ArticleScientific reports2025
Identification of PANoptosis related biomarkers to predict hepatic ischemia‒reperfusion injury after liver transplantation.
Article in Scientific reports, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 7 papers.
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Who cites it
7 citing papers in PubMed.
- Pathophysiological mechanisms of cell death affecting graft survival in liver transplantation.World journal of transplantation · 2026Review
- TNFAIP3 and MLKL-Related Necroptosis Signatures in Liver Transplant Ischemia-Reperfusion Injury: Integrated Transcriptomic and Experimental Evidence.Journal of inflammation research · 2026Article
- PANoptosis nexus in ischemia-reperfusion injury: from integrated cell death mechanisms to novel therapeutic opportunities.Frontiers in immunology · 2026Review
- Editorial: Mechanisms of cell death in acute liver diseases and the pathobiology of sterile inflammation: The double-edged sword problem.Frontiers in immunology · 2026Article
- Novel Perspectives in Hepatic Ischemia-Reperfusion Injury: The cGAS-STING Pathway.Journal of inflammation research · 2025Review
- Exploring cell death mechanisms in liver transplantation: implications for graft survival.Frontiers in immunology · 2025Review
- PANoptosis in urological diseases: molecular mechanisms, pathological roles, and emerging therapeutic opportunities.Frontiers in immunology · 2025Review
Corrections and comments
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Authors and funding
8 authors.
Funding
Abstract
Hepatic ischemia-reperfusion injury (HIRI) is a major complication following liver transplantation. Bioinformatic analysis was performed to elucidate the PANoptosis-related molecular mechanisms underlying HIRI. Comprehensive analysis of bulk and single-cell RNA sequencing data from human liver tissue before and after HIRI was performed. Differential expression analysis, weighted gene coexpression analysis, and protein interaction network analysis were used to identify candidate biomarkers. Multiple machine learning methods were utilized to screen for core biomarkers and construct a diagnostic predictive model. Functional and interaction analyses of the genes were also performed. Cellular clustering and annotation, pseudotemporal trajectory, and intercellular communication analyses of HIRI were conducted. Six PANoptosis-associated genes (CEBPB, HSPA1A, HSPA1B, IRF1, SERPINE1, and TNFAIP3) were identified as HIRI-related biomarkers. These biomarkers are regulated by NF-κB and miRNA-155. A nomogram for HIRI prediction based on these biomarkers was constructed and validated. In addition, the heterogeneity and dynamic changes in macrophage subpopulations during HIRI were revealed, highlighting the roles of Kupffer cells and monocyte-derived macrophages in modulating the hepatic microenvironment. The MIF and VISFATIN signaling pathways play important roles in the interaction between macrophages and other cells. These findings enhance our understanding of the mechanisms of PANoptosis in HIRI and provide a new basis and potential targets for prevention and treatment strategies for HIRI.
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Registered trials
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