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基于干细胞基因组图谱的胃癌干细胞相关亚型鉴定与风险评分

英文原题:Identification of stem cell-related subtypes and risk scoring for gastric cancer based on stem genomic profiling.

查看英文原题

Identification of stem cell-related subtypes and risk scoring for gastric cancer based on stem genomic profiling.

PubMed 2021/10/30(内容时间) Stem Cell Res Ther Q1 · IF 7.8(JCR 2025)

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研究概要

本研究揭示了胃癌背后复杂的致癌机制。

中文摘要

尽管大量研究证实癌症干细胞参与胃癌(GC)的发生、复发和远处转移,但对干细胞和祖细胞中不断演变的遗传及表观遗传变化了解有限。本研究旨在识别GC干细胞亚型并评估其临床意义。

利用两个公开数据集识别GC干细胞亚型,并采用无监督机器学习方法进行共识聚类。通过多变量Cox回归建立与癌症干细胞(CSC)分型相关的风险评分(RS)模型。

基于跨平台数据集,审慎识别出两种稳定的GC干细胞亚型:干细胞富集程度低(SCE_L)和高(SCE_H)。基因集富集分析显示,SCE_H中经典致癌通路、免疫相关通路及干细胞分裂调控通路活跃;SCE_L中铁死亡、NK细胞活化和突变后修复通路活跃。GC干细胞亚型能够准确预测患者临床结局、肿瘤微环境细胞浸润特征、体细胞突变图谱,以及对免疫治疗、靶向治疗和化疗的潜在应答。此外,研究还建立了与CSC分型相关的RS模型,该模型具有很强的独立预后价值,可准确预测患者总生存期。

本研究揭示了GC复杂的致癌机制,相关发现可为GC诊断和治疗提供依据和参考。

展开英文摘要原文

Although numerous studies demonstrate the role of cancer stem cells in occurrence, recurrence, and distant metastases in gastric cancer (GC), little is known about the evolving genetic and epigenetic changes in the stem and progenitor cells. The purpose of this study was to identify the stem cell subtypes in GC and examine their clinical relevance.

Two publicly available datasets were used to identify GC stem cell subtypes, and consensus clustering was performed by unsupervised machine learning methods. The cancer stem cell (CSC) typing-related risk scoring (RS) model was established through multivariate Cox regression analysis.

Cross-platform dataset-based two stable GC stem cell subtypes, namely low stem cell enrichment (SCE_L) and high stem cell enrichment (SCE_H), were prudently identified. Gene set enrichment analysis revealed that the classical oncogenic pathways, immune-related pathways, and regulation of stem cell division were active in SCE_H; ferroptosis, NK cell activation, and post-mutation repair pathways were active in SCE_L. GC stem cell subtypes could accurately predict clinical outcomes in patients, tumor microenvironment cell-infiltration characteristics, somatic mutation landscape, and potential responses to immunotherapy, targeted therapy, and chemotherapy. Additionally, a CSC typing-related RS model was established; it was strongly independent and could accurately predict the patient's overall survival.

This study demonstrated the complex oncogenic mechanisms underlying GC. The findings provide a basis and reference for the diagnosis and treatment of GC.

论文信息

作者
Xiang R、Song W、Ren J、Wu J、Fu J、Fu T
第一作者单位
Department of Gastrointestinal Surgery II, Renmin Hospital of Wuhan University, Wuhan, 430060, Hubei Province, China.China
通讯作者单位
Department of Gastrointestinal Surgery II, Renmin Hospital of Wuhan University, Wuhan, 430060, Hubei Province, China. tfu001@whu.edu.cn.China
文献类型
非美国政府资助研究
期刊
Stem cell research & therapy2021 Oct 30
原文标识
PubMed 34717747 · DOI 10.1186/s13287-021-02633-x