PubMed.
- Cilostazol use and calf muscle pathophysiology in people with peripheral artery disease.Vascular medicine (London, England) · 2026Article
- Physical Function Decline Among Adults With Moderate-to-Severe CKD.Kidney international reports · 2026Article
- Impact of kidney dysfunction on outcomes in peripheral artery disease: A multi-database cohort study.iScience · 2026Article
- Intramuscular Adipose Tissue Accumulation is a Key Determinant of Limb Function in Peripheral Artery Disease.Circulation · 2026Article
- Variant-to-Biomarker Pathways in Peripheral Artery Disease: Multiomics Integration and Clinical Translation.Human mutation · 2026Review
- Pirfenidone treatment improves ischemic muscle function in mice with chronic kidney disease.Skeletal muscle · 2025Article
- Multiomics Analysis of Skeletal Muscle Identifies Dysregulation of Hypoxia-Induced Genes in Peripheral Artery Disease.Journal of the American Heart Association · 2025Article
- Nicotinamide N-methyltransferase inhibition improves limb function in experimental peripheral artery disease.Physiological reports · 2025Article
- The role of 5-methylcytosine regulator-related genes in diagnostic and immune regulatory functions in atherosclerosis.Frontiers in immunology · 2025Article
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Authors and funding
14 authors.
Funding
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.
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