亲爱的研友该休息了!由于当前在线用户较少,发布求助请尽量完整的填写文献信息,科研通机器人24小时在线,伴您度过漫漫科研夜!身体可是革命的本钱,早点休息,好梦!

A Prognostic Risk Score Based on Hypoxia-, Immunity-, and Epithelialto-Mesenchymal Transition-Related Genes for the Prognosis and Immunotherapy Response of Lung Adenocarcinoma

免疫疗法 肿瘤科 腺癌 医学 肺癌 内科学 免疫系统 肿瘤微环境 队列 缺氧(环境) 免疫学 癌症 化学 有机化学 氧气
作者
Wenhao Ouyang,Yupeng Jiang,Shiyi Bu,Tiantian Tang,Linjie Huang,Ming Chen,Yujie Tan,Qiyun Ou,Luhui Mao,Yingjie Mai,Herui Yao,Yunfang Yu,Xiaoling Lin
出处
期刊:Frontiers in Cell and Developmental Biology [Frontiers Media SA]
卷期号:9 被引量:30
标识
DOI:10.3389/fcell.2021.758777
摘要

Background: Lung adenocarcinoma (LUAD), the most common subtype of non-small cell lung cancer (NSCLC), is associated with poor prognosis. However, current stage-based clinical methods are insufficient for survival prediction and decision-making. This study aimed to establish a novel model for evaluating the risk of LUAD based on hypoxia, immunity, and epithelial-mesenchymal transition (EMT) gene signatures. Methods: In this study, we used data from TCGA-LUAD for the training cohort and GSE68465 and GSE72094 for the validation cohorts. Immunotherapy datasets GSE135222, GSE126044, and IMvigor210 were obtained from a previous study. Using bioinformatic and machine algorithms, we established a risk model based on hypoxia, immune, and EMT gene signatures, which was then used to divide patients into the high and low risk groups. We analyzed differences in enriched pathways between the two groups, following which we investigated whether the risk score was correlated with stemness scores, genes related to m6A, m5C, m1A and m7G modification, the immune microenvironment, immunotherapy response, and multiple anti-cancer drug sensitivity. Results: Overall survival differed significantly between the high-risk and low-risk groups (HR = 4.26). The AUCs for predicting 1-, 3-, and 5-year survival were 0.763, 0.766, and 0.728, respectively. In the GSE68465 dataset, the HR was 2.03, while the AUCs for predicting 1-, 3-, and 5-year survival were 0.69, 0.651, and 0.618, respectively. The corresponding values in the GSE72094 dataset were an HR of 2.36 and AUCs of 0.653, 0.662, and 0.749, respectively. The risk score model could independently predict OS in patients with LUAD, and highly correlated with stemness scores and numerous m6A, m5C, m1A and m7G modification-related genes. Furthermore, the risk model was significantly correlated with multiple immune microenvironment characteristics. In the GSE135222 dataset, the HR was 4.26 and the AUC was 0.702. Evaluation of the GSE126044 and IMvigor210 cohorts indicated that PD-1/PD-LI inhibitor treatment may be indicated in patients with low risk scores, while anti-cancer therapy with various drugs may be indicated in patients with high risk scores. Conclusion: Our novel risk model developed based on hypoxia, immune, and EMT gene signatures can aid in predicting clinical prognosis and guiding treatment in patients with LUAD.
最长约 10秒,即可获得该文献文件

科研通智能强力驱动
Strongly Powered by AbleSci AI
更新
大幅提高文件上传限制,最高150M (2024-4-1)

科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
6秒前
9秒前
小二郎应助xxxx采纳,获得10
13秒前
fuiee发布了新的文献求助10
13秒前
bxb发布了新的文献求助10
20秒前
大模型应助腼腆的无颜采纳,获得10
20秒前
平日裤子完成签到 ,获得积分10
30秒前
41秒前
xxxx发布了新的文献求助10
48秒前
可爱的函函应助李小猫采纳,获得10
1分钟前
1分钟前
酷波er应助西米采纳,获得10
1分钟前
fuiee发布了新的文献求助10
1分钟前
2分钟前
西米发布了新的文献求助10
2分钟前
迷你的幻姬完成签到 ,获得积分10
2分钟前
2分钟前
李小猫发布了新的文献求助10
2分钟前
2分钟前
zhuzhuzhu发布了新的文献求助10
2分钟前
西米完成签到 ,获得积分10
2分钟前
Rn完成签到 ,获得积分10
3分钟前
22222发布了新的文献求助10
3分钟前
Sooinlee完成签到,获得积分20
3分钟前
3分钟前
万能图书馆应助haha采纳,获得10
3分钟前
4分钟前
李李发布了新的文献求助10
4分钟前
4分钟前
fendy应助科研通管家采纳,获得50
4分钟前
悦耳的绮山完成签到,获得积分10
4分钟前
溯风完成签到 ,获得积分10
4分钟前
李李完成签到,获得积分10
5分钟前
5分钟前
fuiee发布了新的文献求助10
5分钟前
heavennew完成签到,获得积分10
5分钟前
天天快乐应助heavennew采纳,获得10
5分钟前
潇潇完成签到 ,获得积分10
5分钟前
5分钟前
深情安青应助顺利山柏采纳,获得10
5分钟前
高分求助中
Evolution 10000
Sustainability in Tides Chemistry 2800
юрские динозавры восточного забайкалья 800
English Wealden Fossils 700
An Introduction to Geographical and Urban Economics: A Spiky World Book by Charles van Marrewijk, Harry Garretsen, and Steven Brakman 500
Diagnostic immunohistochemistry : theranostic and genomic applications 6th Edition 500
Chen Hansheng: China’s Last Romantic Revolutionary 500
热门求助领域 (近24小时)
化学 医学 生物 材料科学 工程类 有机化学 生物化学 物理 内科学 纳米技术 计算机科学 化学工程 复合材料 基因 遗传学 催化作用 物理化学 免疫学 量子力学 细胞生物学
热门帖子
关注 科研通微信公众号,转发送积分 3150515
求助须知:如何正确求助?哪些是违规求助? 2801967
关于积分的说明 7845974
捐赠科研通 2459264
什么是DOI,文献DOI怎么找? 1309210
科研通“疑难数据库(出版商)”最低求助积分说明 628683
版权声明 601748