Shared activity patterns arising at genetic susceptibility loci reveal underlying genomic and cellular architecture of human disease

被引:11
作者
Baillie, J. Kenneth [1 ,2 ,3 ]
Bretherick, Andrew [1 ]
Haley, Christopher S. [1 ,4 ]
Clohisey, Sara [1 ]
Grays, Alan [5 ]
Neyton, Lucile P. A. [1 ]
Barrett, Jeffrey [6 ]
Stahl, Eli A. [7 ]
Tenesa, Albert [1 ]
Andersson, Robin [8 ]
Brown, J. Ben [9 ]
Faulkner, Geoffrey J. [10 ]
Lizio, Marina [11 ]
Schaefer, Ulf [12 ]
Daub, Carsten [11 ]
Itoh, Masayoshi [11 ,13 ]
Kondo, Naoto [11 ]
Lassmann, Timo [11 ]
Kawai, Jun [11 ]
Mole, Damian [2 ]
Bajic, Vladimir B. [14 ]
Heutink, Peter [15 ]
Rehli, Michael [16 ]
Kawaji, Hideya [11 ,13 ]
Sandelin, Albin [8 ]
Suzuki, Harukazu [11 ]
Satsangi, Jack
Wells, Christine A. [17 ]
Hacohen, Nir [18 ]
Freeman, Thomas C. [1 ]
Hayashizaki, Yoshihide [11 ]
Carninci, Piero [11 ]
Forrest, Alistair R. R. [1 ,19 ,20 ]
Hume, David A. [1 ,10 ]
机构
[1] Univ Edinburgh, Roslin Inst, Div Genet & Genom, Edinburgh, Midlothian, Scotland
[2] Univ Edinburgh, Ctr Inflammat Res, Edinburgh, Midlothian, Scotland
[3] Royal Infirm Edinburgh NHS Trust, Intens Care Unit, Edinburgh, Midlothian, Scotland
[4] Univ Edinburgh, Inst Genet & Mol Med, Edinburgh, Midlothian, Scotland
[5] Univ Edinburgh, Edinburgh Parallel Comp Ctr, Edinburgh, Midlothian, Scotland
[6] Wellcome Trust Sanger Inst, Stat Genet, Wellcome Trust Genome Campus, Cambridge, England
[7] Icahn Sch Med Mt Sinai, Ctr Stat Genet, New York, NY 10029 USA
[8] Univ Copenhagen, Dept Biol, Bioinformat Ctr, Copenhagen, Denmark
[9] Univ Calif Berkeley, Dept Stat, Berkeley, CA 94720 USA
[10] Univ Queensland, Mater Res Inst, Brisbane, Qld, Australia
[11] RIKEN Omics Sci Ctr, Yokohama, Kanagawa, Japan
[12] Publ Hlth England, Dept Infect Dis Informat, Colindale, England
[13] RIKEN Prevent Med & Diag Innovat Program, Wako, Saitama, Japan
[14] King Abdullah Univ Sci & Technol KAUST, Computat Biosci Res Ctr, Thuwal, Saudi Arabia
[15] German Ctr Neurodegenerat Dis, Tubingen, Germany
[16] Univ Hosp Regensburg, Dept Hematol, Regensburg, Germany
[17] Univ Queensland, Australian Inst Bioengn & Nanotechnol, St Lucia, Qld, Australia
[18] Broad Inst Harvard & MIT, Cambridge, England
[19] Univ Western Australia, QEII Med Ctr, Harry Perkins Inst Med Res, Perth, WA, Australia
[20] Univ Western Australia, QEII Med Ctr, Ctr Med Res, Perth, WA, Australia
基金
澳大利亚国家健康与医学研究理事会; 英国生物技术与生命科学研究理事会; 欧洲研究理事会; 英国医学研究理事会; 英国惠康基金;
关键词
WIDE ASSOCIATION; CROHNS-DISEASE; CHOLESTEROL; EXPRESSION; HERITABILITY; METAANALYSIS; ENHANCERS;
D O I
10.1371/journal.pcbi.1005934
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Genetic variants underlying complex traits, including disease susceptibility, are enriched within the transcriptional regulatory elements, promoters and enhancers. There is emerging evidence that regulatory elements associated with particular traits or diseases share similar patterns of transcriptional activity. Accordingly, shared transcriptional activity (coexpression) may help prioritise loci associated with a given trait, and help to identify underlying biological processes. Using cap analysis of gene expression (CAGE) profiles of promoter- and enhancer-derived RNAs across 1824 human samples, we have analysed coexpression of RNAs originating from trait-associated regulatory regions using a novel quantitative method (network density analysis; NDA). For most traits studied, phenotype-associated variants in regulatory regions were linked to tightly-coexpressed networks that are likely to share important functional characteristics. Coexpression provides a new signal, independent of phenotype association, to enable fine mapping of causative variants. The NDA coexpression approach identifies new genetic variants associated with specific traits, including an association between the regulation of the OCT1 cation transporter and genetic variants underlying circulating cholesterol levels. NDA strongly implicates particular cell types and tissues in disease pathogenesis. For example, distinct groupings of disease-associated regulatory regions implicate two distinct biological processes in the pathogenesis of ulcerative colitis; a further two separate processes are implicated in Crohn's disease. Thus, our functional analysis of genetic predisposition to disease defines new distinct disease endotypes. We predict that patients with a preponderance of susceptibility variants in each group are likely to respond differently to pharmacological therapy. Together, these findings enable a deeper biological understanding of the causal basis of complex traits.
引用
收藏
页数:24
相关论文
共 42 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]   Transcribed enhancers lead waves of coordinated transcription in transitioning mammalian cells [J].
Arner, Erik ;
Daub, Carsten O. ;
Vitting-Seerup, Kristoffer ;
Andersson, Robin ;
Lilje, Berit ;
Drablos, Finn ;
Lennartsson, Andreas ;
Roennerblad, Michelle ;
Hrydziuszko, Olga ;
Vitezic, Morana ;
Freeman, Tom C. ;
Alhendi, Ahmad M. N. ;
Arner, Peter ;
Axton, Richard ;
Baillie, J. Kenneth ;
Beckhouse, Anthony ;
Bodega, Beatrice ;
Briggs, James ;
Brombacher, Frank ;
Davis, Margaret ;
Detmar, Michael ;
Ehrlund, Anna ;
Endoh, Mitsuhiro ;
Eslami, Afsaneh ;
Fagiolini, Michela ;
Fairbairn, Lynsey ;
Faulkner, Geoffrey J. ;
Ferrai, Carmelo ;
Fisher, Malcolm E. ;
Forrester, Lesley ;
Goldowitz, Daniel ;
Guler, Reto ;
Ha, Thomas ;
Hara, Mitsuko ;
Herlyn, Meenhard ;
Ikawa, Tomokatsu ;
Kai, Chieko ;
Kawamoto, Hiroshi ;
Khachigian, Levon M. ;
Klinken, S. Peter ;
Kojima, Soichi ;
Koseki, Haruhiko ;
Klein, Sarah ;
Mejhert, Niklas ;
Miyaguchi, Ken ;
Mizuno, Yosuke ;
Morimoto, Mitsuru ;
Morris, Kelly J. ;
Mummery, Christine ;
Nakachi, Yutaka .
SCIENCE, 2015, 347 (6225) :1010-1014
[3]   Drug therapy - Metformin [J].
Bailey, CJ ;
Turner, RC .
NEW ENGLAND JOURNAL OF MEDICINE, 1996, 334 (09) :574-579
[4]   Analysis of the human monocyte-derived macrophage transcriptome and response to lipopolysaccharide provides new insights into genetic aetiology of inflammatory bowel disease [J].
Baillie, J. Kenneth ;
Arner, Erik ;
Daub, Carsten ;
De Hoon, Michiel ;
Itoh, Masayoshi ;
Kawaji, Hideya ;
Lassmann, Timo ;
Carninci, Piero ;
Forrest, Alistair R. R. ;
Hayashizaki, Yoshihide ;
Consortium, Fantom ;
Faulkner, Geoffrey J. ;
Wells, Christine A. ;
Rehli, Michael ;
Pavli, Paul ;
Summers, Kim M. ;
Hume, David A. .
PLOS GENETICS, 2017, 13 (03)
[5]   Targeting the host immune response to fight infection [J].
Baillie, J. Kenneth .
SCIENCE, 2014, 344 (6186) :807-808
[6]   The transcriptional landscape of the mammalian genome [J].
Carninci, P ;
Kasukawa, T ;
Katayama, S ;
Gough, J ;
Frith, MC ;
Maeda, N ;
Oyama, R ;
Ravasi, T ;
Lenhard, B ;
Wells, C ;
Kodzius, R ;
Shimokawa, K ;
Bajic, VB ;
Brenner, SE ;
Batalov, S ;
Forrest, ARR ;
Zavolan, M ;
Davis, MJ ;
Wilming, LG ;
Aidinis, V ;
Allen, JE ;
Ambesi-Impiombato, X ;
Apweiler, R ;
Aturaliya, RN ;
Bailey, TL ;
Bansal, M ;
Baxter, L ;
Beisel, KW ;
Bersano, T ;
Bono, H ;
Chalk, AM ;
Chiu, KP ;
Choudhary, V ;
Christoffels, A ;
Clutterbuck, DR ;
Crowe, ML ;
Dalla, E ;
Dalrymple, BP ;
de Bono, B ;
Della Gatta, G ;
di Bernardo, D ;
Down, T ;
Engstrom, P ;
Fagiolini, M ;
Faulkner, G ;
Fletcher, CF ;
Fukushima, T ;
Furuno, M ;
Futaki, S ;
Gariboldi, M .
SCIENCE, 2005, 309 (5740) :1559-1563
[7]   OCT1 is a high-capacity thiamine transporter that regulates hepatic steatosis and is a target of metformin [J].
Chen, Ligong ;
Shu, Yan ;
Liang, Xiaomin ;
Chen, Eugene C. ;
Yee, Sook Wah ;
Zur, Arik A. ;
Li, Shuanglian ;
Xu, Lu ;
Keshari, Kayvan R. ;
Lin, Michael J. ;
Chien, Huan-Chieh ;
Zhang, Youcai ;
Morrissey, Kari M. ;
Liu, Jason ;
Ostrem, Jonathan ;
Younger, Noah S. ;
Kurhanewicz, John ;
Shokat, Kevan M. ;
Ashrafi, Kaveh ;
Giacomini, Kathleen M. .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2014, 111 (27) :9983-9988
[8]   The expression of the solute carriers NTCP and OCT-1 is regulated by cholesterol in HepG2 cells [J].
Dias, Vera ;
Ribeiro, Vera .
FUNDAMENTAL & CLINICAL PHARMACOLOGY, 2007, 21 (04) :445-450
[9]   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
[10]   Genetic and epigenetic fine mapping of causal autoimmune disease variants [J].
Farh, Kyle Kai-How ;
Marson, Alexander ;
Zhu, Jiang ;
Kleinewietfeld, Markus ;
Housley, William J. ;
Beik, Samantha ;
Shoresh, Noam ;
Whitton, Holly ;
Ryan, Russell J. H. ;
Shishkin, Alexander A. ;
Hatan, Meital ;
Carrasco-Alfonso, Marlene J. ;
Mayer, Dita ;
Luckey, C. John ;
Patsopoulos, Nikolaos A. ;
De Jager, Philip L. ;
Kuchroo, Vijay K. ;
Epstein, Charles B. ;
Daly, Mark J. ;
Hafler, David A. ;
Bernstein, Bradley E. .
NATURE, 2015, 518 (7539) :337-343