Genes associated with cellular senescence favor melanoma prognosis by stimulating immune responses in tumor microenvironment

免疫系统 肿瘤微环境 列线图 癌症研究 生物 CD8型 衰老 免疫疗法 转录组 细胞毒性T细胞 免疫学 医学 肿瘤科 基因 基因表达 细胞生物学 遗传学 体外
作者
Xiaofeng Liang,Xiaobing Lin,Zien Lin,Weiyi Lin,Zhishen Peng,Shanshan Wei
出处
期刊:Computers in Biology and Medicine [Elsevier BV]
卷期号:158: 106850-106850 被引量:10
标识
DOI:10.1016/j.compbiomed.2023.106850
摘要

Skin cutaneous melanoma (SKCM), a malignant tumor from melanocytes, is the fifth most prevalent tumor. Immune checkpoint inhibitor (ICI) immunotherapy improves prognosis of SKCM, but immune response varies for different populations. Cellular senescence in the tumor microenvironment (TME) promotes antitumor immunity, mediated by dendritic cells (DC) and CD8+ T cells. Therefore, we sought to explore the role of cellular senescence in the TME of SKCM through bioinformatics and machine learning.First, we obtained 93 cellular senescence-prognosis genes (CSPGs) by univariate survival analysis. Thereafter, 23 optimal CSPGs were obtained by least absolute shrinkage and selection operator (lasso) analysis. Based on the riskscore obtained by lasso analysis and clinical information from multivariate cox, we obtained the nomogram of SKCM, which was validated in the validation cohort. Based on the riskscore, the patients were split into low- and high-risk groups. Functional differences between the two groups were analyzed using Metascape and GSEA, and immune infiltration differences were achieved by multiple algorithms. We obtained a risk prediction nomogram for the validated SKCM based on the lasso model by univariate and multivariate cox regression analysis.In the low-risk group, immune responses were in an active state. NK, CD8+ T, DC, macrophages, and neutrophils were significantly upregulated, and ICI-relevant genes were notably upregulated. With the differentially expressed genes (DEGs) and optimal CSPGs, we obtained the hub genes: NOX4, NTN4, PROX1, and TRPM8. The hub genes were mainly expressed by cancer-associated fibroblasts (CAFs) and endothelial cells by single cell analysis, which were mainly associated with angiogenesis.Genes associated with cellular senescence favor SKCM prognosis by stimulating immune responses in TME. Patients with high expression of cellular senescence associated genes in the TME might have better benefit from ICI immunotherapy. Cellular senescence functions as a pro-tumor agent in mesenchymal cells and needs further study.
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
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
曾经的溪流完成签到,获得积分10
刚刚
刚刚
1秒前
1秒前
suga关注了科研通微信公众号
1秒前
2秒前
李锐完成签到,获得积分10
2秒前
2秒前
蚂蚁完成签到,获得积分10
3秒前
dududu发布了新的文献求助10
3秒前
乐正一兰完成签到,获得积分10
3秒前
Gyakuten发布了新的文献求助10
3秒前
3秒前
4秒前
何家欢乐完成签到 ,获得积分10
4秒前
科研小白发布了新的文献求助10
4秒前
等待采柳完成签到,获得积分10
4秒前
Jasper应助有一套采纳,获得10
4秒前
4秒前
mxm发布了新的文献求助10
5秒前
5秒前
Diio完成签到,获得积分10
6秒前
6秒前
6秒前
明亮沁发布了新的文献求助10
7秒前
7秒前
白桃完成签到,获得积分10
7秒前
8秒前
乐乐应助张雪瑞采纳,获得10
8秒前
8秒前
5999发布了新的文献求助10
9秒前
羔羊完成签到,获得积分10
9秒前
拼搏宛儿完成签到,获得积分10
9秒前
CX330发布了新的文献求助10
10秒前
pzy发布了新的文献求助10
10秒前
10秒前
房山芙完成签到,获得积分0
11秒前
11秒前
11秒前
11秒前
高分求助中
(应助此贴封号)【重要!!请各用户(尤其是新用户)详细阅读】【科研通的精品贴汇总】 10000
晶种分解过程与铝酸钠溶液混合强度关系的探讨 8888
Les Mantodea de Guyane Insecta, Polyneoptera 2000
Leading Academic-Practice Partnerships in Nursing and Healthcare: A Paradigm for Change 800
Signals, Systems, and Signal Processing 610
The Sage Handbook of Digital Labour 600
汪玉姣:《金钱与血脉:泰国侨批商业帝国的百年激荡(1850年代-1990年代)》(2025) 500
热门求助领域 (近24小时)
化学 材料科学 医学 生物 纳米技术 工程类 有机化学 化学工程 生物化学 计算机科学 物理 内科学 复合材料 催化作用 物理化学 光电子学 电极 细胞生物学 基因 无机化学
热门帖子
关注 科研通微信公众号,转发送积分 6415662
求助须知:如何正确求助?哪些是违规求助? 8234690
关于积分的说明 17487866
捐赠科研通 5468682
什么是DOI,文献DOI怎么找? 2889152
邀请新用户注册赠送积分活动 1866019
关于科研通互助平台的介绍 1703611