Evidence map›Paper›PMID 41674461›Full record

ArticleJournal of cachexia, sarcopenia and muscle2026

Single-Nucleus Transcriptome Reveals Cellular Heterogeneity and Transcriptional Response to Heat Stress in Skeletal Muscle.

Ziyin Han, Li Chen, Zhiyu Lei, Jiaman Zhang, Ziyu Chen, Xiaolan Fan, Bo Zeng, Anan Jiang, Hai Xiang, Hua Li and 2 more

Abstract read
In one paragraph

Article in Journal of cachexia, sarcopenia and muscle, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Article
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.

Ziyin HanState Key Laboratory of Swine and Poultry Breeding Industry, College of Animal Science and Technology, Sichuan Agricultural University, Chengdu, China.
Li ChenChongqing Academy of Animal Science, Chongqing, China.
Zhiyu LeiState Key Laboratory of Swine and Poultry Breeding Industry, College of Animal Science and Technology, Sichuan Agricultural University, Chengdu, China.
Jiaman ZhangState Key Laboratory of Swine and Poultry Breeding Industry, College of Animal Science and Technology, Sichuan Agricultural University, Chengdu, China.
Ziyu ChenState Key Laboratory of Swine and Poultry Breeding Industry, College of Animal Science and Technology, Sichuan Agricultural University, Chengdu, China.
Xiaolan FanState Key Laboratory of Swine and Poultry Breeding Industry, College of Animal Science and Technology, Sichuan Agricultural University, Chengdu, China.
Bo ZengState Key Laboratory of Swine and Poultry Breeding Industry, College of Animal Science and Technology, Sichuan Agricultural University, Chengdu, China.
Anan JiangState Key Laboratory of Swine and Poultry Breeding Industry, College of Animal Science and Technology, Sichuan Agricultural University, Chengdu, China.
Hai XiangGuangdong Provincial Key Laboratory of Animal Molecular Design and Precise Breeding, Foshan University, Foshan, China.
Hua LiGuangdong Provincial Key Laboratory of Animal Molecular Design and Precise Breeding, Foshan University, Foshan, China.
Mingzhou LiState Key Laboratory of Swine and Poultry Breeding Industry, College of Animal Science and Technology, Sichuan Agricultural University, Chengdu, China.
Long JinState Key Laboratory of Swine and Poultry Breeding Industry, College of Animal Science and Technology, Sichuan Agricultural University, Chengdu, China.

Funding

National Key R&D Program of China 2020YFA0509500National Key R&D Program of China 2021YFA0805903National Key R&D Program of China 2022YFD1301200National Natural Science Foundation of China 32225046National Natural Science Foundation of China 32272837National Natural Science Foundation of China 32341050National Natural Science Foundation of China 32421005Program for Pig Industry Technology System Innovation Team of Sichuan Province SCCXTD-2024-08-16Sichuan Science and Technology Program 2021YFYZ0009Sichuan Science and Technology Program 2021YFYZ0030Sichuan Science and Technology Program 2021ZDZX0008Strategic Cooperation Funding Project Between Chongqing Municipal Government and Chinese Academy of Agricultural Sciences 23310
6 · The paper itself

Abstract

backgroundHeat stress can induce skeletal muscle injury. Typical characteristics of heat-exposed muscle tissues include apoptosis, oxidative stress and autophagy. The understanding of molecular mechanisms underlying heat stress-induced muscle injury is limited, especially at the single-cell transcription level.

methodsWe collected skeletal muscles from 12-week-old female C57BL/6J mice in control (NC) and four heat stress groups. The experimental scheme comprised five groups: NC (25.5°C ± 0.5°C), HS0 (after ~3-h heat exposure, 41.5°C ± 0.5°C), HS8, HS16 and HS24 group (recovery at 25.5°C ± 0.5°C for 8, 16 and 24 h, respectively). Skeletal muscles were subjected to HE staining (n = 6), TUNEL staining (n = 3) and transmission electron microscopy (n = 3). Transcripts were measured at the tissue (n = 5 or 6) and single-nucleus levels (n = 2).

resultsHistologically, myofibrillar structure deformation, mitochondrial swelling and fusion, intramuscular triglyceride accumulation and autophagy occurred in the muscles subjected to heat stress. At the tissue level, a gene cluster associated with the response to heat exhibited an increasing trend of transcription in the HS0 versus NC groups, and the levels decreased to those in the NC group after 16 h. At the single-cell level, 134 320 high-quality myonuclei were collected from the muscles and annotated as seven cell types, including myonuclei, muscle stem cells (MuSCs) and immune cells. We identified the larger number of differentially expressed genes in the myonuclei. After heat stress, new cell clusters appeared in type IIa/IIx (HS8 group) and IIb (HS0 group) myonuclei but not in type I myonuclei. Generally, immediate early genes, highly expressed genes and transcription factor regulons identified in new cell clusters induced by heat were related to responses to heat, heat shock, oxidative stress and antioxidative stress. To repair the injured muscles, MuSCs highly expressed the development-related genes, such as Atp2a1, Ckm, Myh1, Aldoa, Pde4d and Pdlim5. Analysis of cell-cell communication showed that Dag1 and Egf signals associated with myonuclei were the underlying pathways that participated in repair tissues.

conclusionsWe constructed the largest transcriptomic dataset, to date, for heat-exposed skeletal muscles. At tissue resolution, the response of muscles to heat stress was eliminated after a recovery period of 16 h. At single-nucleus resolution, the myofibre was the most heat-sensitive cell type, and type IIb myonuclei were the most heat-sensitive subtype of myonuclei. To our knowledge, this is the first study to reveal the molecular mechanisms underlying heat-induced muscle injury and repair at the single-cell transcriptional level.

Indexed as

Cell NucleusHeat-Shock ResponseMuscle, SkeletalTranscriptomeAnimalsFemaleGene Expression ProfilingMiceMice, Inbred C57BLSingle-Cell Gene Expression AnalysisTranscription, Geneticbulk RNA‐seqcell–cell communicationheat stressmuscle stem cellsmyonucleisnRNA‐seq

Identifiers

PMID41674461
PMCPMC12895210

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

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 OpenQuestion graph.