Immune-related cell death index and its application for hepatocellular carcinoma

被引:1
|
作者
Sun, Zhao [1 ]
Liu, Hao [1 ]
Zhao, Qian [2 ]
Li, Jie-Han [1 ]
Peng, San-Fei [1 ]
Zhang, Zhen [1 ]
Yang, Jing-Hua [2 ]
Fu, Yang [1 ]
机构
[1] Zhengzhou Univ, Affiliated Hosp 1, Dept Gastrointestinal Surg, Zhengzhou, Henan, Peoples R China
[2] Zhengzhou Univ, Affiliated Hosp 1, Clin Syst Biol Key Lab, Zhengzhou, Henan, Peoples R China
基金
中国国家自然科学基金;
关键词
MOLECULAR CLASSIFICATION; CANCER;
D O I
10.1038/s41698-024-00693-9
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Regulated cell death (RCD) plays a crucial role in the immune microenvironment, development, and progression of hepatocellular carcinoma (HCC). However, reliable immune-related cell death signatures have not been explored. In this study, we collected 12 RCD modes (e.g., apoptosis, ferroptosis, and cuproptosis), including 1078 regulators, to identify immune-related cell death genes based on HCC immune subgroups. Using a developed competitive machine learning framework, nine genes were screened to construct the immune-related cell death index (IRCDI), which is available for online application. Multi-omics data, along with clinical features, were analyzed to explore the HCC malignant heterogeneity. To validate the efficacy of this model, more than 18 independent cohorts, including survival and diverse treatment cohorts and datasets, were utilized. These findings were further validated using in-house samples and molecular biological experiments. Overall, the IRCDI may have a wide application in individual therapeutic decision-making and improving outcomes for HCC patients.
引用
收藏
页数:17
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