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:4
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
更新
PDF的下载单位、IP信息已删除 (2025-6-4)

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
Rubby应助科研通管家采纳,获得10
刚刚
Orange应助科研通管家采纳,获得10
刚刚
CAOHOU应助科研通管家采纳,获得10
刚刚
完美世界应助科研通管家采纳,获得10
刚刚
共享精神应助科研通管家采纳,获得10
刚刚
英姑应助科研通管家采纳,获得10
刚刚
天天快乐应助科研通管家采纳,获得30
刚刚
Jasper应助科研通管家采纳,获得10
刚刚
刚刚
翁雁丝完成签到 ,获得积分10
1秒前
亦安完成签到,获得积分10
2秒前
可靠半青完成签到 ,获得积分10
4秒前
桐桐应助时来采纳,获得10
8秒前
所所应助明天采纳,获得30
10秒前
12秒前
研友_nq5kKn完成签到,获得积分0
13秒前
你吃饱了吗完成签到,获得积分10
14秒前
搜集达人应助rmbsLHC采纳,获得10
15秒前
xunxunmimi完成签到,获得积分10
16秒前
16秒前
漂亮平蓝发布了新的文献求助10
17秒前
健忘鞋垫完成签到,获得积分10
20秒前
20秒前
345678与发布了新的文献求助10
21秒前
科研通AI5应助枝瓯采纳,获得30
21秒前
小马甲应助yuanjingnan采纳,获得10
21秒前
传奇3应助眼睛大的小鸽子采纳,获得10
22秒前
法外狂徒唐老鸭完成签到 ,获得积分10
22秒前
799发布了新的文献求助10
22秒前
氯化钡完成签到 ,获得积分10
25秒前
班班的班班完成签到 ,获得积分10
26秒前
27秒前
28秒前
李健的小迷弟应助坤坤采纳,获得10
30秒前
30秒前
onlyone应助Moon采纳,获得10
31秒前
完美世界应助长不大的will采纳,获得10
31秒前
nove999完成签到 ,获得积分10
32秒前
32秒前
难过的谷芹应助标致雨寒采纳,获得10
32秒前
高分求助中
(禁止应助)【重要!!请各位详细阅读】【科研通的精品贴汇总】 10000
Semantics for Latin: An Introduction 1099
Biology of the Indian Stingless Bee: Tetragonula iridipennis Smith 1000
Robot-supported joining of reinforcement textiles with one-sided sewing heads 720
Thermal Quadrupoles: Solving the Heat Equation through Integral Transforms 500
SPSS for Windows Step by Step: A Simple Study Guide and Reference, 17.0 Update (10th Edition) 500
Media as Procedures of Communication 300
热门求助领域 (近24小时)
化学 材料科学 医学 生物 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 遗传学 基因 物理化学 催化作用 冶金 细胞生物学 免疫学
热门帖子
关注 科研通微信公众号,转发送积分 4132221
求助须知:如何正确求助?哪些是违规求助? 3668914
关于积分的说明 11602984
捐赠科研通 3366087
什么是DOI,文献DOI怎么找? 1849323
邀请新用户注册赠送积分活动 912980
科研通“疑难数据库(出版商)”最低求助积分说明 828384