Integrating bulk and single-cell RNA sequencing data to establish necroptosis-related lncRNA risk model and analyze the immune microenvironment in hepatocellular carcinoma

被引:1
|
作者
Zhang, Rongjie [1 ]
Li, Qian [1 ]
Yu, Xiaoxiao [1 ]
Hou, Yiwen [1 ]
Yan, Liang [4 ]
Gao, Yating [1 ]
Ji, Longshan [1 ]
Zhang, Xin [1 ]
Fang, Miao [1 ]
Huang, Lingying [3 ]
Yu, Zhuo [3 ]
Gao, Yueqiu [1 ,2 ]
Li, Man [1 ]
机构
[1] Shanghai Univ Tradit Chinese Med, Shuguang Hosp, Lab cellular Immun, Shanghai, Peoples R China
[2] Inst Infect Dis Integrated Tradit Chinese & Wester, Wuhan, Peoples R China
[3] Shanghai Univ Tradit Chinese Med, Shuguang Hosp, Dept Hepatopathy, Shanghai, Peoples R China
[4] Shanghai Univ Tradit Chinese Med, Shuguang Hosp, Dept Gen Surg, Shanghai, Peoples R China
基金
中国国家自然科学基金;
关键词
Hepatocellular carcinoma; lncRNA; Necroptosis; Prognosis; TUMOR MICROENVIRONMENT; HEPATITIS-B; CANCER; AXIS; DEATH; INFLAMMATION;
D O I
10.1016/j.heliyon.2023.e22083
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Background: The increasing evidence suggests that necroptosis mediates many behaviors of tumors, as well as the regulation of the tumor microenvironment. Long non-coding RNAs (lncRNAs) are involved in a variety of regulatory processes during tumor development and are significantly associated with patient prognosis. It suggests that necroptosis-related lncRNAs (NRlncRNAs) may serve as biomarkers for the prognosis of hepatocellular carcinoma (HCC).Methods: lncRNA expression profiles of HCC were obtained from TCGA database. LncRNAs associated with necroptosis were extracted using correlation analysis. Prognostic models were constructed based on least absolute shrinkage and selection operator algorithm (LASSO) and multivariate Cox regression analysis. The differences of tumor microenvironment between high-risk and low-risk groups were further analyzed. Single-cell RNA sequencing data of HCC was performed to assess the enrichment of necroptosis-related genes in immune cell subsets. Finally, real-time RT-PCR was used to detect the prognosis-related lncRNAs expression in different HCC cell lines.Results: We constructed a prognostic signature based on 8 NRlncRNAs, which also showed good predictive accuracy. The model showed that the prognosis of patients with high-risk score was significantly worse than that of patients with low-risk score (P < 0.05). Combined with the clinical characteristics and risk score of HCC, Nomogram was drawn for reference in clinical practice. In addition, immune cell infiltration analysis and single cell RNA sequencing analysis showed that a low level of immune infiltration was observed in patients at high risk and that there was a significant correlation between NRlncRNAs and macrophages. The results of RT-qPCR also showed that 8 necroptosis-related lncRNAs were highly expressed in HCC cell lines and human liver cancer tissues.Conclusion: This prognostic signature based on the necroptosis-related lncRNAs may provide meaningful clinical insights for the prognosis and immunotherapy responses in patients with HCC.
引用
收藏
页数:17
相关论文
共 50 条
  • [1] Integration of single-cell and bulk RNA-sequencing to analyze the heterogeneity of hepatocellular carcinoma and establish a prognostic model
    Mu, Yaping
    Zheng, Ding
    Peng, Qinghua
    Wang, Xiaodong
    Zhang, Yurong
    Yin, Yue
    Wang, Encheng
    Ye, Fei
    Wang, Jing
    CANCER REPORTS, 2024, 7 (01)
  • [2] A novel necroptosis-related lncRNA signature predicts the prognosis and immune microenvironment of hepatocellular carcinoma
    Wang, Jianguo
    Shen, Bingbing
    Liu, Xinyuan
    Jiang, Jianxin
    FRONTIERS IN GENETICS, 2022, 13
  • [3] Integrating bulk and single-cell RNA sequencing reveals cellular heterogeneity and immune infiltration in hepatocellular carcinoma
    Wang, Tingjie
    Dang, Ningxin
    Tang, Guangbo
    Li, Zihang
    Li, Xiujuan
    Shi, Bingyin
    Xu, Zhong
    Li, Lei
    Yang, Xiaofei
    Xu, Chuanrui
    Ye, Kai
    MOLECULAR ONCOLOGY, 2022, 16 (11) : 2195 - 2213
  • [4] A novel necroptosis-related gene signature for predict prognosis of glioma based on single-cell and bulk RNA sequencing
    Guo, Kai
    Duan, Xinxin
    Zhao, Jiahui
    Sun, Boyu
    Liu, Xiaoming
    Zhao, Zongmao
    FRONTIERS IN MOLECULAR BIOSCIENCES, 2022, 9
  • [5] Combined bulk RNA-seq and single-cell RNA-seq identifies a necroptosis-related prognostic signature associated with inhibitory immune microenvironment in glioma
    Wan, Sicheng
    Moure, Ulrich Aymard Ekomi
    Liu, Ruochen
    Liu, Chaolong
    Wang, Kun
    Deng, Longfei
    Liang, Ping
    Cui, Hongjuan
    FRONTIERS IN IMMUNOLOGY, 2022, 13
  • [6] Single-cell RNA sequencing integrated with bulk RNA sequencing analysis identifies a tumor immune microenvironment-related lncRNA signature in lung adenocarcinoma
    Ren, Yuqing
    Wu, Ruhao
    Li, Chunwei
    Liu, Long
    Li, Lifeng
    Weng, Siyuan
    Xu, Hui
    Xing, Zhe
    Zhang, Yuyuan
    Wang, Libo
    Liu, Zaoqu
    Han, Xinwei
    BMC BIOLOGY, 2024, 22 (01)
  • [7] Single-cell RNA sequencing integrated with bulk RNA sequencing analysis identifies a tumor immune microenvironment-related lncRNA signature in lung adenocarcinoma
    Yuqing Ren
    Ruhao Wu
    Chunwei Li
    Long Liu
    Lifeng Li
    Siyuan Weng
    Hui Xu
    Zhe Xing
    Yuyuan Zhang
    Libo Wang
    Zaoqu Liu
    Xinwei Han
    BMC Biology, 22
  • [8] Integrating Bulk Transcriptome and Single-Cell RNA Sequencing Data Reveals the Landscape of the Immune Microenvironment in Thoracic Aortic Aneurysms
    Wang, Qunhui
    Guo, Xian
    Huo, Bo
    Feng, Xin
    Fang, Ze-Min
    Jiang, Ding-Sheng
    Wei, Xiang
    FRONTIERS IN CARDIOVASCULAR MEDICINE, 2022, 9
  • [9] Prognostic and Immune Landscape Analysis of Ubiquitination-related Genes in Hepatocellular Carcinoma: Based on Bulk and Single-cell RNA Sequencing Data
    Yuan, Zibo
    Zhu, Qingwei
    Wu, Qingsong
    Zhang, Zhe
    Guo, Junwei
    Wu, Gongqiang
    Zheng, Cuiping
    Xu, Qiuran
    Huang, Dongsheng
    Cui, Di
    JOURNAL OF CANCER, 2024, 15 (09): : 2580 - 2600
  • [10] Construction of a necroptosis-related lncRNA signature to predict the prognosis and immune microenvironment of head and neck squamous cell carcinoma
    Huang, Juntao
    Xu, Ziqian
    Teh, Bing Mei
    Zhou, Chongchang
    Yuan, Zhechen
    Shi, Yunbin
    Shen, Yi
    JOURNAL OF CLINICAL LABORATORY ANALYSIS, 2022, 36 (06)