Combined bulk RNA-seq and single-cell RNA-seq identifies a necroptosis-related prognostic signature associated with inhibitory immune microenvironment in glioma

被引:12
|
作者
Wan, Sicheng [1 ,2 ]
Moure, Ulrich Aymard Ekomi [2 ,3 ]
Liu, Ruochen [1 ,2 ]
Liu, Chaolong [1 ,2 ]
Wang, Kun [1 ,2 ]
Deng, Longfei [1 ,2 ]
Liang, Ping [4 ]
Cui, Hongjuan [1 ,2 ]
机构
[1] Southwest Univ, Coll Biotechnol, State Key Lab Silkworm Genome Biol, Chongqing, Peoples R China
[2] Southwest Univ, Med Res Inst, Canc Ctr, Chongqing, Peoples R China
[3] Southwest Univ, Peoples Hosp Chongqing 9, Affiliated Hosp, Chongqing, Peoples R China
[4] Chongqing Childrens Hosp, Dept Neurosurg, Chongqing, Peoples R China
来源
FRONTIERS IN IMMUNOLOGY | 2022年 / 13卷
关键词
necroptosis-related gene; necroptosis-related prognostic signature; glioma; tumor immune microenvironment; single cell RNA seq; TUMOR-ASSOCIATED MACROPHAGES; REGULARIZATION PATHS; CASPASE-8;
D O I
10.3389/fimmu.2022.1013094
中图分类号
R392 [医学免疫学]; Q939.91 [免疫学];
学科分类号
100102 ;
摘要
Necroptosis is a programmed cell death playing a significant role in cancer. Although necroptosis has been related to tumor immune environment (TIME) remodeling and cancer prognosis, however, the role of necroptosis-related genes (NRGs) in glioma is still elusive. In this study, a total of 159 NRGs were obtained, and parameters such as mutation rate, copy number variation (CNV), and relative expression level were assessed. Then, we constructed an 18-NRGs-based necroptosis-related signature (NRS) in the TCGA dataset, which could predict the patient's prognosis and was validated in two external CGGA datasets. We also explored the correlation between NRS and glioma TIME, chemotherapy sensitivity, and certain immunotherapy-related factors. The two necroptosis-related subtypes were discovered and could also distinguish the patients' prognosis. Through the glioblastoma (GBM) scRNA-seq data analysis, NRGs' expression levels in different GBM patient tissue cell subsets were investigated and the relative necroptosis status of different cell subsets was assessed, with the microglia score culminating among all. Moreover, we found a high infiltration level of immunosuppressive cells in glioma TIME, which was associated with poor prognosis in the high-NRS glioma patient group. Finally, the necroptosis suppressor CASP8 exhibited a high expression in glioma and was associated with poor prognosis. Subsequent experiments were performed in human glioma cell lines and patients' tissue specimens to verify the bioinformatic analytic findings about CASP8. Altogether, this study provides comprehensive evidence revealing a prognostic value of NRGs in glioma, which is associated with TIME regulation.
引用
收藏
页数:19
相关论文
共 50 条
  • [1] Comprehensive analysis of a necroptosis-associated diagnostic signature for myelodysplastic syndromes based on single-cell RNA-seq and bulk RNA-seq
    Zhang, Huimin
    Zhang, Li
    Liang, Xiaoning
    Zhang, Lihong
    Ma, Bing
    Li, Yuexian
    Wang, Jianying
    Shen, Yang
    Pang, Yuhui
    Xiong, Jianjun
    HEREDITAS, 2024, 161 (01):
  • [2] Integrative Analysis of Bulk RNA-Seq and Single-Cell RNA-Seq Unveils the Characteristics of the Immune Microenvironment and Prognosis Signature in Prostate Cancer
    Wang, Ruisong
    Xiao, Yaqian
    Pan, Meisen
    Chen, Zhongyuan
    Yang, Pinhong
    JOURNAL OF ONCOLOGY, 2022, 2022
  • [3] Integrated Analysis of Single-Cell RNA-Seq and Bulk RNA-Seq Combined with Multiple Machine Learning Identified a Novel Immune Signature in Diabetic
    Peng, Yue-Ling
    Zhang, Yan
    Pang, Lin
    Dong, Ya-Fang
    Li, Mu -Ye
    Liao, Hui
    Li, Rong-Shan
    DIABETES METABOLIC SYNDROME AND OBESITY, 2023, 16 : 1669 - 1684
  • [4] Integrating single-cell RNA-seq and bulk RNA-seq to explore prognostic value and immune landscapes of methionine metabolism-related signature in breast cancer
    Gao, Yanxian
    Feng, Ziyu
    Zhao, Hailong
    Liu, Xinghai
    Zhu, Muyu
    Yu, Xiafei
    Liu, Xiaoan
    Wu, Xian
    Tao, Jing
    FRONTIERS IN GENETICS, 2025, 15
  • [5] Single-cell RNA-Seq and bulk RNA-Seq reveal reliable diagnostic and prognostic biomarkers for CRC
    Zhang, Xing
    Yang, Longkun
    Deng, Ying
    Huang, Zhicong
    Huang, Hao
    Wu, Yuying
    He, Baochang
    Hu, Fulan
    JOURNAL OF CANCER RESEARCH AND CLINICAL ONCOLOGY, 2023, 149 (12) : 9805 - 9821
  • [6] Single-cell RNA-Seq and bulk RNA-Seq reveal reliable diagnostic and prognostic biomarkers for CRC
    Xing Zhang
    Longkun Yang
    Ying Deng
    Zhicong Huang
    Hao Huang
    Yuying Wu
    Baochang He
    Fulan Hu
    Journal of Cancer Research and Clinical Oncology, 2023, 149 : 9805 - 9821
  • [7] Comprehensive analysis of single-cell RNA-seq and bulk RNA-seq revealed the heterogeneity and convergence of the immune microenvironment in renal cell carcinoma
    Shihui Lv
    Liping Tao
    Hongbing Liao
    Zhiming Huang
    Yongyong Lu
    Functional & Integrative Genomics, 2023, 23
  • [8] Comprehensive analysis of single-cell RNA-seq and bulk RNA-seq revealed the heterogeneity and convergence of the immune microenvironment in renal cell carcinoma
    Lv, Shihui
    Tao, Liping
    Liao, Hongbing
    Huang, Zhiming
    Lu, Yongyong
    FUNCTIONAL & INTEGRATIVE GENOMICS, 2023, 23 (02)
  • [9] SCRABBLE: single-cell RNA-seq imputation constrained by bulk RNA-seq data
    Peng, Tao
    Zhu, Qin
    Yin, Penghang
    Tan, Kai
    GENOME BIOLOGY, 2019, 20 (1)
  • [10] SCRABBLE: single-cell RNA-seq imputation constrained by bulk RNA-seq data
    Tao Peng
    Qin Zhu
    Penghang Yin
    Kai Tan
    Genome Biology, 20