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
  • [1] Establishment of a Prognostic Model Using Immune-Related Genes in Patients With Hepatocellular Carcinoma
    Wang, Wen-Jie
    Wang, Han
    Hua, Ting-Yan
    Song, Wei
    Zhu, Jie
    Wang, Jing-Jing
    Huang, Yue-Qing
    Ding, Zhi-Liang
    FRONTIERS IN GENETICS, 2020, 11
  • [2] Identification of an Immune-Related Prognostic Predictor in Hepatocellular Carcinoma
    Wu, Lei
    Quan, Wen
    Luo, Qiong
    Pan, Ying
    Peng, Dongxu
    Zhang, Guihai
    FRONTIERS IN MOLECULAR BIOSCIENCES, 2020, 7
  • [3] Exploration of prognostic index based on immune-related genes in patients with liver hepatocellular carcinoma
    Shi, Weidong
    Feng, Lanyun
    Dong, Shu
    Ning, Zhouyu
    Hua, Yongqiang
    Liu, Luming
    Chen, Zhen
    Meng, Zhiqiang
    BIOSCIENCE REPORTS, 2020, 40
  • [4] Development of an immune-related prognostic index associated with hepatocellular carcinoma
    Hu, Bo
    Yang, Xiao-Bo
    Sang, Xin-Ting
    AGING-US, 2020, 12 (06): : 5010 - 5030
  • [5] Prognostic model of immune-related genes for patients with hepatocellular carcinoma
    Cai, Qun
    Duan, Jinnan
    Ding, Liang
    FRONTIERS IN SURGERY, 2022, 9
  • [6] Identification and Validation of an Immune-related Prognostic Signature for Hepatocellular Carcinoma
    Xia, Xinxin
    Tang, Ping
    Liu, Hui
    Li, Yuejun
    JOURNAL OF CLINICAL AND TRANSLATIONAL HEPATOLOGY, 2021, 9 (06) : 798 - 808
  • [7] Identification of prognostic immune cells and potential immune-related markers in hepatocellular carcinoma
    Mai, Jialuo
    Hua, Xuefeng
    Bian, Zhen-Hua
    Xia, Yu
    Zhao, Zhi-Bin
    Lu, Minqiang
    TRANSLATIONAL CANCER RESEARCH, 2022, 11 (07) : 2262 - +
  • [8] Identification and Validation of an Immune-Related eRNA Prognostic Signature for Hepatocellular Carcinoma
    Cai, Shenglan
    Hu, Xingwang
    Chen, Ruochan
    Zhang, Yiya
    FRONTIERS IN GENETICS, 2021, 12
  • [9] Identification of immune-related target and prognostic biomarkers in PBMC of hepatocellular carcinoma
    Hu, Rui
    Zhang, Wei
    Han, Zhiyi
    Ma, Mengqing
    Huang, Qi
    Lv, Minling
    Ma, Wenfeng
    Sun, Xinfeng
    Feng, Wenxing
    Li, Jing
    Zhong, Xin
    Sun, Jialing
    Yao, Wei
    Zhou, Xiaozhou
    BMC GASTROENTEROLOGY, 2023, 23 (01)
  • [10] Identification of immune-related target and prognostic biomarkers in PBMC of hepatocellular carcinoma
    Rui Hu
    Wei Zhang
    Zhiyi Han
    Mengqing Ma
    Qi Huang
    Minling Lv
    Wenfeng Ma
    Xinfeng Sun
    Wenxing Feng
    Jing Li
    Xin Zhong
    Jialing Sun
    Wei Yao
    Xiaozhou Zhou
    BMC Gastroenterology, 23