# Transcriptomic suppression of immune and ECM stability in skeletal muscle of patients with chronic kidney disease

**Authors:** Luke A. Baker, Nicholas Eastley, Robert U. Ashford, Matthew Denniff, Matthew Graham-Brown, Emma L. Watson

PMC · DOI: 10.1371/journal.pone.0328947 · PLOS One · 2026-02-24

## TL;DR

This study finds that muscle in people with chronic kidney disease shows reduced immune activity and structural stability, which may explain muscle loss.

## Contribution

The study identifies a unique transcriptional profile in CKD muscle, highlighting suppressed immune and ECM pathways.

## Key findings

- Seventy-six genes were differentially expressed in CKD muscle, with immune and ECM transcripts suppressed.
- Upregulated hemoglobin genes suggest compensatory adaptation for oxygen transport.
- CKD muscle shows a transcriptionally blunted state without overt inflammation or proteolysis.

## Abstract

Chronic kidney disease (CKD) is a growing public health emergency with a global prevalence of approximately 14%. Sarcopenia is a common complication of CKD contributing to functional decline and poor outcomes. However, the molecular mechanisms driving muscle wasting in CKD remain incompletely understood. This study aimed to characterise the transcriptomic profile in individuals with CKD compared to healthy control counterparts, to identify key pathways implicated in muscle dysfunction.

Vastus lateralis muscle biopsy samples were obtained from n = 10 people with CKD and n = 9 healthy controls matched for age, sex, ethnicity and physical activity. Bulk RNA sequencing was performed on all samples. Differential gene expression was assessed using DESeq2 and pathway enrichments analyses were conducted using Gene Ontology (GO) and KEGG databases.

Seventy-six genes were differentially expressed in CKD muscle (FDR < 0.05, |log₂FC| ≥ 1), with 62 downregulated and 14 upregulated. he most consistent signature was suppression of immune-related and extracellular matrix transcripts, including CD163, C1QC, MPEG1, CXCL14, ITIH5, PODN, and CCDC80, suggesting attenuated immune surveillance and reduced ECM stability. In contrast, haemoglobin subunit genes (HBB, HBA1) were upregulated, potentially reflecting compensatory adaptation in oxygen transport. Several genes linked to regenerative processes (e.g., MEGF10, SOX4) were differentially expressed, but canonical myogenic and catabolic regulators remained unchanged, indicating that CKD muscle exists in a transcriptionally blunted state rather than one of overt inflammation or proteolysis.

CKD skeletal muscle is characterised by suppression of immune and ECM regulatory programmes, with limited evidence for activation of classical inflammatory or degradative pathways. This distinct transcriptional profile suggests an immunologically and structurally quiescent state that may impair repair capacity and contribute to progressive sarcopenia. These findings refine current understanding of CKD-associated muscle dysfunction and highlight potential targets for mechanistic and therapeutic exploration.

## Linked entities

- **Genes:** CD163 (CD163 molecule) [NCBI Gene 9332], C1QC (complement C1q C chain) [NCBI Gene 714], MPEG1 (macrophage expressed 1) [NCBI Gene 219972], CXCL14 (C-X-C motif chemokine ligand 14) [NCBI Gene 9547], ITIH5 (inter-alpha-trypsin inhibitor heavy chain 5) [NCBI Gene 80760], PODN (podocan) [NCBI Gene 127435], CCDC80 (coiled-coil domain containing 80) [NCBI Gene 151887], HBB (hemoglobin subunit beta) [NCBI Gene 3043], HBA1 (hemoglobin subunit alpha 1) [NCBI Gene 3039], MEGF10 (multiple EGF like domains 10) [NCBI Gene 84466], SOX4 (SRY-box transcription factor 4) [NCBI Gene 6659]
- **Diseases:** chronic kidney disease (MONDO:0005300)

## Full-text entities

- **Genes:** NTN4 (netrin 4) [NCBI Gene 59277] {aka PRO3091}, ANKFY1 (ankyrin repeat and FYVE domain containing 1) [NCBI Gene 51479] {aka ANKHZN, BTBD23, ZFYVE14}, AJAP1 (adherens junctions associated protein 1) [NCBI Gene 55966] {aka MOT8, SHREW-1, SHREW1}, CCM2 (CCM2 scaffold protein) [NCBI Gene 83605] {aka C7orf22, OSM, PP10187}, KLHL42 (kelch like family member 42) [NCBI Gene 57542] {aka Ctb9, KLHDC5}, F13A1 (coagulation factor XIII A chain) [NCBI Gene 2162] {aka F13A}, BMF (Bcl2 modifying factor) [NCBI Gene 90427], ITIH5 (inter-alpha-trypsin inhibitor heavy chain 5) [NCBI Gene 80760] {aka ITI-HC5, PP14776}, HBA1 (hemoglobin subunit alpha 1) [NCBI Gene 3039] {aka ECYT7, HBA-T3, HBH, METHBA}, KRT6B (keratin 6B) [NCBI Gene 3854] {aka CK-6B, CK6B, K6B, KRTL1, PC2, PC4}, HBB (hemoglobin subunit beta) [NCBI Gene 3043] {aka CD113t-C, ECYT6, beta-globin}, TLCD3B (TLC domain containing 3B) [NCBI Gene 83723] {aka CORD22, FAM57B, FP1188}, CCDC80 (coiled-coil domain containing 80) [NCBI Gene 151887] {aka CL2, DRO1, LINC01279, SSG1, URB, okuribin}, ENPP1 (ectonucleotide pyrophosphatase/phosphodiesterase 1) [NCBI Gene 5167] {aka ARHR2, COLED, M6S1, NPP1, NPPS, PC-1}, HBA2 (hemoglobin subunit alpha 2) [NCBI Gene 3040] {aka ECYT7, HBA-T2, HBH}, MSTN (myostatin) [NCBI Gene 2660] {aka GDF8, MSLHP}, ALAS2 (5'-aminolevulinate synthase 2) [NCBI Gene 212] {aka ALAS-E, ALASE, ANH1, ASB, SIDBA1, XLDPP}, TSPAN5 (tetraspanin 5) [NCBI Gene 10098] {aka NET-4, NET4, TM4SF9, TSPAN-5}, MPEG1 (macrophage expressed 1) [NCBI Gene 219972] {aka IMD77, MPG1, MPS-1, MPS1, Mpg-1, P-2}, C1QC (complement C1q C chain) [NCBI Gene 714] {aka C1Q-C, C1QD3, C1QG}, GATM (glycine amidinotransferase) [NCBI Gene 2628] {aka AGAT, AT, CCDS3, FRTS, FRTS1, RFS}, MYOG (myogenin) [NCBI Gene 4656] {aka MYF4, bHLHc3, myf-4}, TRIM63 (tripartite motif containing 63) [NCBI Gene 84676] {aka CMH31, IRF, MURF1, MURF2, RNF28, SMRZ}, DOCK10 (dedicator of cytokinesis 10) [NCBI Gene 55619] {aka DRIP2, Nbla10300, ZIZ3}, PAX7 (paired box 7) [NCBI Gene 5081] {aka CMYO19, CMYP19, HUP1, MYOSCO, PAX7B, RMS2}, SOX4 (SRY-box transcription factor 4) [NCBI Gene 6659] {aka CSS10, EVI16, IDDSDF}, CD163 (CD163 molecule) [NCBI Gene 9332] {aka M130, MM130, SCARI1}, CCL2 (C-C motif chemokine ligand 2) [NCBI Gene 6347] {aka GDCF-2, HC11, HSMCR30, MCAF, MCP-1, MCP1}, ALB (albumin) [NCBI Gene 213] {aka FDAHT, HSA, PRO0883, PRO0903, PRO1341}, FBXO32 (F-box protein 32) [NCBI Gene 114907] {aka Fbx32, MAFbx}, N4BP2L2 (NEDD4 binding protein 2 like 2) [NCBI Gene 10443] {aka 92M18.3, CG005, CG016, PFAAP5}, DOCK5 (dedicator of cytokinesis 5) [NCBI Gene 80005], Cxcl14 (C-X-C motif chemokine ligand 14) [NCBI Gene 57266] {aka 1110031L23Rik, 1200006I23Rik, BMAC, BRAK, KS1, Kec}, PODN (podocan) [NCBI Gene 127435] {aka PCAN, SLRR5A}, PGF (placental growth factor) [NCBI Gene 5228] {aka D12S1900, PGFL, PIGF, PLGF, PlGF-2, SHGC-10760}, Megf10 (multiple EGF-like-domains 10) [NCBI Gene 70417] {aka 3000002B06Rik, Gm331}, CXCL14 (C-X-C motif chemokine ligand 14) [NCBI Gene 9547] {aka BMAC, BRAK, KEC, KS1, MIP-2g, MIP2G}, IL10 (interleukin 10) [NCBI Gene 3586] {aka CSIF, GVHDS, IL-10, IL10A, TGIF}, MEGF10 (multiple EGF like domains 10) [NCBI Gene 84466] {aka CMYO10A, CMYO10B, CMYP10A, CMYP10B, EMARDD, SR-F3}, TNF (tumor necrosis factor) [NCBI Gene 7124] {aka DIF, IMD127, TNF-alpha, TNFA, TNFSF2, TNLG1F}, MYOD1 (myogenic differentiation 1) [NCBI Gene 4654] {aka CMYO17, CMYP17, MYF3, MYOD, MYODRIF, PUM}, CRP (C-reactive protein) [NCBI Gene 1401] {aka PTX1}, IL6 (interleukin 6) [NCBI Gene 3569] {aka BSF-2, BSF2, CDF, HGF, HSF, IFN-beta-2}, C1QB (complement C1q B chain) [NCBI Gene 713] {aka C1QD2}
- **Diseases:** loss of muscle mass (MESH:C536030), Staphylococcus aureus infection (MESH:D013203), systemic lupus erythematosus (MESH:D008180), neuromuscular junction instability (MESH:D020511), muscle dysfunction (MESH:D009135), anaemia (MESH:D000743), tuberculosis (MESH:D014376), advanced kidney disease (MESH:D007674), disuse (MESH:D020966), insulin resistance (MESH:D007333), metabolic acidosis (MESH:D000138), CKD (MESH:D051436), myocardial infarction (MESH:D009203), cancer (MESH:D009369), muscle wasting (MESH:D009133), lipomas (MESH:D008067), inflammation (MESH:D007249), Sarcopenia (MESH:D055948), disease (MESH:D004194), fibrosis (MESH:D005355)
- **Chemicals:** tetrapyrrole (MESH:D045725), creatine (MESH:D003401), heme (MESH:D006418), nitrogen (MESH:D009584), oxygen (MESH:D010100)
- **Species:** Homo sapiens (human, species) [taxon 9606], Mus musculus (house mouse, species) [taxon 10090]

## Full text

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## Figures

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## References

45 references — full list in the complete paper: https://tomesphere.com/paper/PMC12931797/full.md

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Source: https://tomesphere.com/paper/PMC12931797