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PMID |
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TITLE |
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Integrative analysis of omics summary data reveals putative mechanisms underlying complex traits. |
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ABSTRACT |
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The identification of genes and regulatory elements underlying the associations discovered by GWAS is essential to understanding the aetiology of complex traits (including diseases). Here, we demonstrate an analytical paradigm of prioritizing genes and regulatory elements at GWAS loci for follow-up functional studies. We perform an integrative analysis that uses summary-level SNP data from multi-omics studies to detect DNA methylation (DNAm) sites associated with gene expression and phenotype through shared genetic effects (i.e., pleiotropy). We identify pleiotropic associations between 7858 DNAm sites and 2733 genes. These DNAm sites are enriched in enhancers and promoters, and >40% of them are mapped to distal genes. Further pleiotropic association analyses, which link both the methylome and transcriptome to 12 complex traits, identify 149 DNAm sites and 66 genes, indicating a plausible mechanism whereby the effect of a genetic variant on phenotype is mediated by genetic regulation of transcription through DNAm. |
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DATE PUBLISHED |
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HISTORY |
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PUBSTATUS |
PUBSTATUSDATE |
received |
2017/08/17 |
accepted |
2018/02/07 |
entrez |
2018/03/04 06:00 |
pubmed |
2018/03/04 06:00 |
medline |
2018/03/04 06:00 |
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AUTHORS |
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NAME |
COLLECTIVENAME |
LASTNAME |
FORENAME |
INITIALS |
AFFILIATION |
AFFILIATIONINFO |
Wu Y |
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Wu |
Yang |
Y |
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Institute for Molecular Bioscience, The University of Queensland, Brisbane, QLD, 4072, Australia. |
Zeng J |
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Zeng |
Jian |
J |
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Institute for Molecular Bioscience, The University of Queensland, Brisbane, QLD, 4072, Australia. |
Zhang F |
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Zhang |
Futao |
F |
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Institute for Molecular Bioscience, The University of Queensland, Brisbane, QLD, 4072, Australia. |
Zhu Z |
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Zhu |
Zhihong |
Z |
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Institute for Molecular Bioscience, The University of Queensland, Brisbane, QLD, 4072, Australia. |
Qi T |
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Qi |
Ting |
T |
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Institute for Molecular Bioscience, The University of Queensland, Brisbane, QLD, 4072, Australia. |
Zheng Z |
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Zheng |
Zhili |
Z |
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The Eye Hospital, School of Ophthalmology & Optometry, Wenzhou Medical University, Wenzhou, Zhejiang, 325027, China. |
Lloyd-Jones LR |
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Lloyd-Jones |
Luke R |
LR |
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Institute for Molecular Bioscience, The University of Queensland, Brisbane, QLD, 4072, Australia. |
Marioni RE |
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Marioni |
Riccardo E |
RE |
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Centre for Cognitive Ageing and Cognitive Epidemiology, Department of Psychology, University of Edinburgh, 7 George Square, Edinburgh, EH8 9JZ, UK. |
Martin NG |
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Martin |
Nicholas G |
NG |
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Genetics and Computational Biology, QIMR Berghofer Medical Research Institute, Brisbane, QLD, 4029, Australia. |
Montgomery GW |
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Montgomery |
Grant W |
GW |
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Institute for Molecular Bioscience, The University of Queensland, Brisbane, QLD, 4072, Australia. |
Deary IJ |
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Deary |
Ian J |
IJ |
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Centre for Cognitive Ageing and Cognitive Epidemiology, Department of Psychology, University of Edinburgh, 7 George Square, Edinburgh, EH8 9JZ, UK. |
Wray NR |
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Wray |
Naomi R |
NR |
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Queensland Brain Institute, The University of Queensland, Brisbane, QLD, 4072, Australia. |
Visscher PM |
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Visscher |
Peter M |
PM |
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Queensland Brain Institute, The University of Queensland, Brisbane, QLD, 4072, Australia. |
McRae AF |
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McRae |
Allan F |
AF |
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Institute for Molecular Bioscience, The University of Queensland, Brisbane, QLD, 4072, Australia. |
Yang J |
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Yang |
Jian |
J |
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Queensland Brain Institute, The University of Queensland, Brisbane, QLD, 4072, Australia. jian.yang@uq.edu.au. |
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INVESTIGATORS |
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JOURNAL |
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VOLUME: 9 |
ISSUE: 1 |
TITLE: Nature communications |
ISOABBREVIATION: Nat Commun |
YEAR: 2018 |
MONTH: Mar |
DAY: 02 |
MEDLINEDATE: |
SEASON: |
CITEDMEDIUM: Internet |
ISSN: 2041-1723 |
ISSNTYPE: Electronic |
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MEDLINE JOURNAL |
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MEDLINETA: Nat Commun |
COUNTRY: England |
ISSNLINKING: 2041-1723 |
NLMUNIQUEID: 101528555 |
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PUBLICATION TYPE |
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PUBLICATIONTYPE TEXT |
Journal Article |
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COMMENTS AND CORRECTIONS |
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REFTYPE |
REFSOURCE |
REFPMID |
NOTE |
Cites |
Nat Genet. 2016 Mar;48(3):245-52 |
26854917 |
|
Cites |
Exp Biol Med (Maywood). 2010 Jul;235(7):785-95 |
20558833 |
|
Cites |
N Engl J Med. 2015 Sep 3;373(10 ):895-907 |
26287746 |
|
Cites |
Nature. 2015 Feb 19;518(7539):317-30 |
25693563 |
|
Cites |
Int J Epidemiol. 2014 Apr;43(2):576-85 |
24671021 |
|
Cites |
Nat Neurosci. 2014 Oct;17 (10 ):1418-1428 |
25174004 |
|
Cites |
Cell. 2015 Aug 27;162(5):1051-65 |
26300125 |
|
Cites |
Am J Hum Genet. 2013 Nov 7;93(5):779-97 |
24210251 |
|
Cites |
Nat Genet. 2016 May;48(5):488-96 |
27064255 |
|
Cites |
Arterioscler Thromb Vasc Biol. 2017 Jun;37(6):1050-1057 |
28279971 |
|
Cites |
Nat Rev Genet. 2016 Aug 1;17 (9):551-65 |
27479905 |
|
Cites |
PLoS Genet. 2013;9(3):e1003355 |
23505390 |
|
Cites |
Nature. 2014 Jul 24;511(7510):421-7 |
25056061 |
|
Cites |
Stat Methods Med Res. 2017 Oct;26(5):2333-2355 |
26282889 |
|
Cites |
Nat Rev Genet. 2011 Jul 12;12(8):529-41 |
21747404 |
|
Cites |
Nucleic Acids Res. 2010 Jan;38(3):e17 |
19923232 |
|
Cites |
Nat Genet. 2013 Oct;45(10 ):1238-1243 |
24013639 |
|
Cites |
Aging (Albany NY). 2016 Sep 28;8(9):1844-1865 |
27690265 |
|
Cites |
Nat Neurosci. 2016 Nov;19(11):1442-1453 |
27668389 |
|
Cites |
Science. 2016 Apr 29;352(6285):600-4 |
27126046 |
|
Cites |
Nucleic Acids Res. 2014 Jan;42(Database issue):D1001-6 |
24316577 |
|
Cites |
Nat Genet. 2015 Sep;47(9):979-986 |
26192919 |
|
Cites |
PLoS Genet. 2014 May 15;10(5):e1004383 |
24830394 |
|
Cites |
Nature. 2017 Jan 5;541(7635):81-86 |
28002404 |
|
Cites |
Science. 2013 Mar 1;339(6123):1074-7 |
23328393 |
|
Cites |
Am J Hum Genet. 2011 Nov 11;89(5):607-18 |
22077970 |
|
Cites |
Am J Hum Genet. 2017 Feb 2;100(2):371 |
28157541 |
|
Cites |
Nucleic Acids Res. 2011 Jan;39(Database issue):D1035-41 |
21059682 |
|
Cites |
Nature. 2012 Sep 6;489(7414):57-74 |
22955616 |
|
Cites |
Nat Genet. 2015 Oct;47(10 ):1121-1130 |
26343387 |
|
Cites |
Cell. 2016 Jun 2;165(6):1519-1529 |
27259153 |
|
Cites |
Nat Genet. 2014 Nov;46(11):1173-86 |
25282103 |
|
Cites |
Genome Biol. 2004;5(10):R80 |
15461798 |
|
Cites |
Epigenetics Chromatin. 2013 Mar 03;6(1):4 |
23452981 |
|
Cites |
Nature. 2014 Feb 20;506(7488):376-81 |
24390342 |
|
Cites |
Genome Res. 2012 Sep;22(9):1760-74 |
22955987 |
|
Cites |
Genome Biol. 2017 May 16;18(1):86 |
28506277 |
|
Cites |
Nat Genet. 2015 Nov;47(11):1236-41 |
26414676 |
|
Cites |
Sci Rep. 2016 Sep 08;6:32894 |
27604177 |
|
Cites |
Nature. 2010 Aug 5;466(7307):714-9 |
20686566 |
|
Cites |
Nat Genet. 2016 May;48(5):481-7 |
27019110 |
|
Cites |
Nat Rev Genet. 2014 Apr;15(4):272-86 |
24614317 |
|
Cites |
Nature. 2016 May 11;533(7604):539-42 |
27225129 |
|
Cites |
Nat Genet. 2016 Jul;48(7):709-17 |
27182965 |
|
Cites |
Nat Genet. 2017 Jan;49(1):139-145 |
27918533 |
|
Cites |
Nat Genet. 2013 Dec;45(12):1452-8 |
24162737 |
|
Cites |
Lancet Diabetes Endocrinol. 2015 Jul;3(7):526-534 |
26095709 |
|
Cites |
Nature. 2014 Feb 27;506(7489):456-62 |
24553140 |
|
Cites |
Cell. 2017 Jun 15;169(7):1177-1186 |
28622505 |
|
Cites |
Stat Med. 2008 Apr 15;27(8):1133-63 |
17886233 |
|
Cites |
PLoS Med. 2015 Mar 31;12 (3):e1001779 |
25826379 |
|
Cites |
Nature. 2015 Feb 12;518(7538):187-196 |
25673412 |
|
Cites |
Nature. 2014 Mar 20;507(7492):371-5 |
24646999 |
|
Cites |
Nat Genet. 2015 Sep;47(9):1091-8 |
26258848 |
|
Cites |
Nature. 2010 Oct 28;467(7319):1061-73 |
20981092 |
|
Cites |
Nat Biotechnol. 2016 Feb;34(2):192-8 |
26751173 |
|
Cites |
Nat Genet. 2013 Nov;45(11):1274-1283 |
24097068 |
|
Cites |
Am J Hum Genet. 2012 Jan 13;90(1):7-24 |
22243964 |
|
Cites |
Am J Hum Genet. 2017 Jun 1;100(6):954-959 |
28528868 |
|
Cites |
Nat Methods. 2012 Feb 28;9(3):215-6 |
22373907 |
|
Cites |
Nature. 2015 Jan 15;517(7534):321-6 |
25592537 |
|
Cites |
PLoS One. 2012;7(4):e35430 |
22563384 |
|
Cites |
Nat Genet. 2012 Sep;44(9):981-90 |
22885922 |
|
Cites |
Nat Biotechnol. 2013 Feb;31(2):142-7 |
23334450 |
|
Cites |
Nature. 2015 Feb 19;518(7539):337-43 |
25363779 |
|
Cites |
Science. 2015 May 8;348(6235):648-60 |
25954001 |
|
Cites |
Nature. 2012 Oct 11;490(7419):267-72 |
22982992 |
|
Cites |
Nucleic Acids Res. 2012 Jan;40(Database issue):D1128-36 |
21948793 |
|
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GENERAL NOTE |
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CHEMICALS |
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