Identification of Immune-Related Genes for Establishment of Prognostic Index in Hepatocellular Carcinoma

被引:1
|
作者
Li, Yinfang [1 ]
Zou, Ling [1 ]
Liu, Xuejun [2 ]
Luo, Judong [3 ]
Liu, Hui [2 ]
机构
[1] Changzhou Univ, Aliyun Sch Big Data, Changzhou, Peoples R China
[2] Nanjing Tech Univ, Sch Comp Sci & Technol, Nanjing, Peoples R China
[3] Nanjing Med Univ, Affiliated Changzhou Peoples Hosp 2, Dept Radiotherapy, Changzhou, Peoples R China
基金
中国国家自然科学基金;
关键词
hepatocellular carcinoma; immune related genes; prognostic biomarker; immune infiltration level; tumor microenvironment; CANCER-CELLS; EXPRESSION; MUTATIONS; MIGRATION; RESOURCE; FUTURE; GROWTH;
D O I
10.3389/fcell.2021.760079
中图分类号
Q2 [细胞生物学];
学科分类号
071009 ; 090102 ;
摘要
Background: Immune checkpoint inhibitor (ICI) therapy has been proved to be a promising therapy to many types of solid tumors. However, effective biomarker for estimating the response to ICI therapy and prognosis of hepatocellular carcinoma (HCC) patients remains underexplored. The aim of this study is to build a novel immune-related prognostic index based on transcriptomic profiles.Methods: Weighted gene co-expression network analysis (WGCNA) was conducted to identify immune-related hub genes that are differentially expressed in HCC cohorts. Next, univariate Cox regression analysis and least absolute shrinkage and selection operator (LASSO) analysis were used to detect hub genes associated to overall survival (OS). To validate the immune-related prognostic index, univariate and multivariate Cox regression analysis were performed. CIBERSORT and ESTIMATE were used to explore the tumor microenvironment and immune infiltration level.Results: The differential expression analysis detected a total of 148 immune-related genes, among which 25 genes were identified to be markedly related to overall survival in HCC patients. LASSO analysis yielded 10 genes used to construct the immune-related gene prognostic index (IRGPI), by which a risk score is computed to estimate low vs. high risk indicating the response to ICI therapy and prognosis. Further analysis confirmed that this immune-related prognostic index is an effective indicator to immune infiltration level, response to ICI treatment and OS. The IRGPI low-risk patients had better overall survival (OS) than IRGPI high-risk patients on two independent cohorts. Moreover, we found that IRGPI high-risk group was correlated with high TP53 mutation rate, immune-suppressing tumor microenvironment, and these patients acquired less benefit from ICI therapy. In contrast, IRGPI-low risk group was associated with low TP53 and PIK3CA mutation rate, high infiltration of naive B cells and T cells, and these patients gained relatively more benefit from ICI therapy.
引用
收藏
页数:14
相关论文
共 50 条
  • [41] Identification and Analysis of Immune-Related Gene Signature in Hepatocellular Carcinoma
    Shen, Bingbing
    Zhang, Guanqi
    Liu, Yunxun
    Wang, Jianguo
    Jiang, Jianxin
    GENES, 2022, 13 (10)
  • [42] Development and validation of a novel immune-related prognostic model in hepatocellular carcinoma
    Wang, Zheng
    Zhu, Jie
    Liu, Yongjuan
    Liu, Changhong
    Wang, Wenqi
    Chen, Fengzhe
    Ma, Lixian
    JOURNAL OF TRANSLATIONAL MEDICINE, 2020, 18 (01)
  • [43] Identification and Verification of Immune-Related Genes Prognostic Signature Based on ssGSEA for Adrenocortical Carcinoma (ACC)
    Yuan, Kaisheng
    Zeng, Ruiqi
    Deng, Pengteng
    Zhang, Aiping
    Liu, Huiqian
    Wang, Ning
    Tang, Yongxi
    Yin, Zhikang
    Liu, Hang
    INTERNATIONAL JOURNAL OF GENERAL MEDICINE, 2022, 15 : 1471 - 1483
  • [44] A prognostic model based on seven immune-related genes predicts the overall survival of patients with hepatocellular carcinoma
    Yan, Qian
    Zheng, Wenjiang
    Wang, Boqing
    Ye, Baoqian
    Luo, Huiyan
    Yang, Xinqian
    Zhang, Ping
    Wang, Xiongwen
    BIODATA MINING, 2021, 14 (01)
  • [45] Development and validation of a novel immune-related prognostic model in hepatocellular carcinoma
    Zheng Wang
    Jie Zhu
    Yongjuan Liu
    Changhong Liu
    Wenqi Wang
    Fengzhe Chen
    Lixian Ma
    Journal of Translational Medicine, 18
  • [46] Construction and validation of an immune-related LncRNA prognostic model for hepatocellular carcinoma
    Xin, Chang
    Huang, Bin
    Chen, Mingliang
    Yan, Huanjun
    Zhu, Kelei
    Chen, Lei
    Jiang, Cunbing
    Zhang, Jianlei
    Wu, Yifeng
    CYTOKINE, 2022, 156
  • [47] A prognostic risk model based on immune-related genes predicts overall survival of patients with hepatocellular carcinoma
    Pan, Banglun
    Liu, Lin
    Li, Wei
    HEALTH SCIENCE REPORTS, 2020, 3 (04)
  • [48] A prognostic model based on seven immune-related genes predicts the overall survival of patients with hepatocellular carcinoma
    Qian Yan
    Wenjiang Zheng
    Boqing Wang
    Baoqian Ye
    Huiyan Luo
    Xinqian Yang
    Ping Zhang
    Xiongwen Wang
    BioData Mining, 14
  • [49] Immune-related cell death index and its application for hepatocellular carcinoma
    Sun, Zhao
    Liu, Hao
    Zhao, Qian
    Li, Jie-Han
    Peng, San-Fei
    Zhang, Zhen
    Yang, Jing-Hua
    Fu, Yang
    NPJ PRECISION ONCOLOGY, 2024, 8 (01)
  • [50] The novel immune-related genes predict the prognosis of patients with hepatocellular carcinoma
    Li, Lunxu
    Xia, Shilin
    Shi, Xueying
    Chen, Xu
    Shang, Dong
    SCIENTIFIC REPORTS, 2021, 11 (01)