Zhang Yiwang, Xie Juping, Huang Xiangqi, Gao Jintian, Xiong Zhiyong
Department of Pathology, the Third Affiliated Hospital of Sun Yat-sen University, Guangzhou, China.
Department of General Surgery, the Seventh Affiliated Hospital of Sun Yat-sen University, Shenzhen, China.
Transl Cancer Res. 2025 Feb 28;14(2):1265-1281. doi: 10.21037/tcr-24-1286. Epub 2025 Feb 26.
Intrahepatic cholangiocarcinoma (ICC) is a highly invasive bile duct cancer with poor prognosis due to frequent recurrence and limited effective treatments. Cancer stem cells (CSCs) contribute to ICC's therapeutic resistance and recurrence, driven by distinct cellular subpopulations with variable tumorigenic properties. Recent advances in single-cell RNA sequencing (scRNA-seq) have enabled a deeper exploration of cellular heterogeneity in tumors, offering insights into unique CSC subgroups that impact ICC progression and patient outcomes. This study aimed to investigate the effect of CSC heterogeneity on the prognosis of ICC.
The scRNA-seq dataset GSE142784 was retrieved from the Gene Expression Omnibus (GEO) database, and Bulk RNA-seq data were obtained from The Cancer Genome Atlas (TCGA) databases. Hallmarks and AUCell R package were adopted for analyzing the signaling pathway activity, CellChat for observing cell communication between subgroups, and SCENIC for analyzing transcription factors expression. The immune cell infiltration and drug sensitivity of the model were analyzed using the CIBERSORT algorithm and the "pRRophetic" R packages, respectively. And immunohistochemistry (IHC) tests were used to evaluate expression of transcription factors in ICC patients.
Based on scRNA-seq data, five clusters (DLK, CD13, CD90, CD133, and other cholangiocarcinoma cells) were observed in ICC, which presented different signaling pathway activities, such as HSF1 and STAT1 were highly expressed in the CD133 cluster, and consistent with the results of IHC tests. Pathways like Notch and Wnt/β-catenin signaling transferred among above subgroups. Further, subgroups favored varied immune response and drug sensitivity, and CD133 subgroup patients showed significantly shortened recurrence-free survival (RFS).
Configuring the subgroup of ICC is helpful for predicting the prognosis and drug resistance in ICC and can provide new strategies for cancer treatment.
肝内胆管癌(ICC)是一种侵袭性很强的胆管癌,由于频繁复发且有效治疗手段有限,预后较差。癌症干细胞(CSC)导致ICC产生治疗抗性和复发,这是由具有不同致瘤特性的不同细胞亚群驱动的。单细胞RNA测序(scRNA-seq)的最新进展使得对肿瘤细胞异质性的更深入探索成为可能,有助于深入了解影响ICC进展和患者预后的独特CSC亚群。本研究旨在探讨CSC异质性对ICC预后的影响。
从基因表达综合数据库(GEO)中检索scRNA-seq数据集GSE142784,并从癌症基因组图谱(TCGA)数据库中获取批量RNA-seq数据。采用特征基因和AUCell R包分析信号通路活性,使用CellChat观察亚群之间的细胞通讯,利用SCENIC分析转录因子表达。分别使用CIBERSORT算法和“pRRophetic”R包分析模型的免疫细胞浸润和药物敏感性。并通过免疫组织化学(IHC)检测评估ICC患者中转录因子的表达。
基于scRNA-seq数据,在ICC中观察到五个细胞簇(DLK、CD13、CD90、CD133和其他胆管癌细胞),它们呈现出不同的信号通路活性,如HSF1和STAT1在CD133簇中高表达,这与IHC检测结果一致。Notch和Wnt/β-连环蛋白等信号通路在上述亚群之间传递。此外,亚群表现出不同的免疫反应和药物敏感性,CD133亚群患者的无复发生存期(RFS)显著缩短。
构建ICC亚群有助于预测ICC的预后和耐药性,并可为癌症治疗提供新策略。