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一种用于预测胃癌肿瘤微环境特征的新型RNA修饰预后特征。

A novel RNA modification prognostic signature for predicting the characteristics of the tumor microenvironment in gastric cancer.

作者信息

Jing Qiangan, Yao Hongfeng, Li Huanjuan, Yuan Chen, Hu Jiayu, Zhang Ping, Wu Yunyi, Zhou Yi, Ren Xueying, Yang Chen, Lei Guojie, Du Jing, Ke Xia, Xia Jun, Tong Xiangmin

机构信息

College of Biotechnology and Bioengineering, Zhejiang University of Technology, Hangzhou, Zhejiang, China.

Laboratory Medicine Center, Department of Clinical Laboratory, Zhejiang Provincial People's Hospital, Affiliated People's Hospital, Hangzhou Medical College, Hangzhou, Zhejiang, China.

出版信息

Front Oncol. 2023 Feb 16;13:905139. doi: 10.3389/fonc.2023.905139. eCollection 2023.

DOI:10.3389/fonc.2023.905139
PMID:36874129
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC9978099/
Abstract

Gastric cancer (GC) is one of the most common neoplastic malignancies, which permutes a fourth of cancer-related mortality globally. RNA modification plays a significant role in tumorigenesis, the underlying molecular mechanism of how different RNA modifications directly affect the tumor microenvironment (TME) in GC is unclear. Here, we profiled the genetic and transcriptional alterations of RNA modification genes (RMGs) in GC samples from The Cancer Genome Atlas (TCGA) and Gene Expression Omnibus (GEO) cohorts. Through the unsupervised clustering algorithm, we identified three distinct RNA modification clusters and found that they participate in different biological pathways and starkly correlate with the clinicopathological characteristics, immune cell infiltration, and prognosis of GC patients. Subsequently, univariate Cox regression analysis unveiled 298 of 684 subtype-related differentially expressed genes (DEGs) are tightly interwoven to prognosis. In addition, we conducted the principal component analysis to develop the RM_Score system, which was used to quantify and predict the prognostic value of RNA modification in GC. Our analysis indicated that patients with high RM_Score were characterized by higher tumor mutational burden, mutation frequency, and microsatellite instability which were more susceptible to immunotherapy and had a favorable prognosis. Altogether, our study uncovered RNA modification signatures that may have a potential role in the TME and prediction of clinicopathological characteristics. Identification of these RNA modifications may provide a new understanding of immunotherapy strategies for gastric cancer.

摘要

胃癌(GC)是最常见的肿瘤恶性疾病之一,在全球癌症相关死亡率中占四分之一。RNA修饰在肿瘤发生中起重要作用,但其如何直接影响GC肿瘤微环境(TME)的潜在分子机制尚不清楚。在此,我们分析了来自癌症基因组图谱(TCGA)和基因表达综合数据库(GEO)队列的GC样本中RNA修饰基因(RMG)的遗传和转录改变。通过无监督聚类算法,我们识别出三个不同的RNA修饰簇,并发现它们参与不同的生物学途径,且与GC患者的临床病理特征、免疫细胞浸润及预后显著相关。随后,单变量Cox回归分析显示,684个亚型相关差异表达基因(DEG)中的298个与预后紧密相关。此外,我们进行主成分分析以建立RM_Score系统,用于量化和预测GC中RNA修饰的预后价值。我们的分析表明,RM_Score高的患者具有更高的肿瘤突变负荷、突变频率和微卫星不稳定性,更易接受免疫治疗且预后良好。总之,我们的研究揭示了可能在TME及临床病理特征预测中具有潜在作用的RNA修饰特征。识别这些RNA修饰可能为胃癌免疫治疗策略提供新的认识。

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