Developing a RiskScore Model based on Angiogenesis-related lncRNAs for Colon Adenocarcinoma Prognostic Prediction

血管生成 肿瘤科 医学 结肠腺癌 大肠腺癌 腺癌 计算生物学 内科学 生物 癌症
作者
Xianguo Li,Junping Lei,Yongping Shi,Zuojie Peng,Minmin Gong,Xiaogang Shu
出处
期刊:Current Medicinal Chemistry [Bentham Science Publishers]
卷期号:31 (17): 2449-2466
标识
DOI:10.2174/0109298673277243231108071620
摘要

Aim: We screened key angiogenesis-related lncRNAs based on colon adenocarcinoma (COAD) to construct a RiskScore model for predicting COAD prognosis and help reveal the pathogenesis of the COAD as well as optimize clinical treatment Background: Regulatory roles of lncRNAs in tumor progression and prognosis have been confirmed, but few studies have probed into the role of angiogenesis-related lncRNAs in COAD. Objective: To identify key angiogenesis-related lncRNAs and build a RiskScore model to predict the survival probability of COAD patients and help optimize clinical treatment. Methods: Sample data were collected from The Cancer Genome Atlas (TCGA) and Gene Expression Omnibus (GEO) database. The HALLMARK pathway score in the samples was calculated using the single sample gene set enrichment analysis (ssGSEA) method. LncRNAs associated with angiogenesis were filtered by an integrated pipeline algorithm. LncRNA-based subtypes were classified by ConsensusClusterPlus and then compared with other established subtypes. A RiskScore model was created based on univariate Cox, least absolute shrinkage and selection operator (LASSO) regression and stepwise regression analysis. The Kaplan-Meier curve was drawn by applying R package survival. The time-dependent ROC curves were drawn by the timeROC package. Finally, immunotherapy benefits and drug sensitivity were analyzed using tumor immune dysfunction and exclusion (TIDE) software and pRRophetic package. Results: Pathway analysis showed that the angiogenesis pathway was a risk factor affecting the prognosis of COAD patients. A total of 66 lncRNAs associated with angiogenesis were screened, and three molecular subtypes (S1, S2, S3) were obtained. The prognosis of S1 and S2 was better than that of S3. Compared with the existing subtypes, the S3 subtype was significantly different from the other two subtypes. Immunoassay showed that immune cell scores of the S2 subtype were lower than those of the S1 and S3 subtypes, which also had the highest TIDE scores. We recruited 8 key lncRNAs to develop a RiskScore model. The high RiskScore group with inferior survival and higher TIDE scores was predicted to benefit limitedly from immunotherapy, but it may be more sensitive to chemotherapeutics. A nomogram designed by RiskScore signature and other clinicopathological characteristics shed light on rational predictive power for COAD treatment. Conclusion: We constructed a RiskScore model based on angiogenesis-related lncRNAs, which could serve as potential prognostic predictors for COAD patients and may offer clues for the intervention of anti-angiogenic application. Our results may help evaluate the prognosis of COAD and provide better treatment strategies.
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
皮皮完成签到 ,获得积分10
刚刚
英俊的铭应助科研通管家采纳,获得10
1秒前
科研通AI5应助科研通管家采纳,获得10
1秒前
maxthon完成签到,获得积分10
3秒前
CH完成签到,获得积分10
5秒前
康复小白完成签到 ,获得积分10
9秒前
画龙完成签到,获得积分10
14秒前
júpiter完成签到,获得积分10
19秒前
饱满的大碗完成签到 ,获得积分10
20秒前
乐乐乐乐乐乐完成签到,获得积分10
22秒前
三百一十四完成签到 ,获得积分10
22秒前
CMD完成签到 ,获得积分10
23秒前
十二完成签到 ,获得积分10
28秒前
成就的孤晴完成签到 ,获得积分10
28秒前
林梓完成签到 ,获得积分10
33秒前
任性翠安完成签到 ,获得积分10
37秒前
ling_lz完成签到,获得积分10
44秒前
温馨完成签到 ,获得积分10
47秒前
胖胖完成签到 ,获得积分0
57秒前
英喆完成签到 ,获得积分10
58秒前
喵喵666完成签到,获得积分10
1分钟前
hebhm完成签到,获得积分10
1分钟前
luffy完成签到 ,获得积分10
1分钟前
喝酸奶不舔盖完成签到 ,获得积分10
1分钟前
斯寜应助刚子采纳,获得10
1分钟前
睡觉王完成签到 ,获得积分10
1分钟前
AnyYuan完成签到 ,获得积分10
1分钟前
奋斗的妙海完成签到 ,获得积分0
1分钟前
活力的妙芙完成签到,获得积分10
1分钟前
精明玲完成签到 ,获得积分10
1分钟前
任性吐司完成签到 ,获得积分10
1分钟前
xiaoruixue完成签到,获得积分10
1分钟前
少女徐必成完成签到 ,获得积分10
1分钟前
KirinLee麒麟完成签到 ,获得积分10
1分钟前
kanong完成签到,获得积分0
1分钟前
panpanliumin完成签到,获得积分0
1分钟前
刚子完成签到 ,获得积分10
1分钟前
aleilei完成签到 ,获得积分10
1分钟前
Baboonium完成签到,获得积分10
1分钟前
迷你的夜天完成签到 ,获得积分10
2分钟前
高分求助中
传播真理奋斗不息——中共中央编译局成立50周年纪念文集(1953—2003) 700
Technologies supporting mass customization of apparel: A pilot project 600
武汉作战 石川达三 500
Chinesen in Europa – Europäer in China: Journalisten, Spione, Studenten 500
Arthur Ewert: A Life for the Comintern 500
China's Relations With Japan 1945-83: The Role of Liao Chengzhi // Kurt Werner Radtke 500
Two Years in Peking 1965-1966: Book 1: Living and Teaching in Mao's China // Reginald Hunt 500
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 物理 生物化学 纳米技术 计算机科学 化学工程 内科学 复合材料 物理化学 电极 遗传学 量子力学 基因 冶金 催化作用
热门帖子
关注 科研通微信公众号,转发送积分 3811747
求助须知:如何正确求助?哪些是违规求助? 3356003
关于积分的说明 10379115
捐赠科研通 3072963
什么是DOI,文献DOI怎么找? 1688145
邀请新用户注册赠送积分活动 811850
科研通“疑难数据库(出版商)”最低求助积分说明 766893