{"title":"A pyroptosis-related molecular signature stratifies prognosis and highlights GSDMB-mediated malignancy in intrahepatic cholangiocarcinoma.","authors":"Binhan Zhao, Yongji Zhu, Ziyang Jin, Xiang Li, Kainan Lin, Yifan Wang, Yunkun Lu, Wen Hua","doi":"10.1186/s13062-026-00824-1","DOIUrl":null,"url":null,"abstract":"<p><strong>Background: </strong>Pyroptosis, a form of inflammatory programmed cell death, plays a dual role in tumor progression and anti-tumor immunity. Its comprehensive clinical and biological significance in intrahepatic cholangiocarcinoma (iCCA) remains to be elucidated.</p><p><strong>Methods: </strong>Utilizing bulk transcriptome, single-cell transcriptome, proteome, phosphoproteome, spatial transcriptomic profiling and genomic mutation data, we first identified three distinct iCCA molecular subtypes based on the expression patterns of prognostic pyroptosis-related genes (PRGs). Subsequently, we developed and validated an eight-PRG (CASP3, TIRAP, GPX4, NOD2, GSDMB, GSDMC, CASP9, IL6) prognostic signature using regression analyses. The tumor immune microenvironment was characterized, and metabolic pathways were analyzed. Single-cell RNA sequencing (scRNA-seq) of 165,236 cells from iCCA tissues was performed to investigate cellular communication. Spatial transcriptomic profiling was used to visualize cell distribution. In vitro functional assays, including TGF-β treatment, GSDMB and CDH3 knockdown, were conducted to validate mechanistic insights.</p><p><strong>Results: </strong>The eight-PRG signature effectively stratified iCCA patients into high- and low-risk groups with significant survival differences. The high-risk subtype correlated with aggressive clinicopathological features, an immunosuppressive microenvironment, and dysregulated metabolism. scRNA-seq analysis revealed malignant epithelial cells expressing GSDMB showed heightened responsiveness to TGF-β signaling. Functional studies demonstrated that GSDMB knockdown inhibited iCCA cell proliferation, migration, and invasion, potentially through downregulation of CDH3. Further mechanistic studies validated that TGF-β promotes CDH3 transcription in a GSDMB-dependent manner. GSDMB knockdown reduced basal CDH3 expression and abolished TGF-β-induced CDH3 upregulation at both mRNA and protein levels.</p><p><strong>Conclusions: </strong>We established a novel and clinically applicable pyroptosis-based classifier for iCCA prognosis. Our findings hint at a possible connection of the TGF-β-GSDMB-CDH3 axis with enhanced tumor aggressiveness, providing new insights for patient risk stratification and revealing potential therapeutic targets for iCCA.</p>","PeriodicalId":9164,"journal":{"name":"Biology Direct","volume":" ","pages":""},"PeriodicalIF":4.9000,"publicationDate":"2026-05-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Biology Direct","FirstCategoryId":"99","ListUrlMain":"https://doi.org/10.1186/s13062-026-00824-1","RegionNum":2,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"BIOLOGY","Score":null,"Total":0}
引用次数: 0
Abstract
Background: Pyroptosis, a form of inflammatory programmed cell death, plays a dual role in tumor progression and anti-tumor immunity. Its comprehensive clinical and biological significance in intrahepatic cholangiocarcinoma (iCCA) remains to be elucidated.
Methods: Utilizing bulk transcriptome, single-cell transcriptome, proteome, phosphoproteome, spatial transcriptomic profiling and genomic mutation data, we first identified three distinct iCCA molecular subtypes based on the expression patterns of prognostic pyroptosis-related genes (PRGs). Subsequently, we developed and validated an eight-PRG (CASP3, TIRAP, GPX4, NOD2, GSDMB, GSDMC, CASP9, IL6) prognostic signature using regression analyses. The tumor immune microenvironment was characterized, and metabolic pathways were analyzed. Single-cell RNA sequencing (scRNA-seq) of 165,236 cells from iCCA tissues was performed to investigate cellular communication. Spatial transcriptomic profiling was used to visualize cell distribution. In vitro functional assays, including TGF-β treatment, GSDMB and CDH3 knockdown, were conducted to validate mechanistic insights.
Results: The eight-PRG signature effectively stratified iCCA patients into high- and low-risk groups with significant survival differences. The high-risk subtype correlated with aggressive clinicopathological features, an immunosuppressive microenvironment, and dysregulated metabolism. scRNA-seq analysis revealed malignant epithelial cells expressing GSDMB showed heightened responsiveness to TGF-β signaling. Functional studies demonstrated that GSDMB knockdown inhibited iCCA cell proliferation, migration, and invasion, potentially through downregulation of CDH3. Further mechanistic studies validated that TGF-β promotes CDH3 transcription in a GSDMB-dependent manner. GSDMB knockdown reduced basal CDH3 expression and abolished TGF-β-induced CDH3 upregulation at both mRNA and protein levels.
Conclusions: We established a novel and clinically applicable pyroptosis-based classifier for iCCA prognosis. Our findings hint at a possible connection of the TGF-β-GSDMB-CDH3 axis with enhanced tumor aggressiveness, providing new insights for patient risk stratification and revealing potential therapeutic targets for iCCA.
期刊介绍:
Biology Direct serves the life science research community as an open access, peer-reviewed online journal, providing authors and readers with an alternative to the traditional model of peer review. Biology Direct considers original research articles, hypotheses, comments, discovery notes and reviews in subject areas currently identified as those most conducive to the open review approach, primarily those with a significant non-experimental component.