已入深夜,您辛苦了!由于当前在线用户较少,发布求助请尽量完整地填写文献信息,科研通机器人24小时在线,伴您度过漫漫科研夜!祝你早点完成任务,早点休息,好梦!

Identification of novel immunomodulators in lung squamous cell carcinoma based on transcriptomic data

转录组 Lasso(编程语言) 免疫系统 比例危险模型 基因 肺癌 生物 恶性肿瘤 肿瘤科 生存分析 肿瘤微环境 癌症研究 基因表达 医学 免疫学 内科学 遗传学 万维网 计算机科学
作者
Xin Lin,Xingyuan Li,Binqiang Ma,Lihua Hang
出处
期刊:Mathematical Biosciences and Engineering [Arizona State University]
卷期号:19 (2): 1843-1860 被引量:1
标识
DOI:10.3934/mbe.2022086
摘要

Cells in the tumor microenvironment are well known for their role in cancer development and prognosis. The processes of genetic changes and possible remodeling in the tumor microenvironment of lung squamous cell carcinoma, on the other hand, are mainly unclear. In this investigation, 1164 immunological differentially expressed genes (DEGs) were shown to have predictive significance. A prognostic model with high prediction accuracy was constructed using these genes and survival data. There were 1020 upregulated genes and 144 downregulated genes found, with 57 genes found to be important in the development of LUSC. We used least absolute shrinkage and selection operator (LASSO) regression analysis to determine the risk profiles of 9 genes based on the expression values of 57 prognosis-related genes. The AUCs of the developed prognostic model for predicting patient survival at 1, 3, and 5 years were 0.66, 0.61, and 0.63, respectively, based on the training data. For immune-correlation analysis in this survival model, we chose IGLC7, which was seen to predict patient survival with high accuracy. The effects on immune cells and synergistic effects with other immunomodulators were then investigated. We discovered that IGLC7 is involved in immune response and inflammatory activity using gene ontology analysis and genomic sequence variance analysis (GSVA), with a potential effect, especially on B cells and T cells. In conclusion, IGLC7 expression levels are related to the malignancy of LUSC based on the constructed prognostic model and can thus be a therapeutic target for patients with LUSC. Furthermore, IGLC7 may work in concert with other immune checkpoint members to regulate the immune microenvironment of LUSC. These discoveries might lead to a fresh understanding of the complicated interactions between cancer cells and the tumor microenvironment, particularly the population of immune cells, and a novel approach to future immunotherapeutic treatments for patients with LUSC.

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
拾光&完成签到 ,获得积分10
刚刚
泠漓完成签到 ,获得积分10
2秒前
明理尔丝完成签到,获得积分10
2秒前
2秒前
2秒前
3秒前
萃夜思发布了新的文献求助30
5秒前
时尚黄豆完成签到 ,获得积分10
5秒前
5秒前
5秒前
ddu关注了科研通微信公众号
6秒前
初景发布了新的文献求助10
6秒前
6秒前
lisiyu完成签到,获得积分10
8秒前
碧蓝傲蕾发布了新的文献求助10
8秒前
8秒前
8秒前
李爱国应助着急的猴采纳,获得10
9秒前
CipherSage应助恭喜发财采纳,获得10
9秒前
palmer发布了新的文献求助10
11秒前
lisiyu发布了新的文献求助10
11秒前
henyuan发布了新的文献求助10
13秒前
Roy1998发布了新的文献求助20
13秒前
Walden5441应助zyan采纳,获得10
14秒前
英俊的铭应助乌拉坦采纳,获得10
15秒前
wy发布了新的文献求助10
15秒前
守拙发布了新的文献求助10
17秒前
张裴发布了新的文献求助50
17秒前
着急的猴完成签到,获得积分10
18秒前
bayin完成签到,获得积分10
19秒前
萃夜思完成签到,获得积分10
20秒前
22秒前
乐观的雨真完成签到 ,获得积分10
23秒前
xxs完成签到 ,获得积分10
24秒前
cds发布了新的文献求助10
25秒前
26秒前
香蕉秋蝶完成签到 ,获得积分10
27秒前
Meleo发布了新的文献求助10
27秒前
美好的紫丝完成签到,获得积分10
27秒前
27秒前
高分求助中
Malcolm Fraser : a biography 680
Signals, Systems, and Signal Processing 610
天津市智库成果选编 600
Climate change and sports: Statistics report on climate change and sports 500
Forced degradation and stability indicating LC method for Letrozole: A stress testing guide 500
全相对论原子结构与含时波包动力学的理论研究--清华大学 500
Organic Reactions Volume 118 400
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 6456173
求助须知:如何正确求助?哪些是违规求助? 8266600
关于积分的说明 17619277
捐赠科研通 5522785
什么是DOI,文献DOI怎么找? 2905100
邀请新用户注册赠送积分活动 1881825
关于科研通互助平台的介绍 1725210