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探讨肿瘤干性在肝内胆管癌预后中的作用及干性相关风险模型的潜力。

Exploring the role of tumor stemness and the potential of stemness-related risk model in the prognosis of intrahepatic cholangiocarcinoma.

作者信息

Yue Yuan, Tao Jie, An Dan, Shi Lei

机构信息

Department of Pharmacy, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, China.

Department of Hepatobiliary Surgery, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, China.

出版信息

Front Genet. 2023 Jan 12;13:1089405. doi: 10.3389/fgene.2022.1089405. eCollection 2022.

Abstract

Tumor stem cells (TSCs) have been widely reported to play a critical role in tumor progression and metastasis. We explored the role of tumor stemness in intrahepatic cholangiocarcinoma (iCCA) and established a prognostic risk model related to tumor stemness for prognosis prediction and clinical treatment guidance in iCCA patients. The expression profiles of iCCA samples (E-MTAB-6389 and GSE107943 cohorts) were used in the study. One-class logistic regression algorithm calculated the mRNA stemness index (mRNAsi). The mRNAsi-related genes were used as a basis for the identification of mRNAsi-related molecular subtypes through consensus clustering. The immune characteristics and biological pathways of different subtypes were assessed. The mRNAsi-related risk model was constructed with differentially expressed genes (DEGs) between subtypes. The patients with high mRNAsi had longer overall survival than that with low mRNAsi. Two subtypes were identified with that C2 had higher mRNAsi and better prognosis than C1. Tumor-related pathways such as TGF-β and epithelial-mesenchymal transition (EMT) were activated in C1. C1 had higher enrichment of cancer-associated fibroblasts and tumor-associated macrophages, as well as higher immune response and angiogenesis score than C2. We screened a total 98 prognostic DEGs between C1 and C2. Based on the prognostic DEGs, we constructed a risk model containing three genes (, , and ) that could divide iCCA samples into high- and low-risk groups. The two groups had distinct prognosis and immune characteristics. Notably, the risk score was negatively associated with mRNAsi (R = -0.53). High-risk group had higher enrichment score of T cell inflamed GEP, INF-γ, and cytolytic activity, and lower score of estimated IC50 of 5-fluorouracil and cisplatin than low-risk group. This study clarified the important role of tumor stemness in iCCA and developed an mRNAsi-related risk model for predicting the prognosis and supporting the clinical treatment in iCCA patients. The three genes (, , and ) may serve as potential targets for iCCA treatment.

摘要

肿瘤干细胞(TSCs)在肿瘤进展和转移中发挥关键作用已被广泛报道。我们探讨了肿瘤干性在肝内胆管癌(iCCA)中的作用,并建立了一个与肿瘤干性相关的预后风险模型,用于iCCA患者的预后预测和临床治疗指导。本研究使用了iCCA样本(E-MTAB-6389和GSE107943队列)的表达谱。单类逻辑回归算法计算mRNA干性指数(mRNAsi)。基于mRNAsi相关基因,通过一致性聚类来识别mRNAsi相关的分子亚型。评估了不同亚型的免疫特征和生物学途径。利用亚型之间的差异表达基因(DEGs)构建了mRNAsi相关风险模型。mRNAsi高的患者总生存期比mRNAsi低的患者长。识别出两个亚型,其中C2的mRNAsi较高,预后比C1好。C1中激活了如TGF-β和上皮-间质转化(EMT)等肿瘤相关途径。C1中癌症相关成纤维细胞和肿瘤相关巨噬细胞的富集程度更高,且免疫反应和血管生成评分比C2高。我们总共筛选出了C1和C2之间98个预后DEGs。基于这些预后DEGs,我们构建了一个包含三个基因( 、 和 )的风险模型,该模型可将iCCA样本分为高风险组和低风险组。这两组具有不同的预后和免疫特征。值得注意的是,风险评分与mRNAsi呈负相关(R = -0.53)。高风险组的T细胞炎性基因表达谱(GEP)、INF-γ和细胞溶解活性的富集评分较高,而5-氟尿嘧啶和顺铂的估计IC50评分比低风险组低。本研究阐明了肿瘤干性在iCCA中的重要作用,并开发了一个与mRNAsi相关的风险模型,用于预测iCCA患者的预后并支持临床治疗。这三个基因( 、 和 )可能成为iCCA治疗的潜在靶点。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a106/9877308/f4d0b20eb1bc/fgene-13-1089405-g001.jpg

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