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建立一种与组蛋白修饰相关的新型基因特征用于预测肺腺癌预后

Establishing a Novel Gene Signature Related to Histone Modifications for Predicting Prognosis in Lung Adenocarcinoma.

作者信息

Liu Mengfeng, Yu Xiran, Xu Shidong, Qu Changfa

机构信息

Department of Thoracic Surgery, Harbin Medical University Cancer Hospital, Harbin 150081, China.

出版信息

J Oncol. 2022 Sep 23;2022:8802573. doi: 10.1155/2022/8802573. eCollection 2022.

Abstract

BACKGROUND

Epigenetic modifications have been revealed to play an important role in tumorigenesis and tumor development. This study aims to analyze the role of histone modifications and the prognostic values of histone modifications in lung adenocarcinoma (LUAD). The promoters and enhancers of protein encoding genes (PCGs) were the regions of enriched histone modifications.

METHODS

Expression profiles and clinical information of LUAD samples were downloaded from the Cancer Genome Atlas (TCGA) and Gene Expression Omnibus (GEO) databases. Histone modification data of LUAD cell lines were downloaded from Encyclopedia of DNA Elements (ENCODE) database. Limma package was used to identify differentially expressed PCGs. To identify molecular subtypes, consensus clustering was conducted based on the expression of dysregulated PCGs with abnormal histone modifications. Univariate Cox regression analysis and stepwise Akaike information criterion (stepAIC) were utilized to establish a prognostic model.

RESULTS

We identified a total of 699 epigenetic dysregulated genes with 122 of them significantly correlating with LUAD prognosis. We constructed three molecular subtypes (C1, C2, and C3) based on the 122 prognostic genes. C2 had the longest overall survival while C1 had the worst prognosis. In addition, three subtypes had differential immune infiltration and the response to immune checkpoint inhibitors. Moreover, we identified a risk model containing 5 epi-PCGs that had favorable performance to predict prognosis in different datasets.

CONCLUSIONS

This study further supported the critical histone modifications in LUAD development. Three subtypes may provide guidance for the immunotherapy of LUAD patients. Importantly, the prognostic model had great potential to predict LUAD prognosis.

摘要

背景

表观遗传修饰已被证明在肿瘤发生和肿瘤发展中起重要作用。本研究旨在分析组蛋白修饰在肺腺癌(LUAD)中的作用以及组蛋白修饰的预后价值。蛋白质编码基因(PCG)的启动子和增强子是组蛋白修饰富集的区域。

方法

从癌症基因组图谱(TCGA)和基因表达综合数据库(GEO)下载LUAD样本的表达谱和临床信息。从DNA元件百科全书(ENCODE)数据库下载LUAD细胞系的组蛋白修饰数据。使用Limma软件包识别差异表达的PCG。为了识别分子亚型,基于具有异常组蛋白修饰的失调PCG的表达进行一致性聚类。利用单变量Cox回归分析和逐步赤池信息准则(stepAIC)建立预后模型。

结果

我们共鉴定出699个表观遗传失调基因,其中122个与LUAD预后显著相关。我们基于这122个预后基因构建了三种分子亚型(C1、C2和C3)。C2的总生存期最长,而C1的预后最差。此外,三种亚型具有不同的免疫浸润和对免疫检查点抑制剂的反应。此外,我们鉴定出一个包含5个表观遗传PCG的风险模型,该模型在不同数据集中预测预后具有良好的性能。

结论

本研究进一步支持了组蛋白修饰在LUAD发展中的关键作用。三种亚型可为LUAD患者的免疫治疗提供指导。重要的是,该预后模型在预测LUAD预后方面具有很大潜力。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c9d7/9525801/2c7cf37a104a/JO2022-8802573.001.jpg

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