Evidence map›Paper›PMID 40516009›Full record

ArticleDiscover oncology2025

Single cell analysis and bioinformatics reveal pyroptosis mechanisms in hepatocellular carcinoma.

Wei Luo, JunxiaWang, Hongfei Wang, Fei Liu, Taiwei Yang, Zhongjun Wu, Wubin Guo

Abstract read
In one paragraph

Article in Discover oncology, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing 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

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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

3 citing papers in PubMed.

  1. Involvement of the pyroptosis-HMGB1 axis in systemic diseases.Frontiers in cell and developmental biology · 2026
    Review
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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

7 authors.

Wei LuoDepartment of General Surgery, The Affiliated Traditional Chinese Medicine Hospital, Southwest Medical University, Luzhou, China.
JunxiaWangDepartment of Pediatrics, The Affiliated Traditional Chinese Medicine Hospital, Southwest Medical University, Luzhou, China.
Hongfei WangDepartment of Pathology, The Affiliated Traditional Chinese Medicine Hospital, Southwest Medical University, Luzhou, China.
Fei LiuDepartment of General Surgery, The Affiliated Traditional Chinese Medicine Hospital, Southwest Medical University, Luzhou, China.
Taiwei YangDepartment of General Surgery, Xuyong County Second Name Hospital, Luzhou, China.
Zhongjun WuDepartment of Hepatobiliary Surgery, The First Affiliated Hospital of Chongqing Medical University, Chongqing, China. wzjtcy@126.com.
Wubin GuoDepartment of General Surgery, The Affiliated Traditional Chinese Medicine Hospital, Southwest Medical University, Luzhou, China. gwb1227@swmu.edu.cn.

Funding

The Joint Project of Southwest Medical University and Affiliated Traditional Chinese Medicine Hospital of Southwest Medical University 2020XYLH- 021The Science and Technology Project of Sichuan Provincial Administration of Traditional Chinese Medicine 2024MS151The Southwest Medical University Integrated Traditional Chinese and Western Medicine Special Project 2023ZYYJ07
6 · The paper itself

Abstract

backgroundHepatocellular carcinoma (HCC) is the third leading cause of cancer related death, and its molecular mechanisms have not been fully elucidated. This study aims to elucidate the molecular mechanisms linking pyroptosis and immune microenvironment changes in HCC, with a focus on macrophage polarization and inflammatory responses.

methodsSelected gene expression profiles from the Gene Expression Omnibus database, established protein-protein interaction (PPI) networks, and performed functional enrichment analysis using databases such as the Kyoto Encyclopedia of Genes and Genomes (KEGG). The expression of relevant hub genes was verified by immunohistochemistry, real-time quantitative PCR, and Western Blot based on clinical tissues. Single-cell identification of HCC cell types and malignant cells, trajectory analysis, and intercellular signal communication further analyzed the molecular mechanisms between immune cells and liver cells. Bioinformatics combined with single-cell analysis to elucidate the immune pyroptosis molecular mechanism that underlay the development of HCC.

resultsMolecular biology has identified six pyroptosis hub genes in HCC. The key hub genes of immune pyroptosis were validated through immunohistochemistry and in vitro experiments. Enrichment analysis shows that intersecting genes are enriched in immune responses, chemokine mediated signaling pathways, and inflammatory responses. InferCNV and copyKAT accurately predict that malignant cells distribute in HCC tissues, and their main malignant cells may be hepatocytes, endothelium and epithelial cells. Cell trajectory analysis found that monocyte, macrophage polarization could play a first role in HCC. The cellular clustering of single cells revealed the infiltration of immune cells, especially the polarization of macrophages, which plays an important role. Immunohistochemistry suggests that hub genes such as HMGB1, CYCS, GSDMD, IL-1β, NLRP3, and IL18 are the link between macrophage polarization and pyroptosis during HCC development.

conclusionsIn summary, the main molecular mechanisms underlying the pathogenesis of HCC are related to immune cell infiltration, particularly macrophage infiltration polarization that promotes the secretion of inflammatory factors leading to hepatocyte pyroptosis. These findings provide novel insights into the macrophage-driven pyroptosis pathways in HCC, potentially paving the way for new immunotherapeutic strategies.

Indexed as

Liver cancerMacrophagesPyroptosisSingle-cell analysis

Identifiers

PMID40516009
PMCPMC12167226

What Socratic holds

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LicenceCC BY-NC-ND
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Registered trials

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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.