Evidence map›Paper›PMID 41792398›Full record

ArticleScientific reports2026

Single-cell and multi-omics analysis identifies mitophagy-related biomarkers and therapeutic targets in ischemic stroke.

Zhan Cao, Yingluan Wang, Mingjian Sun, Runyi Du, Xu Feng, Lin Wang, Ziyi Zhao, Wei Sun

Abstract read
In one paragraph

Article in Scientific reports, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Review
  2. Review
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

8 authors.

Zhan CaoDepartment of Neurology, The Second Affiliated Hospital of Harbin Medical University, Harbin, 150086, China.
Yingluan WangDepartment of Ophthalmology, The Second Affiliated Hospital of Harbin Medical University, Harbin, 150086, China.
Mingjian SunDepartment of Neurology, The Second Affiliated Hospital of Harbin Medical University, Harbin, 150086, China.
Runyi DuDepartment of Neurology, The Second Affiliated Hospital of Harbin Medical University, Harbin, 150086, China.
Xu FengDepartment of Neurology, The Second Affiliated Hospital of Harbin Medical University, Harbin, 150086, China.
Lin WangDepartment of Neurology, The Second Affiliated Hospital of Harbin Medical University, Harbin, 150086, China.
Ziyi ZhaoDepartment of Neurology, The Second Affiliated Hospital of Harbin Medical University, Harbin, 150086, China.
Wei SunDepartment of Neurology, The Second Affiliated Hospital of Harbin Medical University, Harbin, 150086, China. sunwei@hrbmu.edu.cn.ORCID http://orcid.org/0000-0002-0234-8954

Funding

Scientific Research Project of Health Commission of Heilongjiang province 20240303070017
6 · The paper itself

Abstract

Ischemic stroke (IS) remains a leading cause of death and disability, with limited effective treatments in the acute phase. Mitophagy, the selective degradation of damaged mitochondria, plays a crucial role in cellular homeostasis and survival during IS. However, its exact mechanisms in stroke pathophysiology remain unclear. This study utilized a multi-omics approach, integrating gene expression data from bulk and single-cell RNA sequencing, to investigate the role of mitophagy-related genes (MRGs) in IS. We identified differentially expressed MRGs (DE-MRGs) in IS using bioinformatics techniques, including weighted gene co-expression network analysis (WGCNA) and machine learning models, which led to the identification of five core biomarkers: SRPRB, ATP5J, LSM7, DEGS1, and TGDS. Validation via qPCR and analysis of immune cell infiltration further supported their relevance. Single-cell analysis revealed significant differences in mitophagy activity in microglial subpopulations, with ATP5J showing dynamic expression patterns linked to stroke-induced mitochondrial dysfunction. Additionally, pseudo-time analysis suggested a progressive shift from homeostatic to disease-associated microglial states. Our findings highlight the complexity of mitophagy regulation in IS and suggest that targeting mitophagy-related pathways, such as ATP5J, could provide novel therapeutic strategies for IS management.

Indexed as

Ischemic StrokeMitophagyAnimalsBiomarkersComputational BiologyGene Expression ProfilingGene Regulatory NetworksHumansMicrogliaMitochondriaMultiomicsSingle-Cell AnalysisSingle-Cell Gene Expression AnalysisBiomarkersBiomarkersIschemic strokeMicrogliaMitophagyTranslational medicine

Identifiers

PMID41792398
PMCPMC13083861

What Socratic holds

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LicenceCC BY-NC-ND
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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.