Functional DNA methylation differences between tissues, cell types, and across individuals discovered using the M&M algorithm

被引:142
作者
Zhang, Bo [1 ]
Zhou, Yan [2 ,3 ,4 ]
Lin, Nan [5 ,6 ]
Lowdon, Rebecca F. [1 ]
Hong, Chibo [7 ]
Nagarajan, Raman P. [7 ]
Cheng, Jeffrey B. [8 ]
Li, Daofeng [1 ]
Stevens, Michael [1 ]
Lee, Hyung Joo [1 ]
Xing, Xiaoyun [1 ]
Zhou, Jia [1 ]
Sundaram, Vasavi [1 ]
Elliott, GiNell [1 ]
Gu, Junchen [1 ]
Shi, Taoping [1 ]
Gascard, Philippe [9 ]
Sigaroudinia, Mahvash [9 ]
Tisty, Thea D. [9 ]
Kadlecek, Theresa [10 ]
Weiss, Arthur [10 ]
O'Geen, Henriette [11 ]
Farnham, Peggy J. [12 ]
Maire, Cecile L. [13 ]
Ligon, Keith L. [13 ,14 ,15 ]
Madden, Pamela A. F. [16 ]
Tam, Angela [17 ]
Moore, Richard [17 ]
Hirst, Martin [17 ,18 ]
Marra, Marco A. [17 ]
Zhang, Baoxue [2 ,3 ]
Costello, Joseph F. [7 ]
Wang, Ting [1 ]
机构
[1] Washington Univ, Sch Med, Dept Genet, Ctr Genome Sci & Syst Biol, St Louis, MO 63108 USA
[2] NE Normal Univ, Key Lab Appl Stat MOE, Changchun 130024, Jilin Province, Peoples R China
[3] NE Normal Univ, Sch Math & Stat, Changchun 130024, Jilin Province, Peoples R China
[4] Harbin Univ Sci & Technol, Sch Appl Sci, Harbin 150080, Peoples R China
[5] Washington Univ, Dept Math, St Louis, MO 63130 USA
[6] Washington Univ, Div Biostat, St Louis, MO 63130 USA
[7] Univ Calif San Francisco, Dept Neurosurg, Brain Tumor Res Ctr, Helen Diller Family Comprehens Canc Ctr, San Francisco, CA 94143 USA
[8] Univ Calif San Francisco, Dept Dermatol, San Francisco, CA 94143 USA
[9] Univ Calif San Francisco, Dept Pathol, Helen Diller Family Comprehens Canc Ctr, San Francisco, CA 94143 USA
[10] Univ Calif San Francisco, Howard Hughes Med Inst, Div Rheumatol, San Francisco, CA 94143 USA
[11] Univ Calif Davis, Genome Ctr, Davis, CA 95616 USA
[12] Univ So Calif, Dept Biochem & Mol Biol, Kenneth Norris Jr Comprehens Canc Ctr, Los Angeles, CA 90089 USA
[13] Dana Farber Canc Inst, Ctr Mol Oncol Pathol, Dept Med Oncol, Boston, MA 02215 USA
[14] Childrens Hosp, Brigham & Womens Hosp, Dept Pathol, Boston, MA 02115 USA
[15] Harvard Univ, Sch Med, Boston, MA 02115 USA
[16] Washington Univ, Sch Med, Dept Psychiat, St Louis, MO 63110 USA
[17] BC Canc Agcy, Canadas Michael Smith Genome Sci Ctr, Vancouver, BC VSZ 4S6, Canada
[18] Univ British Columbia, Dept Microbiol & Immunol, Vancouver, BC V6T 1Z3, Canada
基金
美国国家科学基金会;
关键词
EPIGENETIC TRANSGENERATIONAL INHERITANCE; CD4(+) T-CELLS; CYTOSINE METHYLATION; GENOME BROWSER; REGIONS TDMS; GENE; WIDE; EXPRESSION; METHYLOME; REVEALS;
D O I
10.1101/gr.156539.113
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
DNA methylation plays key roles in diverse biological processes such as X chromosome inactivation, transposable element repression, genomic imprinting, and tissue-specific gene expression. Sequencing-based DNA methylation profiling provides an unprecedented opportunity to map and compare complete DNA methylomes. This includes one of the most widely applied technologies for measuring DNA methylation: methylated DNA immunoprecipitation followed by sequencing (MeDIP-seq), coupled with a complementary method, methylation-sensitive restriction enzyme sequencing (MRE-seq). A computational approach that integrates data from these two different but complementary assays and predicts methylation differences between samples has been unavailable. Here, we present a novel integrative statistical framework MUM (for integration of MeDIP-seq and MRE-seq) that dynamically scales, normalizes, and combines MeDIP-seq and MRE-seq data to detect differentially methylated regions. Using sample-matched whole-genome bisulfite sequencing (WGBS) as a gold standard, we demonstrate superior accuracy and reproducibility of MUM compared to existing analytical methods for MeDIP-seq data alone. M&M leverages the complementary nature of MeDIP-seq and MRE-seq data to allow rapid comparative analysis between whole methylomes at a fraction of the cost of WGBS. Comprehensive analysis of nineteen human DNA methylomes with M&M reveals distinct DNA methylation patterns among different tissue types, cell types, and individuals, potentially underscoring divergent epigenetic regulation at different scales of phenotypic diversity. We find that differential DNA methylation at enhancer elements, with concurrent changes in histone modifications and transcription factor binding, is common at the cell, tissue, and individual levels, whereas promoter methylation is more prominent in reinforcing fundamental tissue identities.
引用
收藏
页码:1522 / 1540
页数:19
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