Evidence map›Paper›PMID 42673766›Full record

ArticleEBioMedicine2026

An integrated reference atlas of human skeletal muscle.

Christopher Nelke, Franziska Babilon, Christina B Schroeter, Anne-Katrin Güttsches, Paula Quint, Karsten Krause, Gerd Meyer Zu Hörste, Benedikt Schoser, Jörg H W Distler, Sven G Meuth and 2 more

Abstract read
In one paragraph

Article in EBioMedicine, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

12 authors.

Christopher NelkeDepartment of Neurology, Ruhr University Bochum, BG University Hospital Bergmannsheil, Bochum, Germany; BG University Hospital Bergmannsheil, Heimer Institute for Muscle Research, Bochum, Germany; Department of Neurology, Medical Faculty, Heinrich Heine University Duesseldorf; Duesseldorf, Germany.
Franziska BabilonDepartment of Neurology, Medical Faculty, Heinrich Heine University Duesseldorf; Duesseldorf, Germany.
Christina B SchroeterDepartment of Neurology, Medical Faculty, Heinrich Heine University Duesseldorf; Duesseldorf, Germany.
Anne-Katrin GüttschesDepartment of Neurology, Ruhr University Bochum, BG University Hospital Bergmannsheil, Bochum, Germany; BG University Hospital Bergmannsheil, Heimer Institute for Muscle Research, Bochum, Germany.
Paula QuintDepartment of Neurology, Ruhr University Bochum, BG University Hospital Bergmannsheil, Bochum, Germany; BG University Hospital Bergmannsheil, Heimer Institute for Muscle Research, Bochum, Germany.
Karsten KrauseDepartment of Neurology, Ruhr University Bochum, BG University Hospital Bergmannsheil, Bochum, Germany; BG University Hospital Bergmannsheil, Heimer Institute for Muscle Research, Bochum, Germany.
Gerd Meyer Zu HörsteDepartment of Neurology, University Hospital Münster, Münster, Germany.
Benedikt SchoserFriedrich Baur Institute at the Department of Neurology, LMU University Hospital, LMU Munich, Munich, Germany.
Jörg H W DistlerDepartment for Rheumatology, University Hospital Düsseldorf, Medical Faculty of Heinrich Heine University, Duesseldorf, Germany; Hiller Research Center, University Hospital Düsseldorf, Medical Faculty of Heinrich Heine University, Duesseldorf, Germany.
Sven G MeuthDepartment of Neurology, Medical Faculty, Heinrich Heine University Duesseldorf; Duesseldorf, Germany; Department of Neurology, University Hospital Münster, Münster, Germany.
Felix KleefeldDepartment of Neurology, Ruhr University Bochum, BG University Hospital Bergmannsheil, Bochum, Germany; BG University Hospital Bergmannsheil, Heimer Institute for Muscle Research, Bochum, Germany.
Tobias RuckDepartment of Neurology, Ruhr University Bochum, BG University Hospital Bergmannsheil, Bochum, Germany; BG University Hospital Bergmannsheil, Heimer Institute for Muscle Research, Bochum, Germany; Department of Neurology, Medical Faculty, Heinrich Heine University Duesseldorf; Duesseldorf, Germany. Electronic address: Tobias.Ruck@Bergmannsheil.de.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundSingle-cell and single-nucleus RNA sequencing have transformed our understanding of human skeletal muscle biology, yet reproducibility and cross-study comparison remain limited by the lack of a unified reference framework and consistent cell-type annotation.

methodsWe systematically searched for scRNA-seq and snRNA-seq datasets from adult human skeletal muscle. Seven eligible studies were retrieved and harmonised. We benchmarked multiple integration strategies to construct a joint reference atlas and derived modality-aware marker panels. Selected findings were validated by immunofluorescence in muscle biopsies.

findingsWe generated a harmonised atlas comprising 122,000 cells and 630,000 nuclei from 88 healthy individuals and resolved 17 major skeletal muscle cell populations, spanning mononuclear compartments and multinucleated myofibers. Cross-modality analysis identified tissue- and modality-aware marker panels and nominated both established and previously unrecognised markers. NOVA1 emerged as a selective marker of fibro-adipogenic progenitors and was validated at the transcript and protein levels. Focusing on myonuclei, pseudotime modelling reconstructed differentiation trajectories from quiescent muscle stem cells to mature type I and type II myofibers and revealed lineage-specific programs, including transient activation of protocadherin-γ genes during type I myofiber differentiation. We further provide an interactive web application for marker-based cell-type prediction using the reference atlas.

interpretationThis integrated reference atlas and accompanying annotation tool establish a standardised framework for human muscle transcriptomics, promoting consistent cell-type assignment and providing a baseline for future studies of muscle development, ageing, and disease.

fundingElse Kröner-Fresenius-Stiftung and the German Research Foundation.

Indexed as

Muscle, SkeletalBiomarkersCell DifferentiationComputational BiologyGene Expression ProfilingHumansSingle-Cell AnalysisSingle-Cell Gene Expression AnalysisBiomarkersAtlasMuscleReferenceSingle cellSingle nucleusTranscriptomics

Identifiers

PMID42673766
PMCPMC13562069

What Socratic holds

Textmetadata
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Registered trials

None linked

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.