Identification and Validation of Ferroptosis-Related LncRNA Signatures as a Novel Prognostic Model for Colon Cancer

接收机工作特性 比例危险模型 结直肠癌 单变量 肿瘤科 生存分析 Lasso(编程语言) 计算生物学 癌症 生物 医学 内科学 多元统计 计算机科学 机器学习 万维网
作者
Zhiwei Wu,Zhixing Lu,Li Liang,Min Ma,Fei Long,Runliu Wu,Lihua Huang,Jing Chou,Kaiyan Yang,Yi Zhang,Xiaorong Li,Gui Hu,Yi Zhang,Changwei Lin
出处
期刊:Frontiers in Immunology [Frontiers Media SA]
卷期号:12 被引量:101
标识
DOI:10.3389/fimmu.2021.783362
摘要

Background Ferroptosis is a newly defined form of programmed cell death that plays an important role in many cancers. However, ferroptosis-related lncRNAs (FRLs) involved in the regulation of colon cancer are not thoroughly understood. This study aimed to identify a prognostic FRL signature in colon cancer and explore its potential molecular function. Methods RNA-seq data and relevant clinical information were obtained from The Cancer Genome Atlas (TCGA) database, and a list of ferroptosis-related genes was extracted from the FerrDb website. Analysis of differentially expressed FRLs was performed using the ‘limma’ package in R software. By implementing coexpression analysis and univariate Cox analysis, we then identified prognostic FRLs. Using Cox regression analysis with the least absolute shrinkage and selection operator (LASSO) algorithm, we constructed a prognostic model based on 4 FRLs. We evaluated the prognostic power of this model using Kaplan–Meier (K-M) survival curve analysis and receiver operating characteristic (ROC) curve analysis. Moreover, the relationships between the signature and immune landscape, somatic mutation and drug sensitivity were explored. Finally, in vitro experiments were conducted to validate the functions of AP003555.1 and AC000584.1. Results A 4-FRL signature was constructed. Two risk groups were classified based on the risk score calculated by this signature. The signature-based risk score exhibited a more powerful capacity for survival prediction than traditional clinicopathological features in colon patients. Additionally, we observed a significant difference in immune cells, such as CD4+ and CD8+ T cells and macrophages, between the two groups. Moreover, the high-risk group exhibited lower IC50 values for certain chemotherapy drugs, such as cisplatin, docetaxel, bleomycin or axitinib. Finally, the in vitro experiments showed that ferroptosis processes were suppressed after AP003555.1 and AC000584.1 knockdown. Conclusion The proposed 4-FRL signature is a promising biomarker to predict clinical outcomes and therapeutic responses in colon cancer patients.

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
咕哒猫完成签到,获得积分10
刚刚
年度总结发布了新的文献求助10
1秒前
华仔应助炙热盼兰采纳,获得10
2秒前
科研通AI6.1应助wkkky采纳,获得10
2秒前
hongxing liu发布了新的文献求助10
2秒前
科研通AI6.1应助又日新采纳,获得10
4秒前
罗如琳发布了新的文献求助10
4秒前
5秒前
桐桐应助哈米伯伯采纳,获得10
7秒前
7秒前
22发布了新的文献求助20
7秒前
7秒前
活力的小翠完成签到 ,获得积分10
7秒前
18岁的王教授完成签到,获得积分10
8秒前
量子星尘发布了新的文献求助10
8秒前
9秒前
辣辣完成签到,获得积分10
9秒前
量子星尘发布了新的文献求助10
11秒前
Ava应助凌风苇岸采纳,获得10
12秒前
12秒前
12秒前
CAOHOU应助hh采纳,获得10
12秒前
哈哈哈666发布了新的文献求助10
12秒前
12秒前
明亮的小蘑菇完成签到 ,获得积分10
13秒前
hongxing liu完成签到,获得积分10
13秒前
13秒前
科研通AI6.1应助语安采纳,获得10
13秒前
13秒前
13秒前
YifanWang应助shinn采纳,获得10
14秒前
15秒前
生科牲完成签到,获得积分10
15秒前
15秒前
园园发布了新的文献求助10
17秒前
bastien发布了新的文献求助10
17秒前
苏小慧发布了新的文献求助10
17秒前
搜集达人应助瑞指导采纳,获得10
17秒前
18秒前
李健应助Ren采纳,获得10
18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
Encyclopedia of Quaternary Science Reference Third edition 6000
Encyclopedia of Forensic and Legal Medicine Third Edition 5000
Introduction to strong mixing conditions volume 1-3 5000
Aerospace Engineering Education During the First Century of Flight 3000
Agyptische Geschichte der 21.30. Dynastie 3000
Les Mantodea de guyane 2000
热门求助领域 (近24小时)
化学 材料科学 生物 医学 工程类 计算机科学 有机化学 物理 生物化学 纳米技术 复合材料 内科学 化学工程 人工智能 催化作用 遗传学 数学 基因 量子力学 物理化学
热门帖子
关注 科研通微信公众号,转发送积分 5783916
求助须知:如何正确求助?哪些是违规求助? 5679757
关于积分的说明 15462629
捐赠科研通 4913287
什么是DOI,文献DOI怎么找? 2644568
邀请新用户注册赠送积分活动 1592378
关于科研通互助平台的介绍 1547002