Reconstruction of enhancer-target networks in 935 samples of human primary cells, tissues and cell lines

被引:160
作者
Cao, Qin [1 ]
Anyansi, Christine [1 ,2 ]
Hu, Xihao [1 ]
Xu, Liangliang [3 ]
Xiong, Lei [4 ]
Tang, Wenshu [3 ]
Mok, Myth T. S. [3 ]
Cheng, Chao [5 ]
Fan, Xiaodan [6 ]
Gerstein, Mark [7 ,8 ,9 ]
Cheng, Alfred S. L. [3 ]
Yip, Kevin Y. [1 ,10 ,11 ,12 ]
机构
[1] Chinese Univ Hong Kong, Dept Comp Sci & Engn, Shatin, Hong Kong, Peoples R China
[2] Vrije Univ Amsterdam, Dept Comp Sci, Amsterdam, Netherlands
[3] Chinese Univ Hong Kong, Sch Biomed Sci, Shatin, Hong Kong, Peoples R China
[4] Chinese Univ Hong Kong, Dept Anat & Cellular Pathol, Shatin, Hong Kong, Peoples R China
[5] Dartmouth Coll, Dept Biomed Data Sci, Hanover, NH 03755 USA
[6] Chinese Univ Hong Kong, Dept Stat, Shatin, Hong Kong, Peoples R China
[7] Yale Univ, Program Computat Biol & Bioinformat, New Haven, CT USA
[8] Yale Univ, Dept Mol Biophys & Biochem, New Haven, CT USA
[9] Yale Univ, Dept Comp Sci, POB 2158, New Haven, CT 06520 USA
[10] Chinese Univ Hong Kong, Hong Kong Bioinformat Ctr, Shatin, Hong Kong, Peoples R China
[11] Chinese Univ Hong Kong, CUHK BGI Innovat Inst Transomics, Shatin, Hong Kong, Peoples R China
[12] Chinese Univ Hong Kong, Hong Kong Inst Diabet & Obes, Shatin, Hong Kong, Peoples R China
关键词
TERT PROMOTER MUTATIONS; SUPER-ENHANCERS; HUMAN GENOME; INTEGRATIVE ANALYSIS; BINDING PROTEIN; MAP; P53; INTERACTOME; RECURRENCE; EXPRESSION;
D O I
10.1038/ng.3950
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
We propose a new method for determining the target genes of transcriptional enhancers in specific cells and tissues. It combines global trends across many samples and sample-specific information, and considers the joint effect of multiple enhancers. Our method outperforms existing methods when predicting the target genes of enhancers in unseen samples, as evaluated by independent experimental data. Requiring few types of input data, we are able to apply our method to reconstruct the enhancer-target networks in 935 samples of human primary cells, tissues and cell lines, which constitute by far the largest set of enhancer-target networks. The similarity of these networks from different samples closely follows their cell and tissue lineages. We discover three major coregulation modes of enhancers and find defense-related genes often simultaneously regulated by multiple enhancers bound by different transcription factors. We also identify differentially methylated enhancers in hepatocellular carcinoma (HCC) and experimentally confirm their altered regulation of HCC-related genes.
引用
收藏
页码:1428 / +
页数:12
相关论文
共 57 条
[1]   An atlas of active enhancers across human cell types and tissues [J].
Andersson, Robin ;
Gebhard, Claudia ;
Miguel-Escalada, Irene ;
Hoof, Ilka ;
Bornholdt, Jette ;
Boyd, Mette ;
Chen, Yun ;
Zhao, Xiaobei ;
Schmidl, Christian ;
Suzuki, Takahiro ;
Ntini, Evgenia ;
Arner, Erik ;
Valen, Eivind ;
Li, Kang ;
Schwarzfischer, Lucia ;
Glatz, Dagmar ;
Raithel, Johanna ;
Lilje, Berit ;
Rapin, Nicolas ;
Bagger, Frederik Otzen ;
Jorgensen, Mette ;
Andersen, Peter Refsing ;
Bertin, Nicolas ;
Rackham, Owen ;
Burroughs, A. Maxwell ;
Baillie, J. Kenneth ;
Ishizu, Yuri ;
Shimizu, Yuri ;
Furuhata, Erina ;
Maeda, Shiori ;
Negishi, Yutaka ;
Mungall, Christopher J. ;
Meehan, Terrence F. ;
Lassmann, Timo ;
Itoh, Masayoshi ;
Kawaji, Hideya ;
Kondo, Naoto ;
Kawai, Jun ;
Lennartsson, Andreas ;
Daub, Carsten O. ;
Heutink, Peter ;
Hume, David A. ;
Jensen, Torben Heick ;
Suzuki, Harukazu ;
Hayashizaki, Yoshihide ;
Mueller, Ferenc ;
Forrest, Alistair R. R. ;
Carninci, Piero ;
Rehli, Michael ;
Sandelin, Albin .
NATURE, 2014, 507 (7493) :455-+
[2]   DNA methylation of distal regulatory sites characterizes dysregulation of cancer genes [J].
Aran, Dvir ;
Sabato, Sivan ;
Hellman, Asaf .
GENOME BIOLOGY, 2013, 14 (03)
[3]   Multiple independent variants at the TERT locus are associated with telomere length and risks of breast and ovarian cancer [J].
Bojesen, Stig E. ;
Pooley, Karen A. ;
Johnatty, Sharon E. ;
Beesley, Jonathan ;
Michailidou, Kyriaki ;
Tyrer, Jonathan P. ;
Edwards, Stacey L. ;
Pickett, Hilda A. ;
Shen, Howard C. ;
Smart, Chanel E. ;
Hillman, Kristine M. ;
Mai, Phuong L. ;
Lawrenson, Kate ;
Stutz, Michael D. ;
Lu, Yi ;
Karevan, Rod ;
Woods, Nicholas ;
Johnston, Rebecca L. ;
French, Juliet D. ;
Chen, Xiaoqing ;
Weischer, Maren ;
Nielsen, Sune F. ;
Maranian, Melanie J. ;
Ghoussaini, Maya ;
Ahmed, Shahana ;
Baynes, Caroline ;
Bolla, Manjeet K. ;
Wang, Qin ;
Dennis, Joe ;
McGuffog, Lesley ;
Barrowdale, Daniel ;
Lee, Andrew ;
Healey, Sue ;
Lush, Michael ;
Tessier, Daniel C. ;
Vincent, Daniel ;
Bacot, Francis ;
Vergote, Ignace ;
Lambrechts, Sandrina ;
Despierre, Evelyn ;
Risch, Harvey A. ;
Gonzalez-Neira, Anna ;
Rossing, Mary Anne ;
Pita, Guillermo ;
Doherty, Jennifer A. ;
Alvarez, Nuria ;
Larson, Melissa C. ;
Fridley, Brooke L. ;
Schoof, Nils ;
Chang-Claude, Jenny .
NATURE GENETICS, 2013, 45 (04) :371-384
[4]   Understanding transcriptional regulation by integrative analysis of transcription factor binding data [J].
Cheng, Chao ;
Alexander, Roger ;
Min, Renqiang ;
Leng, Jing ;
Yip, Kevin Y. ;
Rozowsky, Joel ;
Yan, Koon-Kiu ;
Dong, Xianjun ;
Djebali, Sarah ;
Ruan, Yijun ;
Davis, Carrie A. ;
Carninci, Piero ;
Lassman, Timo ;
Gingerasi, Thomas R. ;
Guigo, Roderic ;
Birney, Ewan ;
Weng, Zhiping ;
Snyder, Michael ;
Gerstein, Mark .
GENOME RESEARCH, 2012, 22 (09) :1658-1667
[5]   Combinatorial effects of multiple enhancer variants in linkage disequilibrium dictate levels of gene expression to confer susceptibility to common traits [J].
Corradin, Olivia ;
Saiakhova, Alina ;
Akhtar-Zaidi, Batool ;
Myeroff, Lois ;
Willis, Joseph ;
Iari, Richard Cowper-Sal ;
Lupien, Mathieu ;
Markowitz, Sanford ;
Scacheri, Peter C. .
GENOME RESEARCH, 2014, 24 (01) :1-13
[6]   Topological domains in mammalian genomes identified by analysis of chromatin interactions [J].
Dixon, Jesse R. ;
Selvaraj, Siddarth ;
Yue, Feng ;
Kim, Audrey ;
Li, Yan ;
Shen, Yin ;
Hu, Ming ;
Liu, Jun S. ;
Ren, Bing .
NATURE, 2012, 485 (7398) :376-380
[7]   Modeling gene expression using chromatin features in various cellular contexts [J].
Dong, Xianjun ;
Greven, Melissa C. ;
Kundaje, Anshul ;
Djebali, Sarah ;
Brown, James B. ;
Cheng, Chao ;
Gingeras, Thomas R. ;
Gerstein, Mark ;
Guigo, Roderic ;
Birney, Ewan ;
Weng, Zhiping .
GENOME BIOLOGY, 2012, 13 (09)
[8]   Chromosome Conformation Capture Carbon Copy (5C): A massively parallel solution for mapping interactions between genomic elements [J].
Dostie, Josee ;
Richmond, Todd A. ;
Arnaout, Ramy A. ;
Selzer, Rebecca R. ;
Lee, William L. ;
Honan, Tracey A. ;
Rubio, Eric D. ;
Krumm, Anton ;
Lamb, Justin ;
Nusbaum, Chad ;
Green, Roland D. ;
Dekker, Job .
GENOME RESEARCH, 2006, 16 (10) :1299-1309
[9]   Large-scale imputation of epigenomic datasets for systematic annotation of diverse human tissues [J].
Ernst, Jason ;
Kellis, Manolis .
NATURE BIOTECHNOLOGY, 2015, 33 (04) :364-U74
[10]   Mapping and analysis of chromatin state dynamics in nine human cell types [J].
Ernst, Jason ;
Kheradpour, Pouya ;
Mikkelsen, Tarjei S. ;
Shoresh, Noam ;
Ward, Lucas D. ;
Epstein, Charles B. ;
Zhang, Xiaolan ;
Wang, Li ;
Issner, Robbyn ;
Coyne, Michael ;
Ku, Manching ;
Durham, Timothy ;
Kellis, Manolis ;
Bernstein, Bradley E. .
NATURE, 2011, 473 (7345) :43-U52