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识别膀胱癌患者的内皮相关分子亚型

英文原题:Identification of endothelial-related molecular subtypes for bladder cancer patients.

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Identification of endothelial-related molecular subtypes for bladder cancer patients.

PubMed 2023/03/21(内容时间) Front Oncol Q2 · IF 3.4(JCR 2025)

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研究概要

在这项研究中,我们从内皮细胞的角度出发,在基因水平上通过整合单细胞和批量 RNA 测序数据,对具有独特预后相关性的分子亚型和关键基因进行了分类和发现,主要目的是为精准医学提供路线图。

研究思路结论见上方概要

膀胱癌(BC)是一种具有显著异质性和不良预后的疾病。BC患者的预后和治疗反应受肿瘤微环境中内皮细胞的显著影响。为了从内皮细胞的角度理解BC,我们构建了分子亚型并鉴定了关键基因。

从在线数据库中提取单细胞和批量RNA测序数据。使用R及其相关包对这些数据进行分析。进行了聚类分析、预后价值分析、功能分析、免疫检查点、肿瘤免疫环境和免疫预测。

五个内皮相关基因(CYTL1、FAM43A、HSPG2、RBP7和TCF4)分别将TCGA、GSE13507和GSE32894数据集中的BC患者分为两个聚类。在预后价值分析中,根据TCGA、GSE13507和GSE32894数据集的结果,聚类2的患者与聚类1的患者相比,总生存期显著更差。在功能分析结果中,内皮相关聚类富集于免疫相关、内皮相关和代谢相关通路。聚类1的样本中CD4+ T细胞和NK细胞浸润有统计学显著增加。聚类1与癌症干细胞评分和肿瘤突变负荷评分呈正相关。免疫预测分析结果表明,聚类1中50.6%(119/235)的患者对免疫治疗有应答,而聚类2的缓解率降至16.7%(26/155)。

展开英文摘要原文

Bladder cancer (BC) is a disease with significant heterogeneity and poor prognosis. The prognosis and therapeutic response of BC patients are significantly influenced by endothelial cells in the tumor microenvironment. In order to understand BC from the perspective of endothelial cells, we orchestrated molecular subtypes and identified key genes.

Single-cell and bulk RNA sequencing data were extracted from online databases. R and its relative packages were used to analyze these data. Cluster analysis, prognostic value analysis, function analysis, immune checkpoints, tumor immune environment and immune prediction were conducted.

Five endothelial-related genes (CYTL1, FAM43A, HSPG2, RBP7, and TCF4) divided BC patients in the TCGA, GSE13507, and GSE32894 datasets into two clusters, respectively. In prognostic value analysis, patients in the cluster 2 were substantially associated with worse overall survival than those in the cluster 1 according to the results of TCGA, GSE13507 and GSE32894 datasets. In the results of functional analysis, the endothelial-related clusters was enriched in immune-related, endothelial-related and metabolism-related pathways. Samples in the cluster 1 had a statistically significant increase in CD4+ T cells and NK-cell infiltration. Cluster 1 was positively correlated with the cancer stem score and tumor mutational burden score. The results of immune prediction analysis indicated that 50.6% (119/235) of patients in the cluster 1 responded to immunotherapy, while the response rate in the cluster 2 decreased to 16.7% (26/155).

In this study, we categorized and discovered distinctive prognosis-related molecular subtypes and key genes from the perspective of endothelial cells at the genetic level by integrating single-cell and bulk RNA sequencing data, primarily to provide a roadmap for precision medicine.

论文信息

作者
Li DX、Feng DC、Shi X、Wu RC、Chen K、Han P
单位
Department of Urology, Institute of Urology, West China Hospital, Sichuan University, Sichuan, Chengdu, China.China
期刊
Frontiers in oncology2023
原文标识
PubMed 37025597 · DOI 10.3389/fonc.2023.1101055