Complex impact of DNA methylation on transcriptional dysregulation across 22 human cancer types

Abstract Accumulating evidence has demonstrated that transcriptional regulation is affected by DNA methylation. Understanding the perturbation of DNA methylation-mediated regulation between transcriptional factors (TFs) and targets is crucial for human diseases. However, the global landscape of DNA methylation-mediated transcriptional dysregulation (DMTD) across cancers has not been portrayed. Here, we systematically identified DMTD by integrative analysis of transcriptome, methylome and regulatome across 22 human cancer types. Our results revealed that transcriptional regulation was affected by DNA methylation, involving hundreds of methylation-sensitive TFs (MethTFs). In addition, pan-cancer MethTFs, the regulatory activity of which is generally affected by DNA methylation across cancers, exhibit dominant functional characteristics and regulate several cancer hallmarks. Moreover, pan-cancer MethTFs were found to be affected by DNA methylation in a complex pattern. Finally, we investigated the cooperation among MethTFs and identified a network module that consisted of 43 MethTFs with prognostic potential. In summary, we systematically dissected the transcriptional dysregulation mediated by DNA methylation across cancer types, and our results provide a valuable resource for both epigenetic and transcriptional regulation communities.

[1]  John J. Wyrick,et al.  Genome-wide location and function of DNA binding proteins. , 2000, Science.

[2]  M. Nishimura,et al.  Expression of E1AF/PEA3, an Ets‐related transcription factor in human non‐small‐cell lung cancers: Its relevance in cell motility and invasion , 2001, International journal of cancer.

[3]  D. Botstein,et al.  Genomic binding sites of the yeast cell-cycle transcription factors SBF and MBF , 2001, Nature.

[4]  P. Laird Early detection: The power and the promise of DNA methylation markers , 2003, Nature Reviews Cancer.

[5]  Nicola J. Rinaldi,et al.  Transcriptional regulatory code of a eukaryotic genome , 2004, Nature.

[6]  I. Bièche,et al.  Expression of PEA3/E1AF/ETV4, an Ets-related transcription factor, in breast tumors: positive links to MMP2, NRG1 and CGB expression. , 2003, Carcinogenesis.

[7]  V. Yang,et al.  Identification of Krüppel-like factor 4 as a potential tumor suppressor gene in colorectal cancer , 2004, Oncogene.

[8]  Leah Barrera,et al.  A high-resolution map of active promoters in the human genome , 2005, Nature.

[9]  K. Robertson DNA methylation and human disease , 2005, Nature Reviews Genetics.

[10]  D. Zack,et al.  Computational analysis of tissue-specific combinatorial gene regulation: predicting interaction between transcription factors in human tissues , 2006, Nucleic acids research.

[11]  K. Xie,et al.  Emerging role of KLF4 in human gastrointestinal cancer. , 2006, Carcinogenesis.

[12]  M. Imoto,et al.  Transcriptional regulation of a new variant of human platelet-derived growth factor receptor alpha transcript by E2F-1. , 2007, Gene.

[13]  K. Yamamoto,et al.  DNA Binding Site Sequence Directs Glucocorticoid Receptor Structure and Activity , 2009, Science.

[14]  Tin-Lap Lee,et al.  DNA methylation of cancer genome. , 2009, Birth defects research. Part C, Embryo today : reviews.

[15]  A. Visel,et al.  ChIP-seq accurately predicts tissue-specific activity of enhancers , 2009, Nature.

[16]  P. Park ChIP–seq: advantages and challenges of a maturing technology , 2009, Nature Reviews Genetics.

[17]  B. Ren,et al.  Genome-wide prediction of transcription factor binding sites using an integrated model , 2010, Genome Biology.

[18]  S. Goodman,et al.  Sensitive digital quantification of DNA methylation in clinical samples , 2009, Nature Biotechnology.

[19]  P. Farnham Insights from genomic profiling of transcription factors , 2009, Nature Reviews Genetics.

[20]  Li Wang,et al.  Putative Tumor-Suppressive Function of Krüppel-Like Factor 4 in Primary Lung Carcinoma , 2009, Clinical Cancer Research.

[21]  S. Pillai,et al.  Regulation of vascular endothelial growth factor receptors by Rb and E2F1: role of acetylation. , 2010, Cancer research.

[22]  T. Bürglin,et al.  Homeodomain subtypes and functional diversity. , 2011, Sub-cellular biochemistry.

[23]  P. Vertino DNA methylation in cancer , 2011 .

[24]  Jacob F. Degner,et al.  Sequence and Chromatin Accessibility Data Accurate Inference of Transcription Factor Binding from Dna Material Supplemental Open Access , 2022 .

[25]  K. Struhl,et al.  The Cyc8-Tup1 complex inhibits transcription primarily by masking the activation domain of the recruiting protein. , 2011, Genes & development.

[26]  Cole Trapnell,et al.  Integrative annotation of human large intergenic noncoding RNAs reveals global properties and specific subclasses. , 2011, Genes & development.

[27]  Z. Weng,et al.  Functional analysis of transcription factor binding sites in human promoters , 2012, Genome Biology.

[28]  David Z. Chen,et al.  Architecture of the human regulatory network derived from ENCODE data , 2012, Nature.

[29]  Min Pan,et al.  A miRNA-regulatory network explains how dysregulated miRNAs perturb oncogenic processes across diverse cancers , 2012, Genome research.

[30]  R. Janknecht,et al.  ETV1, 4 and 5: an oncogenic subfamily of ETS transcription factors. , 2012, Biochimica et biophysica acta.

[31]  Ting Wang,et al.  Understanding Variation in Transcription Factor Binding by Modeling Transcription Factor Genome-Epigenome Interactions , 2013, PLoS Comput. Biol..

[32]  J. Qian,et al.  DNA methylation presents distinct binding sites for human transcription factors , 2013, eLife.

[33]  Xia Li,et al.  Comprehensive analysis of the functional microRNA–mRNA regulatory network identifies miRNA signatures associated with glioma malignant progression , 2013, Nucleic acids research.

[34]  Huiqing Yuan,et al.  Differential regulation of MMPs by E2F1, Sp1 and NF-kappa B controls the small cell lung cancer invasive phenotype , 2014, BMC Cancer.

[35]  Razvan R. Popovici,et al.  Additional file 8 , 2010 .

[36]  R. Young,et al.  Transcriptional Regulation and Its Misregulation in Disease , 2013, Cell.

[37]  Xiaokun Li,et al.  DNA methylation as an early diagnostic marker of cancer (Review) , 2014, Biomedical reports.

[38]  Xia Li,et al.  Comparative epigenetic analyses reveal distinct patterns of oncogenic pathways activation in breast cancer subtypes. , 2014, Human molecular genetics.

[39]  Jeffrey A. Wiser,et al.  ImmPort: disseminating data to the public for the future of immunology , 2014, Immunologic Research.

[40]  Claudia Angelini,et al.  Understanding gene regulatory mechanisms by integrating ChIP-seq and RNA-seq data: statistical solutions to biological problems , 2014, Front. Cell Dev. Biol..

[41]  Aly A. Khan,et al.  Gene regulatory networks in the immune system. , 2014, Trends in immunology.

[42]  Anaïs F. Bardet,et al.  Competition between DNA methylation and transcription factors determines binding of NRF1 , 2015, Nature.

[43]  G. von Heijne,et al.  Tissue-based map of the human proteome , 2015, Science.

[44]  P. Holland,et al.  Diversity of human and mouse homeobox gene expression in development and adult tissues , 2016, BMC Developmental Biology.

[45]  Xia Li,et al.  Extensive ceRNA–ceRNA interaction networks mediated by miRNAs regulate development in multiple rhesus tissues , 2016, Nucleic acids research.

[46]  J. Taipale,et al.  The role of enhancers in cancer , 2016, Nature Reviews Cancer.

[47]  Wei Jiang,et al.  Systematic dissection of dysregulated transcription factor–miRNA feed-forward loops across tumor types , 2015, Briefings Bioinform..

[48]  G. Stormo,et al.  Measuring quantitative effects of methylation on transcription factor–DNA binding affinity , 2017, Science Advances.

[49]  D. Schübeler,et al.  Impact of cytosine methylation on DNA binding specificities of human transcription factors , 2017, Science.

[50]  M. Ehrlich,et al.  THAP1: Role in Mouse Embryonic Stem Cell Survival and Differentiation , 2017, Stem cell reports.

[51]  P. Tamayo,et al.  Identification of novel prostate cancer drivers using RegNetDriver: a framework for integration of genetic and epigenetic alterations with tissue-specific regulatory network , 2017, Genome Biology.

[52]  Harukazu Suzuki,et al.  A screening system to identify transcription factors that induce binding site-directed DNA demethylation , 2017, Epigenetics & Chromatin.

[53]  Hui Zhou,et al.  ChIPBase v2.0: decoding transcriptional regulatory networks of non-coding RNAs and protein-coding genes from ChIP-seq data , 2016, Nucleic Acids Res..

[54]  Michael C. Ostrowski,et al.  The ETS family of oncogenic transcription factors in solid tumours , 2017, Nature Reviews Cancer.

[55]  Y. Hayashizaki,et al.  RUNX1 regulates site specificity of DNA demethylation by recruitment of DNA demethylation machineries in hematopoietic cells. , 2017, Blood advances.

[56]  Michael C. Ryan,et al.  Revealing the Determinants of Widespread Alternative Splicing Perturbation in Cancer. , 2017, Cell reports.

[57]  E. Morgunova,et al.  Structural perspective of cooperative transcription factor binding. , 2017, Current opinion in structural biology.

[58]  C. Lindskog,et al.  A pathology atlas of the human cancer transcriptome , 2017, Science.

[59]  Xia Li,et al.  LncMAP: Pan-cancer atlas of long noncoding RNA-mediated transcriptional network perturbations , 2018, Nucleic acids research.

[60]  Yadong Wang,et al.  MeDReaders: a database for transcription factors that bind to methylated DNA , 2017, Nucleic Acids Res..

[61]  G. Mills,et al.  Gene Regulatory Network Perturbation by Genetic and Epigenetic Variation. , 2018, Trends in biochemical sciences.

[62]  T. Hughes,et al.  The Human Transcription Factors , 2018, Cell.

[63]  N. Habermann,et al.  Robust prediction of gene regulation in colorectal cancer tissues from DNA methylation profiles , 2018, Epigenetics.

[64]  G. Mills,et al.  MERIT: Systematic Analysis and Characterization of Mutational Effect on RNA Interactome Topology , 2019, Hepatology.

[65]  Xia Li,et al.  FACER: comprehensive molecular and functional characterization of epigenetic chromatin regulators , 2018, Nucleic acids research.

[66]  B. Oldroyd,et al.  Unique DNA Methylation Profiles Are Associated with cis-Variation in Honey Bees , 2019, Genome biology and evolution.

[67]  Zhengtao Xiao,et al.  Dependency of the Cancer-Specific Transcriptional Regulation Circuitry on the Promoter DNA Methylome. , 2019, Cell reports.

[68]  Denis Thieffry,et al.  MethMotif: an integrative cell specific database of transcription factor binding motifs coupled with DNA methylation profiles , 2018, Nucleic Acids Res..

[69]  Li Wang,et al.  Lnc2Cancer v2.0: updated database of experimentally supported long non-coding RNAs in human cancers , 2018, Nucleic Acids Res..

[70]  Xia Li,et al.  Gain-of-Function Mutations: An Emerging Advantage for Cancer Biology. , 2019, Trends in biochemical sciences.