Tri-Clustering Analysis for Dissecting Epigenetic Patterns Across Multiple Cancer Types

被引:2
|
作者
Gan, Yanglan [1 ]
Dong, Zhiyuan [1 ]
Zhang, Xia [2 ]
Zou, Guobing [2 ]
机构
[1] Donghua Univ, Sch Comp Sci & Technol, Shanghai, Peoples R China
[2] Shanghai Univ, Sch Comp Engn & Sci, Shanghai, Peoples R China
基金
中国国家自然科学基金;
关键词
Tri-clustering; Epigenetic pattern; Pan-cancer; EPIGENOME; DYNAMICS; GASC1; GENE;
D O I
10.1007/978-3-319-95933-7_40
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Tumor cells not only harbor genetic and epigenetic alterations, but also are regulated by various epigenetic modifications. Identification of tumor epigenetic similarities across different cancer types is useful for the discovery of treatments that can be extended to different cancers. Nowadays, abundant epigenetic modification profiles have provided good opportunity to achieve this goal. Here, we proposed a tri-clustering approach for integrative pan-cancer epigenomic analysis, named TriPCE. We applied TriPCE to uncover epigenetic mode among seven cancer types. This approach can identify significant cross-cancer epigenetic modification similarities. The associated gene analysis demonstrates strong relevance with cancer development and reveals consistent tendency among cancer types.
引用
收藏
页码:330 / 336
页数:7
相关论文
共 50 条
  • [1] TriPCE: A Novel Tri-Clustering Algorithm for Identifying Pan-Cancer Epigenetic Patterns
    Gan, Yanglan
    Li, Ning
    Xin, Yongchang
    Zou, Guobing
    FRONTIERS IN GENETICS, 2020, 10
  • [2] Tri-Clustering Dynamic Functional Network Connectivity Identifies Significant Schizophrenia Effects Across Multiple States in Distinct Subgroups of Individuals
    Rahaman, Md Abdur
    Damaraju, Eswar
    Turner, Jessica A.
    van Erp, Theo G. M.
    Mathalon, Daniel
    Vaidya, Jatin
    Muller, Bryon
    Pearlson, Godfrey
    Calhoun, Vince D.
    BRAIN CONNECTIVITY, 2022, 12 (01) : 61 - 73
  • [3] Tri-clustering: Construction and practice of space-time integrated analysis tool
    Cheng C.
    Song C.
    Wu X.
    Shen S.
    Gao P.
    Ye S.
    Song, Changqing (songcq@bnu.edu.cn), 1600, Science Press (75): : 904 - 916
  • [4] Discovery of gene expression patterns across multiple cancer types
    Chan, C
    Mousavi, P
    BIBE 2005: 5th IEEE Symposium on Bioinformatics and Bioengineering, 2005, : 121 - 128
  • [5] Epigenetic patterns differ in different types of cancer
    Sullivan, RF
    Eads, C
    Kim, S
    Cachel, CA
    Lamparello, P
    Williams-Resnick, A
    Prahbu, W
    Kurumboor, S
    Laird, P
    Skinner, KA
    JOURNAL OF THE AMERICAN COLLEGE OF SURGEONS, 2005, 201 (03) : S87 - S88
  • [6] Impact of Tumor Purity on Immune Gene Expression and Clustering Analyses across Multiple Cancer Types
    Rhee, Je-Keun
    Jung, Yu Chae
    Kim, Kyu Ryung
    Yoo, Jinseon
    Kim, Jeeyoon
    Lee, Yong-Jae
    Ko, Yoon Ho
    Lee, Han Hong
    Cho, Byoung Chul
    Kim, Tae-Min
    CANCER IMMUNOLOGY RESEARCH, 2018, 6 (01) : 87 - 97
  • [7] Dissecting the transcriptional profiles of metastatic and primary disease across cancer types
    Silwal-Pandit, Laxmi
    Nygaard, Vigdis
    Russnes, Hege
    Dagenborg, Vegar Johansen
    Skarpeteig, Veronica
    Ostrup, Olga
    Nord, Silje
    Flornes, Vivi Ann
    Ree, Anne Hansen
    Flatmark, Kjersti
    Borresen-Dale, Anne-Lise
    Lingjaerde, Ole Christian
    Maelandsmo, Gunhild Mari
    CANCER RESEARCH, 2017, 77
  • [8] Increased methylation variation in epigenetic domains across cancer types
    Kasper Daniel Hansen
    Winston Timp
    Héctor Corrada Bravo
    Sarven Sabunciyan
    Benjamin Langmead
    Oliver G McDonald
    Bo Wen
    Hao Wu
    Yun Liu
    Dinh Diep
    Eirikur Briem
    Kun Zhang
    Rafael A Irizarry
    Andrew P Feinberg
    Nature Genetics, 2011, 43 : 768 - 775
  • [9] Increased methylation variation in epigenetic domains across cancer types
    Hansen, Kasper Daniel
    Timp, Winston
    Bravo, Hector Corrada
    Sabunciyan, Sarven
    Langmead, Benjamin
    McDonald, Oliver G.
    Wen, Bo
    Wu, Hao
    Liu, Yun
    Diep, Dinh
    Briem, Eirikur
    Zhang, Kun
    Irizarry, Rafael A.
    Feinberg, Andrew P.
    NATURE GENETICS, 2011, 43 (08) : 768 - U77
  • [10] Jointly characterizing epigenetic dynamics across multiple human cell types
    Zhang, Yu
    An, Lin
    Yue, Feng
    Hardison, Ross C.
    NUCLEIC ACIDS RESEARCH, 2016, 44 (14) : 6721 - 6731