The pharmacoepigenomic landscape of cancer cell lines reveals the epigenetic component of drug sensitivity

被引:0
|
作者
Alexander Joschua Ohnmacht
Anantharamanan Rajamani
Göksu Avar
Ginte Kutkaite
Emanuel Gonçalves
Dieter Saur
Michael Patrick Menden
机构
[1] Helmholtz Munich,Computational Health Center
[2] Ludwig-Maximilians University Munich,Department of Biology
[3] German Cancer Research Center (DKFZ) and German Cancer Consortium (DKTK),Division of Translational Cancer Research
[4] Technische Universität München,Chair of Translational Cancer Research and Institute of Experimental Cancer Therapy, Klinikum rechts der Isar, School of Medicine
[5] Center for Translational Cancer Research (TranslaTUM),Instituto Superior Técnico (IST)
[6] School of Medicine,Department of Biochemistry and Pharmacology
[7] Technical University of Munich,undefined
[8] Universidade de Lisboa,undefined
[9] INESC-ID,undefined
[10] University of Melbourne,undefined
来源
关键词
D O I
暂无
中图分类号
学科分类号
摘要
Aberrant DNA methylation accompanies genetic alterations during oncogenesis and tumour homeostasis and contributes to the transcriptional deregulation of key signalling pathways in cancer. Despite increasing efforts in DNA methylation profiling of cancer patients, there is still a lack of epigenetic biomarkers to predict treatment efficacy. To address this, we analyse 721 cancer cell lines across 22 cancer types treated with 453 anti-cancer compounds. We systematically detect the predictive component of DNA methylation in the context of transcriptional and mutational patterns, i.e., in total 19 DNA methylation biomarkers across 17 drugs and five cancer types. DNA methylation constitutes drug sensitivity biomarkers by mediating the expression of proximal genes, thereby enhancing biological signals across multi-omics data modalities. Our method reproduces anticipated associations, and in addition, we find that the NEK9 promoter hypermethylation may confer sensitivity to the NEDD8-activating enzyme (NAE) inhibitor pevonedistat in melanoma through downregulation of NEK9. In summary, we envision that epigenomics will refine existing patient stratification, thus empowering the next generation of precision oncology.
引用
收藏
相关论文
共 50 条
  • [31] Metabolic profiling of bladder cancer cell lines reveals molecular alterations involved in methylation and novel epigenetic phenotype
    Krishnapuram, Rashmi
    Gu, Franklin
    Bhowmik, Salil Kumar
    Maity, Suman
    Manikkam, Mohan
    Von Rundstedt, Friedrich -Carl
    Putluri, Vasanta
    Lotan, Yair
    Levitt, Jonathan M.
    Lerner, Seth P.
    Coarfa, Cristian
    Sreekumar, Arun
    Putlurip, Nagireddy
    CANCER RESEARCH, 2016, 76
  • [32] Optimization of Epigenetic Modifier Drug Combination for Synergistic Effect against Glioblastoma Multiform Cancer Cell Lines
    Soleiman, Morvarid
    Fathi-Roudsari, Mehrnoosh
    Khajeh, Khosro
    Maghsoudi, Amir
    CANCER INVESTIGATION, 2024, 42 (04) : 319 - 332
  • [33] Study of drug sensitivity of NOMO knockout cell lines
    Iglesias-Corral, Diego
    Ubeda-Garrido, Jorge
    Garcia-Valles, Paula
    Diez-Castro, David
    Perea, Jose
    Perez-Garcia, Jesica
    Herrero, Ana-Belen
    Gonzalez-Sarmiento, Rogelio
    EUROPEAN JOURNAL OF HUMAN GENETICS, 2024, 32 : 551 - 552
  • [34] Constructing a cancer stem cell related prognostic model for predicting immune landscape and drug sensitivity in colorectal cancer
    Chen, Jianfang
    Wu, Shuang
    Peng, Yu
    Zhao, Yang
    Dong, Yan
    Ran, Fengwei
    Geng, Haofei
    Zhang, Kang
    Li, Jianjun
    Huang, Shuo
    Wang, Zhe
    FRONTIERS IN PHARMACOLOGY, 2023, 14
  • [35] The landscape of metabolic pathway dependencies in cancer cell lines
    Joly, James H.
    Chew, Brandon T. L.
    Graham, Nicholas A.
    PLOS COMPUTATIONAL BIOLOGY, 2021, 17 (04)
  • [36] Bifurcation analysis of single-cell gene expression data reveals epigenetic landscape
    Marco, Eugenio
    Karp, Robert L.
    Guo, Guoji
    Robson, Paul
    Hart, Adam H.
    Trippa, Lorenzo
    Yuan, Guo-Cheng
    PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2014, 111 (52) : E5643 - E5650
  • [37] Epigenetic and genetic features of 24 colon cancer cell lines
    Ahmed, D.
    Eide, P. W.
    Eilertsen, I. A.
    Danielsen, S. A.
    Eknaes, M.
    Hektoen, M.
    Lind, G. E.
    Lothe, R. A.
    ONCOGENESIS, 2013, 2 : e71 - e71
  • [38] Epigenetic repression of HOXB cluster in oral cancer cell lines
    Aquino Xavier, Flavia Calo
    de Souza Setubal Destro, Maria Fernanda
    Esteves Duarte, Carina Magalhaes
    Nunes, Fabio Daumas
    ARCHIVES OF ORAL BIOLOGY, 2014, 59 (08) : 783 - 789
  • [39] Tamoxifen resistance and epigenetic modifications in breast cancer cell lines
    Badia, Eric
    Oliva, Joan
    Balaguer, Patrick
    Cavailles, Vincent
    CURRENT MEDICINAL CHEMISTRY, 2007, 14 (28) : 3035 - 3043
  • [40] Effects of a combined epigenetic treatment on thyroid cancer cell lines
    Aloisi, A.
    Vella, V.
    Frasca, F.
    Vigneri, P.
    Messina, A.
    PROCEEDINGS OF THE 4TH INTERNATIONAL CONFERENCE ON TUMOR MICROENVIRONMENT: PROGRESSION, THERAPY AND PREVENTION - PROCEEDINGS, 2007, : 85 - 89