Evidence map›Paper›PMID 38291374›Full record

ArticleCellular & molecular biology letters2024

New insights into the role of mitochondrial metabolic dysregulation and immune infiltration in septic cardiomyopathy by integrated bioinformatics analysis and experimental validation.

Yukun Li, Jiachi Yu, Ruibing Li, Hao Zhou, Xing Chang

Open access · goldAbstract read
In one paragraph

Article in Cellular & molecular biology letters, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 81 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
81citing papers in PubMed, 1 pooled it
31.3field-weighted citation impact, top 1% of its field
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

81 citing papers in PubMed, 1 synthesis or guideline pooled it, 135 citations in OpenAlex.

  1. Pooled it
  2. Article
  3. Article
  4. BGP-15 ameliorates sepsis-induced cardiomyopathy via SIRT3/SOD2-associated antioxidant signaling and suppression of myocardial inflammation.Inflammation research : official journal of the European Histamine Research Society ... [et al.] · 2026
    Article
  5. Article
  6. Article
  7. Article
  8. Article
  9. Review
  10. iScience · 2026
    Article
  11. Article
  12. Article
  13. Article
  14. Article
  15. Single-cell analysis of adult mouse testes exposed to cigarette smoke.Journal of assisted reproduction and genetics · 2026
    Article
  16. Review
  17. Article
  18. Article
  19. Article
  20. Article

21 more citing papers are in PubMed but not listed here.

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

5 authors at 2 institutions in 1 country.

Yukun LiDepartment of Cardiology, Beijing Anzhen Hospital, Capital Medical University, Beijing, China.ORCID http://orcid.org/0000-0003-0516-5480
Jiachi YuDepartment of Cardiology, The Sixth Medical Center of People's Liberation Army General Hospital, Beijing, China.
Ruibing LiDepartment of Cardiology, The Sixth Medical Center of People's Liberation Army General Hospital, Beijing, China.
Hao ZhouDepartment of Cardiology, Beijing Anzhen Hospital, Capital Medical University, Beijing, China. zhouhao@plagh.org.
Xing ChangDepartment of Cardiology, Beijing Anzhen Hospital, Capital Medical University, Beijing, China. xingchang_tcm@outlook.com.
Capital Medical University · CNChinese Academy of Medical Sciences & Peking Union Medical College · CN

Funding

Chinese Academy of Chinese Medical Sciences Doctoral Talents Training Fund 2021Special Program for Training Outstanding Young Talents of Chinese Academy of Traditional Chinese Medicine ZZ16-YQ-021
6 · The paper itself

Abstract

backgroundSeptic cardiomyopathy (SCM), a common cardiovascular comorbidity of sepsis, has emerged among the leading causes of death in patients with sepsis. SCM's pathogenesis is strongly affected by mitochondrial metabolic dysregulation and immune infiltration disorder. However, the specific mechanisms and their intricate interactions in SCM remain unclear. This study employed bioinformatics analysis and drug discovery approaches to identify the regulatory molecules, distinct functions, and underlying interactions of mitochondrial metabolism and immune microenvironment, along with potential interventional strategies in SCM.

methodsGSE79962, GSE171546, and GSE167363 datasets were obtained from the Gene Expression Omnibus (GEO) database. Differentially expressed genes (DEGs) and module genes were identified using Limma and Weighted Correlation Network Analysis (WGCNA), followed by functional enrichment analysis. Machine learning algorithms, including support vector machine-recursive feature elimination (SVM-RFE), least absolute shrinkage and selection operator (LASSO) regression, and random forest, were used to screen mitochondria-related hub genes for early diagnosis of SCM. Subsequently, a nomogram was developed based on six hub genes. The immunological landscape was evaluated by single-sample gene set enrichment analysis (ssGSEA). We also explored the expression pattern of hub genes and distribution of mitochondria/inflammation-related pathways in UMAP plots of single-cell dataset. Potential drugs were explored using the Drug Signatures Database (DSigDB). In vivo and in vitro experiments were performed to validate the pathogenetic mechanism of SCM and the therapeutic efficacy of candidate drugs.

resultsSix hub mitochondria-related DEGs [MitoDEGs; translocase of inner mitochondrial membrane domain-containing 1 (TIMMDC1), mitochondrial ribosomal protein S31 (MRPS31), F-box only protein 7 (FBXO7), phosphatidylglycerophosphate synthase 1 (PGS1), LYR motif containing 7 (LYRM7), and mitochondrial chaperone BCS1 (BCS1L)] were identified. The diagnostic nomogram model based on the six hub genes demonstrated high reliability and validity in both the training and validation sets. The immunological microenvironment differed between SCM and control groups. The Spearman correlation analysis revealed that hub MitoDEGs were significantly associated with the infiltration of immune cells. Upregulated hub genes showed remarkably high expression in the naive/memory B cell, CD14

conclusionsThis study presents a comprehensive mitochondrial metabolism and immune infiltration landscape in SCM, providing a potential novel direction for the pathogenesis and medical intervention of SCM.

Indexed as

CardiomyopathiesSepsisATPases Associated with Diverse Cellular ActivitiesComputational BiologyDNA, MitochondrialElectron Transport Complex IIIHumansInflammationMitochondriaMitochondrial Precursor Protein Import Complex ProteinsMitochondrial ProteinsMolecular ChaperonesReproducibility of ResultsATPases Associated with Diverse Cellular ActivitiesBCS1L protein, humanDNA, MitochondrialElectron Transport Complex IIILYRM7 protein, humanMitochondrial Precursor Protein Import Complex ProteinsMitochondrial ProteinsMolecular ChaperonesTIMMDC1 protein, humanDrug discoveryImmune infiltrationMitochondrial metabolismMolecular mechanismSeptic cardiomyopathy

Identifiers

PMID38291374
PMCPMC10826082
OpenAlexW4391350382

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.