# Single-cell RNA sequencing and integrated bioinformatics reveal new mitochondrial biomarkers in sarcopenia

**Authors:** Hongan Ying, Wenhan Wang, Lili Huang, Weiwen Hong, Lingchang Yang

PMC · DOI: 10.3389/fmolb.2026.1694362 · Frontiers in Molecular Biosciences · 2026-02-09

## TL;DR

This study identifies three mitochondrial genes as potential early biomarkers for sarcopenia, a muscle-wasting condition in the elderly, using single-cell RNA sequencing and bioinformatics.

## Contribution

The novel contribution is the discovery of a three-gene mitochondrial signature (CHCHD10, SAMM50, MDH2) for early sarcopenia diagnosis.

## Key findings

- A three-gene mitochondrial signature (CHCHD10, SAMM50, MDH2) is significantly dysregulated in sarcopenia across multiple cohorts.
- A nomogram model using these genes achieved high diagnostic accuracy (AUC = 0.883).
- In vitro validation confirmed the downregulation of all three genes in sarcopenia-like conditions.

## Abstract

Sarcopenia, characterized by age-related skeletal muscle loss and dysfunction, affects approximately 10% of adults over 60 years worldwide. Current diagnostic methods often detect sarcopenia only after substantial muscle deterioration has occurred, highlighting the critical need for early diagnostic biomarkers.

We conducted an integrated analysis of several public transcriptomic datasets (GSE1428, GSE117525, GSE167186, GSE111006, GSE111010, and GSE111016) employing differential gene expression analysis, weighted gene co-expression network analysis, and machine learning techniques. Single-cell RNA sequencing (scRNA-seq) was employed to determine cell type-specific expression. Quantitative PCR validated the findings in C2C12 myoblasts cultured under sarcopenia-like conditions. A nomogram-based predictive model was developed and assessed through ROC analysis and decision curve analysis.

We discovered a conserved three-gene mitochondrial signature (CHCHD10, SAMM50, MDH2) significantly dysregulated across multiple independent cohorts. Single-cell RNA sequencing identified distinct expression patterns across cell types, highlighting significant mitochondrial changes in myocytes. A nomogram model integrating these three genes demonstrated superior diagnostic accuracy (AUC = 0.883, 95% CI: 0.732–1.000) compared to conventional clinical parameters. In vitro validation confirmed significant downregulation of all three biomarkers in a sarcopenia-like state (CHCHD10, p < 0.01; SAMM50, p < 0.05; MDH2, p < 0.01).

Our findings suggest that a three-gene mitochondrial signature, comprising CHCHD10, SAMM50, and MDH2, could serve as a valuable biomarker for early sarcopenia diagnosis. This signature underscoring the contribution of mitochondrial dysfunction to muscle aging. By potentially bridging basic research with clinical application, this panel may offer novel targets for developing mitochondria-targeted therapies and monitoring their efficacy.

## Linked entities

- **Genes:** CHCHD10 (coiled-coil-helix-coiled-coil-helix domain containing 10) [NCBI Gene 400916], MDH2 (malate dehydrogenase 2) [NCBI Gene 4191]

## Full-text entities

- **Genes:** Chchd10 (coiled-coil-helix-coiled-coil-helix domain containing 10) [NCBI Gene 103172] {aka 1620401E04Rik, Ndg2}, Actb (actin, beta) [NCBI Gene 11461] {aka Actx, E430023M04Rik, beta-actin}, POTEF (POTE ankyrin domain family member F) [NCBI Gene 728378] {aka A26C1B, POTE2alpha, POTEACTIN}, MSTN (myostatin) [NCBI Gene 2660] {aka GDF8, MSLHP}, PPARGC1A (PPARG coactivator 1 alpha) [NCBI Gene 10891] {aka LEM6, PGC-1(alpha), PGC-1alpha, PGC-1v, PGC1, PGC1A}, TNF (tumor necrosis factor) [NCBI Gene 7124] {aka DIF, IMD127, TNF-alpha, TNFA, TNFSF2, TNLG1F}, SAMM50 (SAMM50 sorting and assembly machinery component) [NCBI Gene 25813] {aka CGI-51, OMP85, SAM50, TOB55, TRG-3, YNL026W}, IGF1 (insulin like growth factor 1) [NCBI Gene 3479] {aka IGF, IGF-I, IGFI, MGF}, MDH2 (malate dehydrogenase 2) [NCBI Gene 4191] {aka DEE51, EIEE51, M-MDH, MDH, MGC:3559, MOR1}, FNDC5 (fibronectin type III domain containing 5) [NCBI Gene 252995] {aka FRCP2, irisin}, Samm50 (SAMM50 sorting and assembly machinery component) [NCBI Gene 68653] {aka 1110030L07Rik}, 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}, CHCHD10 (coiled-coil-helix-coiled-coil-helix domain containing 10) [NCBI Gene 400916] {aka C22orf16, FTDALS2, IMMD, MIX17A, N27C7-4, SMAJ}, Mdh2 (malate dehydrogenase 2, NAD (mitochondrial)) [NCBI Gene 17448] {aka MDH, Mdh-2, Mor-1, Mor1}
- **Diseases:** steatosis (MESH:D005234), falls (MESH:C537863), atrophy of Type II fibers (MESH:D014897), neuromuscular junction degeneration (MESH:D020511), muscle mass loss (MESH:C536030), neurodegenerative diseases (MESH:D019636), chronic inflammation (MESH:D007249), muscle atrophy (MESH:D009133), Sarcopenia (MESH:D055948), metabolic syndrome (MESH:D024821), fractures (MESH:D050723), muscle (MESH:D019042), Parkinson's (MESH:D010300), mitochondrial (MESH:D028361), diminished muscle strength (MESH:D015354), Alzheimer's (MESH:D000544), mitochondrial failure (MESH:D051437), NAFLD (MESH:D065626), Huntington's (MESH:D006816), atrophy (MESH:D001284), atrophic (MESH:D020966), disorder of reduced muscle mass and function (MESH:D009135), functional impairment (MESH:D003072), colon cancer (MESH:D015179)
- **Chemicals:** water (MESH:D014867), Dex (MESH:D003915), testosterone (MESH:D013739), Trizol (MESH:C411644), ethanol (MESH:D000431), malate (MESH:C030298), linoleic acid (MESH:D019787), P (MESH:D010758), chlorzoxazone (MESH:D002753), limonene (MESH:D000077222), streptomycin (MESH:D013307), carbon (MESH:D002244), taurine (MESH:D013654), ATP (MESH:D000255), CO2 (MESH:D002245), citrate (MESH:D019343), hydrogen (MESH:D006859), DMSO (MESH:D004121), chlortetracycline (MESH:D002751), ROS (MESH:D017382), DMEM (-), hypotaurine (MESH:C003949), S (MESH:D013455), penicillin (MESH:D010406), aspartate (MESH:D001224), Dexamethasone (MESH:D003907), amino acid (MESH:D000596), baclofen (MESH:D001418), TCA (MESH:D014238)
- **Species:** Mus musculus (house mouse, species) [taxon 10090], Legionella sp. H (species) [taxon 66966], Homo sapiens (human, species) [taxon 9606]
- **Mutations:** C for 30-34, p.Gly66Val, AUC of 0
- **Cell lines:** C2C12 — Mus musculus (Mouse), Spontaneously immortalized cell line (CVCL_0188), C57BL/6 — Mus musculus (Mouse), Transformed cell line (CVCL_C0MU)

## Full text

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## Figures

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## References

31 references — full list in the complete paper: https://tomesphere.com/paper/PMC12926137/full.md

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Source: https://tomesphere.com/paper/PMC12926137