Integrative 5-Methylcytosine Modification Immunologically Reprograms Tumor Microenvironment Characterizations and Phenotypes of Clear Cell Renal Cell Carcinoma

被引:9
|
作者
Xu, Wenhao [1 ,2 ]
Zhu, Wenkai [1 ,2 ]
Tian, Xi [1 ,2 ]
Liu, Wangrui [3 ]
Wu, Yuanyuan [4 ]
Anwaier, Aihetaimujiang [1 ,2 ]
Su, Jiaqi [1 ,2 ]
Wei, Shiyin [3 ]
Qu, Yuanyuan [1 ,2 ]
Zhang, Hailiang [1 ,2 ]
Ye, Dingwei [1 ,2 ]
机构
[1] Fudan Univ, Dept Urol, Shanghai Canc Ctr, Shanghai, Peoples R China
[2] Fudan Univ, Shanghai Med Coll, Dept Oncol, Shanghai, Peoples R China
[3] Youjiang Med Univ Nationalities, Dept Neurosurg, Affiliated Hosp, Baise, Peoples R China
[4] Naval Mil Med Univ, Naval Med Ctr PLA, Dept Gastroenterol, Shanghai, Peoples R China
来源
FRONTIERS IN CELL AND DEVELOPMENTAL BIOLOGY | 2021年 / 9卷
基金
上海市自然科学基金;
关键词
clear cell renal cell carcinoma; 5-methylcytosine; tumor microenvironment; renal cell carcinoma (RCC) clear cell renal cell carcinoma (CCRCC); immune checkpoint therapies; prognosis; machine learning algorithm; CANCER; REVEAL; EXPRESSION; THERAPIES;
D O I
10.3389/fcell.2021.772436
中图分类号
Q2 [细胞生物学];
学科分类号
071009 ; 090102 ;
摘要
The tumor microenvironment (TME) affects the biologic malignancy of clear cell renal cell carcinoma (ccRCC). The influence of the 5-methylcytosine (m(5)C) epigenetic modification on the TME is unknown. We comprehensively assessed m(5)C modification patterns of 860 ccRCC samples (training, testing, and real-world validation cohorts) based on 17 m(5)C regulators and systematically integrated the modification patterns with TME cell-infiltrating characterizations. Our results identified distinct m(5)C modification clusters with gradual levels of immune cell infiltration. The distinct m(5)C modification patterns differ in clinicopathological features, genetic heterogeneity, patient prognosis, and treatment responses of ccRCC. An elevated m(5)C score, characterized by malignant biologic processes of tumor cells and suppression of immunity response, implies an immune-desert TME phenotype and is associated with dismal prognosis of ccRCC. Activation of exhausted T cells and effective immune infiltration were observed in the low m(5)C score cluster, reflecting a noninflamed and immune-excluded TME phenotype with favorable survival and better responses to immunotherapy. Together, these findings provide insights into the regulation mechanisms of DNA m(5)C methylation modification patterns on the tumor immune microenvironment. Comprehensive assessment of tumor m(5)C modification patterns may enhance our understanding of TME cell-infiltrating characterizations and help establish precision immunotherapy strategies for individual ccRCC patients.
引用
收藏
页数:16
相关论文
共 50 条
  • [21] CX3CL1 promotes cell sensitivity to ferroptosis and is associated with the tumor microenvironment in clear cell renal cell carcinoma
    Gong, Qiming
    Guo, Zhiting
    Sun, Wenjuan
    Du, Xiuri
    Jiang, Yan
    Liu, Fahui
    BMC CANCER, 2022, 22 (01)
  • [22] Pyroptosis Regulators and Tumor Microenvironment Infiltration Characterization in Clear Cell Renal Cell Carcinoma
    Zhang, Xi
    Wei, Xiyi
    Wang, Yichun
    Wang, Shuai
    Ji, Chengjian
    Yao, Liangyu
    Song, Ninghong
    FRONTIERS IN ONCOLOGY, 2022, 11
  • [23] Spatial heterogeneity of tumor microenvironment influences the prognosis of clear cell renal cell carcinoma
    Dawei Zhang
    Yuanli Ni
    Yongquan Wang
    Juan Feng
    Na Zhuang
    Jiatao Li
    Limei Liu
    Wenhao Shen
    Ji Zheng
    Wei Zheng
    Cheng Qian
    Juanjuan Shan
    Zhansong Zhou
    Journal of Translational Medicine, 21
  • [24] Description of 2 angiogenic phenotypes in clear cell renal cell carcinoma
    Edeline, Julien
    Mottier, Stephanie
    Vigneau, Cecile
    Jouan, Florence
    Perrin, Christophe
    Zerrouki, Selim
    Fergelot, Patricia
    Patard, Jean-Jacques
    Rioux-Leclercq, Nathalie
    HUMAN PATHOLOGY, 2012, 43 (11) : 1982 - 1990
  • [25] m6A Regulator-Mediated Methylation Modification Model Predicts Prognosis, Tumor Microenvironment Characterizations and Response to Immunotherapies of Clear Cell Renal Cell Carcinoma
    Xu, Wenhao
    Tian, Xi
    Liu, Wangrui
    Anwaier, Aihetaimujiang
    Su, Jiaqi
    Zhu, Wenkai
    Wan, Fangning
    Shi, Guohai
    Wei, Gaomeng
    Qu, Yuanyuan
    Zhang, Hailiang
    Ye, Dingwei
    FRONTIERS IN ONCOLOGY, 2021, 11
  • [26] The impact of TNFSF14 on prognosis and immune microenvironment in clear cell renal cell carcinoma
    Xu, Fangshi
    Guan, Yibing
    Zhang, Peng
    Xue, Li
    Yang, Xiaojie
    Gao, Ke
    Chong, Tie
    GENES & GENOMICS, 2020, 42 (09) : 1055 - 1066
  • [27] Identification of microenvironment-related genes with prognostic value in clear cell renal cell carcinoma
    Zhang, Zhao
    Li, Zeyan
    Liu, Zhao
    Zhang, Xiang
    Yu, Nengwang
    Xu, Zhonghua
    JOURNAL OF CELLULAR BIOCHEMISTRY, 2020, 121 (07) : 3606 - 3615
  • [28] Modification of the Tumor Microenvironment as a Novel Target of Renal Cell Carcinoma Therapeutics
    Finke, James H.
    Rayman, Pat A.
    Ko, Jennifer S.
    Bradley, Judy M.
    Gendler, Sandra J.
    Cohen, Peter A.
    CANCER JOURNAL, 2013, 19 (04) : 353 - 364
  • [29] Mapping the tumor microenvironment in clear cell renal carcinoma by single-cell transcriptome analysis
    Wang, Yuxiong
    Wang, Yishu
    Liu, Bin
    Gao, Xin
    Li, Yunkuo
    Li, Faping
    Zhou, Honglan
    FRONTIERS IN GENETICS, 2023, 14
  • [30] Integrative Analysis of Sirtuins and Their Prognostic Significance in Clear Cell Renal Cell Carcinoma
    Tan, Ying
    Li, Bijuan
    Peng, Fang
    Gong, Guanghui
    Li, Ning
    FRONTIERS IN ONCOLOGY, 2020, 10