Evidence mapPaperPMID 42530694Full record

ArticleJournal of bioenergetics and biomembranes2026

Application of glutamine metabolism-related gene signatures in the non-invasive diagnosis of coronary artery disease: integrating bulk and single-cell transcriptomics.

Zhiyong Zhao, Yu Li, Junpeng Li, Yongqian Gao, Zhijun Yan, Hui Li, Qiuli Liu

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

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1 · What the graph read from it

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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.

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5 · Who and what money

Authors and funding

7 authors.

Zhiyong ZhaoDepartment of Cardiovascular Surgery, Hebei General Hospital, No.348, Heping West Road, Xinhua District, Shijiazhuang, Hebei, 050051, China. 15032666095@163.com.
Yu LiDepartment of Cardiovascular Surgery, Hebei General Hospital, No.348, Heping West Road, Xinhua District, Shijiazhuang, Hebei, 050051, China.
Junpeng LiDepartment of Cardiovascular Surgery, Hebei General Hospital, No.348, Heping West Road, Xinhua District, Shijiazhuang, Hebei, 050051, China.
Yongqian GaoDepartment of Cardiovascular Surgery, Hebei General Hospital, No.348, Heping West Road, Xinhua District, Shijiazhuang, Hebei, 050051, China.
Zhijun YanDepartment of Cardiovascular Surgery, Hebei General Hospital, No.348, Heping West Road, Xinhua District, Shijiazhuang, Hebei, 050051, China.
Hui LiDepartment of Cardiovascular Surgery, Hebei General Hospital, No.348, Heping West Road, Xinhua District, Shijiazhuang, Hebei, 050051, China.
Qiuli LiuDepartment of Cardiovascular Surgery, Hebei General Hospital, No.348, Heping West Road, Xinhua District, Shijiazhuang, Hebei, 050051, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Coronary artery disease (CAD) is a common cardiovascular disorder strongly associated with glutamine metabolism. This study seeks to identify novel glutamine metabolism-related gene markers in CAD. Based on GEO datasets and glutamine metabolism-related genes, hub genes were pinpointed through WGCNA combined with LASSO, SVM-RFE, and random forest algorithms. Immune cell infiltration was estimated with the CIBERSORT algorithm. To confirm the expression and roles of hub genes, ox-LDL-stimulated HUVECs were analyzed in culture. MYBPC3 and TRIM47 emerged as candidate diagnostic signatures for CAD. Associations between MYBPC3/TRIM47 and immune cell infiltration were revealed. Upregulation of MYBPC3 and TRIM47 in CAD was confirmed in both GSE113079 and ox-LDL-treated HUVECs. Knockdown of TRIM47 or MYBPC3 promoted ox-LDL-induced proliferation of HUVECs, alleviated cellular apoptosis, and suppressed the expression of pro-inflammatory cytokines (IL-1β, IL-6, TNF-α) as well as M1 macrophage polarization. MYBPC3 and TRIM47 may serve as candidate diagnostic signatures for CAD.

Indexed as

Coronary Artery DiseaseGlutamineTranscriptomeCarrier ProteinsHumansHuman Umbilical Vein Endothelial CellsSingle-Cell Gene Expression AnalysisCarrier ProteinsGlutamineBulk RNA transcriptomeCoronary artery diseaseGlutamine metabolismNon-invasive diagnosisSingle-cell transcriptome

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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.