DNA methylation-based classification and identification of bladder cancer prognosis-associated subgroups

被引:10
|
作者
Tian, Zijian [1 ,2 ]
Meng, Lingfeng [1 ,2 ]
Long, Xingbo [1 ]
Diao, Tongxiang [1 ]
Hu, Maolin [1 ]
Wang, Miao [1 ]
Liu, Ming [1 ]
Wang, Jianye [1 ,2 ]
机构
[1] Chinese Acad Med Sci, Inst Geriatr Med, Natl Ctr Gerontol, Dept Urol,Beijing Hosp, 1 DaHua Rd, Beijing 100730, Peoples R China
[2] Chinese Acad Med Sci, Peking Union Med Coll, Grad Sch, 9 DongDan SANTIAO, Beijing 100730, Peoples R China
关键词
DNA Methylation; Urinary bladder neoplasms; Epigenetics; Cluster analysis; UROTHELIAL CARCINOMA; BIOMARKERS; EPIGENOME;
D O I
10.1186/s12935-020-01345-1
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
BackgroundBladder cancer (BCA) is the most common urinary tumor, but its pathogenesis is unclear, and the associated treatment strategy has rarely been updated. In recent years, a deeper understanding of tumor epigenetics has been gained, providing new opportunities for cancer detection and treatment.MethodsWe identified prognostic methylation sites based on DNA methylation profiles of BCA in the TCGA database and constructed a specific prognostic subgroup.ResultsBased on the consistent clustering of 402 CpGs, we identified seven subgroups that had a significant association with survival. The difference in DNA methylation levels was related to T stage, N stage, M stage, grade, sex, age, stage and prognosis. Finally, the prediction model was constructed using a Cox regression model and verified using the test dataset; the prognosis was consistent with that of the training set.ConclusionsThe classification based on DNA methylation is closely related to the clinicopathological characteristics of BCA and determines the prognostic value of each epigenetic subtype. Therefore, our findings provide a basis for the development of DNA methylation subtype-specific therapeutic strategies for human bladder cancer.
引用
收藏
页数:11
相关论文
共 50 条
  • [31] A DNA methylation-based test for esophageal cancer detection
    Salta, Sofia
    Macedo-Silva, Catarina
    Miranda-Goncalves, Vera
    Lopes, Nair
    Gigliano, Davide
    Guimaraes, Rita
    Farinha, Monica
    Sousa, Olga
    Henrique, Rui
    Jeronimo, Carmen
    BIOMARKER RESEARCH, 2020, 8 (01)
  • [32] Classification of Subgroups with Immune Characteristics Based on DNA Methylation in Luminal Breast Cancer
    Zhang, Mengyan
    Ma, Te
    Wang, Cong
    Zhao, Jiyun
    Xing, Jie
    Liu, Honghao
    Su, Mu
    Zhai, Ruiyang
    Liu, Ting
    Sun, Baoqing
    Zhang, Yan
    INTERNATIONAL JOURNAL OF MOLECULAR SCIENCES, 2022, 23 (21)
  • [33] DNA methylation-based classification of malformations of cortical development in the human brain
    Samir Jabari
    Katja Kobow
    Tom Pieper
    Till Hartlieb
    Manfred Kudernatsch
    Tilman Polster
    Christian G. Bien
    Thilo Kalbhenn
    Matthias Simon
    Hajo Hamer
    Karl Rössler
    Martha Feucht
    Angelika Mühlebner
    Imad Najm
    José Eduardo Peixoto-Santos
    Antonio Gil-Nagel
    Rafael Toledano Delgado
    Angel Aledo-Serrano
    Yanghao Hou
    Roland Coras
    Andreas von Deimling
    Ingmar Blümcke
    Acta Neuropathologica, 2022, 143 : 93 - 104
  • [34] Feature Selection and Classification for DNA Methylation-Based Subtypes of Substance Misuses
    Zhang, Xinyu
    Hu, Ying
    Justice, Amy
    Krystal, John
    Xu, Ke
    NEUROPSYCHOPHARMACOLOGY, 2017, 42 : S468 - S469
  • [35] DNA methylation-based classification of malformations of cortical development in the human brain
    Jabari, Samir
    Kobow, Katja
    Pieper, Tom
    Hartlieb, Till
    Kudernatsch, Manfred
    Polster, Tilman
    Bien, Christian G.
    Kalbhenn, Thilo
    Simon, Matthias
    Hamer, Hajo
    Roessler, Karl
    Feucht, Martha
    Muehlebner, Angelika
    Najm, Imad
    Peixoto-Santos, Jose Eduardo
    Gil-Nagel, Antonio
    Delgado, Rafael Toledano
    Aledo-Serrano, Angel
    Hou, Yanghao
    Coras, Roland
    von Deimling, Andreas
    Bluemcke, Ingmar
    ACTA NEUROPATHOLOGICA, 2022, 143 (01) : 93 - 104
  • [36] DNA methylation-based classification of ependymomas in adulthood: implications for diagnosis and treatment
    Witt, Hendrik
    Gramatzki, Dorothee
    Hentschel, Bettina
    Pajtler, Kristian W.
    Felsberg, Joerg
    Schackert, Gabriele
    Loeffler, Markus
    Capper, David
    Sahm, Felix
    Sill, Martin
    von Deimling, Andreas
    Kool, Marcel
    Herrlinger, Ulrich
    Westphal, Manfred
    Pietsch, Torsten
    Reifenberger, Guido
    Pfister, Stefan M.
    Tonn, Joerg C.
    Weller, Michael
    NEURO-ONCOLOGY, 2018, 20 (12) : 1616 - 1624
  • [37] methylClass: an R package to construct DNA methylation-based classification models
    Liu, Yu
    BRIEFINGS IN BIOINFORMATICS, 2024, 25 (01)
  • [38] Invited Review: DNA methylation-based classification of paediatric brain tumours
    Perez, E.
    Capper, D.
    NEUROPATHOLOGY AND APPLIED NEUROBIOLOGY, 2020, 46 (01) : 28 - 47
  • [39] Identification of Prognostic Biomarkers for Bladder Cancer Based on DNA Methylation Profile
    Zhang, Shumei
    Zhang, Jingyu
    Zhang, Qichao
    Liang, Yingjian
    Du, Youwen
    Wang, Guohua
    FRONTIERS IN CELL AND DEVELOPMENTAL BIOLOGY, 2022, 9
  • [40] Identification of the subtypes of gastric cancer based on DNA methylation and the prediction of prognosis
    Tengda Li
    Xin Chen
    Mingli Gu
    Anmei Deng
    Cheng Qian
    Clinical Epigenetics, 2020, 12