Identification of molecular subtypes based on PANoptosis-related genes and construction of a signature for predicting the prognosis and response to immunotherapy response in hepatocellular carcinoma

被引:8
|
作者
Zhu, Jinfeng [1 ]
Huang, Qian [2 ]
Peng, Xingyu [1 ]
Luo, Chen [3 ]
Liu, Zitao [1 ]
Liu, Dongdong [4 ]
Yuan, Huazhao [5 ]
Yuan, Rongfa [1 ]
Cheng, Xuexin [6 ,7 ,8 ]
机构
[1] Nanchang Univ, Affiliated Hosp 2, Dept Gen Surg, Nanchang, Peoples R China
[2] Tongji Univ, Sch Med, Shanghai East Hosp, Dept Gen Practice, Shanghai, Peoples R China
[3] Nanchang Univ, Affiliated Hosp 1, Dept Gen Surg, Nanchang, Peoples R China
[4] Jiujiang First Peoples Hosp, Dept Gen Surg, Jiujiang, Peoples R China
[5] Jiujiang Tradit Chinese Med Hosp, Dept Gen Surg, Jiujiang 332000, Peoples R China
[6] Nanchang Univ, Affiliated Hosp 2, Biol Resource Ctr, Nanchang, Peoples R China
[7] Nanchang Univ, Sch Publ Hlth, Nanchang, Peoples R China
[8] Nanchang Univ, Jiangxi Prov Key Lab Prevent Med, Nanchang, Peoples R China
来源
FRONTIERS IN IMMUNOLOGY | 2023年 / 14卷
基金
中国国家自然科学基金;
关键词
PANoptosis; hepatocellular carcinoma; molecular subtypes; signature; prognosis; immunotherapy response; CELL; PYROPTOSIS; CLEAVAGE; PROTEIN;
D O I
10.3389/fimmu.2023.1218661
中图分类号
R392 [医学免疫学]; Q939.91 [免疫学];
学科分类号
100102 ;
摘要
BackgroundPrevious studies have demonstrated that PANoptosis is strongly correlated with cancer immunity and progression. This study aimed to develop a PANoptosis-related signature (PANRS) to explore its potential value in predicting the prognosis and immunotherapy response of hepatocellular carcinoma (HCC).MethodsBased on the expression of PANoptosis-related genes, three molecular subtypes were identified. To construct a signature, the differentially expressed genes between different molecular subtypes were subjected to multivariate least absolute shrinkage and selection operator Cox regression analyses. The risk scores of patients in the training set were calculated using the signature. The patients were classified into high-risk and low-risk groups based on the median risk scores. The predictive performance of the signature was evaluated using Kaplan-Meier plotter, receiving operating characteristic curves, nomogram, and calibration curve. The results were validated using external datasets. Additionally, the correlation of the signature with the immune landscape and drug sensitivity was examined. Furthermore, the effect of LPCAT1 knockdown on HCC cell behavior was verified using in vitro experiments.ResultsThis study developed a PANRS. The risk score obtained by using the PANRS was an independent risk factor for the prognosis of patients with HCC and exhibited good prognostic predictive performance. The nomogram constructed based on the risk score and clinical information can accurately predicted the survival probability of patients with HCC. Patients with HCC in the high-risk groups have high immune scores and tend to generate an immunosuppressive microenvironment. They also exhibited a favorable response to immunotherapy, as evidenced by high tumor mutational burden, high immune checkpoint gene expression, high human leukocyte antigen gene expression, low tumor immune dysfunction and low exclusion scores. Additionally, the PANRS enabled the identification of 15 chemotherapeutic agents, including sorafenib, for patients with HCC with different risk levels, guiding clinical treatment. The signature gene LPCAT1 was upregulated in HCC cell lines. LPCAT1 knockdown markedly decreased HCC cell proliferation and migration.ConclusionPANRS can accurately predict the prognosis and immunotherapy response of patients with HCC and consequently guide individualized treatment.
引用
收藏
页数:19
相关论文
共 50 条
  • [21] A necroptosis -related signature for predicting prognosis and immunotherapy in hepatocellular carcinoma
    Fu, Xing
    Yang, Yuling
    Zhang, Xiaozhi
    FRONTIERS IN GENETICS, 2022, 13
  • [22] PANoptosis-related molecule CASP2 affects the immune microenvironment and immunotherapy response of hepatocellular carcinoma
    Lou, Yichao
    Chen, Desheng
    Gu, Qi
    Zhu, Qi
    Sun, Hongcheng
    HELIYON, 2024, 10 (06)
  • [23] Identification of PANoptosis-Based Prognostic Signature for Predicting Efficacy of Immunotherapy and Chemotherapy in Hepatocellular Carcinoma
    Xiong, Xiaofeng
    Song, Qianben
    Jing, Mengjia
    Yan, Wei
    GENETICS RESEARCH, 2023, 2023
  • [24] A Novel Defined PANoptosis-Related miRNA Signature for Predicting the Prognosis and Immune Characteristics in Clear Cell Renal Cell Carcinoma: A miRNA Signature for the Prognosis of ccRCC
    Wang, Yanmei
    Zhou, Jia
    Zhang, Nan
    Zhu, Yiran
    Zhong, Yiming
    Wang, Zhuo
    Jin, Hongchuan
    Wang, Xian
    INTERNATIONAL JOURNAL OF MOLECULAR SCIENCES, 2023, 24 (11)
  • [25] Identification of PANoptosis-related signature reveals immune infiltration characteristics and immunotherapy responses for renal cell carcinoma
    Xu, Yan
    Hua, Jingqi
    Que, Hongliang
    Zeng, Tengyue
    Li, Quan
    Deng, Junpeng
    Xie, Jianjun
    BMC CANCER, 2024, 24 (01)
  • [26] Robust analysis of a novel PANoptosis-related prognostic gene signature model for hepatocellular carcinoma immune infiltration and therapeutic response
    Wei, Yongguang
    Lan, Chenlu
    Yang, Chengkun
    Liao, Xiwen
    Zhou, Xin
    Huang, Xinlei
    Xie, Haixiang
    Zhu, Guangzhi
    Peng, Tao
    SCIENTIFIC REPORTS, 2023, 13 (01)
  • [27] Identification of PANoptosis-related signature reveals immune infiltration characteristics and immunotherapy responses for renal cell carcinoma
    Yan Xu
    Jingqi Hua
    Hongliang Que
    Tengyue Zeng
    Quan Li
    Junpeng Deng
    Jianjun Xie
    BMC Cancer, 24
  • [28] Identification of a Novel Ferroptosis-Related Gene Signature for Predicting Prognosis and Responsiveness to Immunotherapy in Hepatocellular Carcinoma
    Wang, Qingbin
    Wang, Bingkun
    Ma, Xiaowu
    Zhuang, Hongkai
    Xie, Zhiqin
    Tang, Chenwei
    Tan, Wenliang
    Yang, Lei
    Shang, Changzhen
    Chen, Yajin
    JOURNAL OF HEPATOCELLULAR CARCINOMA, 2023, 10 : 1 - 16
  • [29] Signature construction and molecular subtype identification based on immune-related genes for better prediction of prognosis in hepatocellular carcinoma
    Liang Sun
    Zhengyi Wu
    Cairong Dong
    Shian Yu
    He Huang
    Zhendong Chen
    Zhipeng Wu
    Xiangbao Yin
    BMC Medical Genomics, 16
  • [30] Construction of an anoikis‒related prognostic signature to predict immunotherapeutic response and prognosis in hepatocellular carcinoma
    Chen Xiong
    Guoqiang Pan
    Hanchao Wang
    Guangxiao Meng
    Lunjie Yan
    Ruizhe Li
    Yuchuan Yan
    Yafei Yang
    Xiao Zhang
    Chuncheng Yang
    Zhaoru Dong
    Tao Li
    Journal of Cancer Research and Clinical Oncology, 2023, 149 : 16869 - 16884