Yongqing Zhao, Weixiong Zhu, Bo Ren, Wenke Qin, Wence Zhou
{"title":"GPD2和糖酵解相关基因在胆管癌中的作用:对预后生物标志物和肿瘤免疫相互作用的见解","authors":"Yongqing Zhao, Weixiong Zhu, Bo Ren, Wenke Qin, Wence Zhou","doi":"10.1186/s12935-025-03965-x","DOIUrl":null,"url":null,"abstract":"<p><strong>Background: </strong>Cholangiocarcinoma (CCA) remains a challenging malignancy with limited therapeutic options and poor prognosis. This study investigates the role of glycerol-3-phosphate dehydrogenase 2 (GPD2) and associated glycolysis-related genes in cancer, with a focus on CCA.</p><p><strong>Methods: </strong>We employed a comprehensive multi-omics approach, including genomic, transcriptomic, and single-cell analyses, to explore GPD2's function across various cancers. In vitro experiments validated GPD2's role in CCA. A glycolysis-related prognostic signature was developed and analyzed for its clinical and biological implications.</p><p><strong>Results: </strong>GPD2 was overexpressed in most cancers and correlated with adverse outcomes, genomic instability, and altered immune infiltration. In CCA, GPD2 knockdown suppressed cell proliferation, migration, and glycolytic activity. A four-gene glycolysis-related signature (PTBP3, REEP3, GPRC5A, HN1) successfully classified CCA patients into low and high-risk categories, demonstrating strong prognostic value. The high-risk group displayed distinct immune infiltration patterns, characterized by a decrease in CD8 + T cells and an elevation in M0 macrophages and neutrophils. Single-cell analysis showed that the signature genes were primarily expressed in malignant epithelial cells and provided clues into potential mechanisms of tumor-immune interactions.</p><p><strong>Conclusion: </strong>This study highlights the potential of GPD2 and the glycolysis-related gene signature as prognostic biomarkers and therapeutic targets in CCA. The signature offers insights into tumor biology, immune interactions, and potential personalized treatment strategies, paving the way for improved management of this aggressive cancer.</p>","PeriodicalId":9385,"journal":{"name":"Cancer Cell International","volume":"25 1","pages":"345"},"PeriodicalIF":6.0000,"publicationDate":"2025-10-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12512518/pdf/","citationCount":"0","resultStr":"{\"title\":\"The role of GPD2 and glycolysis-related genes in cholangiocarcinoma: insights into prognostic biomarkers and tumor-immune interactions.\",\"authors\":\"Yongqing Zhao, Weixiong Zhu, Bo Ren, Wenke Qin, Wence Zhou\",\"doi\":\"10.1186/s12935-025-03965-x\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><strong>Background: </strong>Cholangiocarcinoma (CCA) remains a challenging malignancy with limited therapeutic options and poor prognosis. This study investigates the role of glycerol-3-phosphate dehydrogenase 2 (GPD2) and associated glycolysis-related genes in cancer, with a focus on CCA.</p><p><strong>Methods: </strong>We employed a comprehensive multi-omics approach, including genomic, transcriptomic, and single-cell analyses, to explore GPD2's function across various cancers. In vitro experiments validated GPD2's role in CCA. A glycolysis-related prognostic signature was developed and analyzed for its clinical and biological implications.</p><p><strong>Results: </strong>GPD2 was overexpressed in most cancers and correlated with adverse outcomes, genomic instability, and altered immune infiltration. In CCA, GPD2 knockdown suppressed cell proliferation, migration, and glycolytic activity. A four-gene glycolysis-related signature (PTBP3, REEP3, GPRC5A, HN1) successfully classified CCA patients into low and high-risk categories, demonstrating strong prognostic value. The high-risk group displayed distinct immune infiltration patterns, characterized by a decrease in CD8 + T cells and an elevation in M0 macrophages and neutrophils. Single-cell analysis showed that the signature genes were primarily expressed in malignant epithelial cells and provided clues into potential mechanisms of tumor-immune interactions.</p><p><strong>Conclusion: </strong>This study highlights the potential of GPD2 and the glycolysis-related gene signature as prognostic biomarkers and therapeutic targets in CCA. The signature offers insights into tumor biology, immune interactions, and potential personalized treatment strategies, paving the way for improved management of this aggressive cancer.</p>\",\"PeriodicalId\":9385,\"journal\":{\"name\":\"Cancer Cell International\",\"volume\":\"25 1\",\"pages\":\"345\"},\"PeriodicalIF\":6.0000,\"publicationDate\":\"2025-10-09\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12512518/pdf/\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Cancer Cell International\",\"FirstCategoryId\":\"3\",\"ListUrlMain\":\"https://doi.org/10.1186/s12935-025-03965-x\",\"RegionNum\":2,\"RegionCategory\":\"医学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"ONCOLOGY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Cancer Cell International","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1186/s12935-025-03965-x","RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"ONCOLOGY","Score":null,"Total":0}
The role of GPD2 and glycolysis-related genes in cholangiocarcinoma: insights into prognostic biomarkers and tumor-immune interactions.
Background: Cholangiocarcinoma (CCA) remains a challenging malignancy with limited therapeutic options and poor prognosis. This study investigates the role of glycerol-3-phosphate dehydrogenase 2 (GPD2) and associated glycolysis-related genes in cancer, with a focus on CCA.
Methods: We employed a comprehensive multi-omics approach, including genomic, transcriptomic, and single-cell analyses, to explore GPD2's function across various cancers. In vitro experiments validated GPD2's role in CCA. A glycolysis-related prognostic signature was developed and analyzed for its clinical and biological implications.
Results: GPD2 was overexpressed in most cancers and correlated with adverse outcomes, genomic instability, and altered immune infiltration. In CCA, GPD2 knockdown suppressed cell proliferation, migration, and glycolytic activity. A four-gene glycolysis-related signature (PTBP3, REEP3, GPRC5A, HN1) successfully classified CCA patients into low and high-risk categories, demonstrating strong prognostic value. The high-risk group displayed distinct immune infiltration patterns, characterized by a decrease in CD8 + T cells and an elevation in M0 macrophages and neutrophils. Single-cell analysis showed that the signature genes were primarily expressed in malignant epithelial cells and provided clues into potential mechanisms of tumor-immune interactions.
Conclusion: This study highlights the potential of GPD2 and the glycolysis-related gene signature as prognostic biomarkers and therapeutic targets in CCA. The signature offers insights into tumor biology, immune interactions, and potential personalized treatment strategies, paving the way for improved management of this aggressive cancer.
期刊介绍:
Cancer Cell International publishes articles on all aspects of cancer cell biology, originating largely from, but not limited to, work using cell culture techniques.
The journal focuses on novel cancer studies reporting data from biological experiments performed on cells grown in vitro, in two- or three-dimensional systems, and/or in vivo (animal experiments). These types of experiments have provided crucial data in many fields, from cell proliferation and transformation, to epithelial-mesenchymal interaction, to apoptosis, and host immune response to tumors.
Cancer Cell International also considers articles that focus on novel technologies or novel pathways in molecular analysis and on epidemiological studies that may affect patient care, as well as articles reporting translational cancer research studies where in vitro discoveries are bridged to the clinic. As such, the journal is interested in laboratory and animal studies reporting on novel biomarkers of tumor progression and response to therapy and on their applicability to human cancers.