Linking protein to phenotype with Mendelian Randomization detects 38 proteins with causal roles in human diseases and traits.


Journal

PLoS genetics
ISSN: 1553-7404
Titre abrégé: PLoS Genet
Pays: United States
ID NLM: 101239074

Informations de publication

Date de publication:
07 2020
Historique:
received: 24 06 2019
accepted: 21 04 2020
entrez: 7 7 2020
pubmed: 7 7 2020
medline: 9 9 2020
Statut: epublish

Résumé

To efficiently transform genetic associations into drug targets requires evidence that a particular gene, and its encoded protein, contribute causally to a disease. To achieve this, we employ a three-step proteome-by-phenome Mendelian Randomization (MR) approach. In step one, 154 protein quantitative trait loci (pQTLs) were identified and independently replicated. From these pQTLs, 64 replicated locally-acting variants were used as instrumental variables for proteome-by-phenome MR across 846 traits (step two). When its assumptions are met, proteome-by-phenome MR, is equivalent to simultaneously running many randomized controlled trials. Step 2 yielded 38 proteins that significantly predicted variation in traits and diseases in 509 instances. Step 3 revealed that amongst the 271 instances from GeneAtlas (UK Biobank), 77 showed little evidence of pleiotropy (HEIDI), and 92 evidence of colocalization (eCAVIAR). Results were wide ranging: including, for example, new evidence for a causal role of tyrosine-protein phosphatase non-receptor type substrate 1 (SHPS1; SIRPA) in schizophrenia, and a new finding that intestinal fatty acid binding protein (FABP2) abundance contributes to the pathogenesis of cardiovascular disease. We also demonstrated confirmatory evidence for the causal role of four further proteins (FGF5, IL6R, LPL, LTA) in cardiovascular disease risk.

Identifiants

pubmed: 32628676
doi: 10.1371/journal.pgen.1008785
pii: PGENETICS-D-19-01022
pmc: PMC7337286
doi:

Substances chimiques

Antigens, Differentiation 0
FABP2 protein, human 0
FGF5 protein, human 0
Fatty Acid-Binding Proteins 0
IL6R protein, human 0
LTA protein, human 0
Lymphotoxin-alpha 0
Proteome 0
Receptors, Immunologic 0
Receptors, Interleukin-6 0
SIRPA protein, human 0
Fibroblast Growth Factor 5 129653-64-1
LPL protein, human EC 3.1.1.34
Lipoprotein Lipase EC 3.1.1.34

Types de publication

Journal Article Research Support, Non-U.S. Gov't

Langues

eng

Sous-ensembles de citation

IM

Pagination

e1008785

Subventions

Organisme : Chief Scientist Office
ID : CZB/4/710
Pays : United Kingdom
Organisme : Biotechnology and Biological Sciences Research Council
ID : BBS/E/D/20002172
Pays : United Kingdom
Organisme : Medical Research Council
ID : MC_PC_U127592696
Pays : United Kingdom
Organisme : Wellcome Trust
ID : 103258/Z/13/Z,A
Pays : United Kingdom
Organisme : Medical Research Council
ID : MC_UU_12008/1
Pays : United Kingdom
Organisme : Medical Research Council
ID : MC_UU_00007/15
Pays : United Kingdom
Organisme : Biotechnology and Biological Sciences Research Council
ID : BBS/E/D/30002276
Pays : United Kingdom
Organisme : Biotechnology and Biological Sciences Research Council
ID : BBS/E/D/20002174
Pays : United Kingdom
Organisme : Medical Research Council
ID : MR/R025851/1
Pays : United Kingdom
Organisme : Arthritis Research UK
Pays : United Kingdom
Organisme : Medical Research Council
ID : MR/P015514/1
Pays : United Kingdom
Organisme : Chief Scientist Office
ID : CZB/4/276
Pays : United Kingdom
Organisme : Wellcome Trust
Pays : United Kingdom
Organisme : Biotechnology and Biological Sciences Research Council
ID : BBS/E/D/10002071
Pays : United Kingdom
Organisme : Wellcome Trust
ID : 204979/Z/16/Z
Pays : United Kingdom
Organisme : Medical Research Council
ID : MC_UU_00007/10
Pays : United Kingdom
Organisme : Medical Research Council
ID : MR/N003179/1
Pays : United Kingdom
Organisme : Biotechnology and Biological Sciences Research Council
ID : BBS/E/D/30002275
Pays : United Kingdom

Déclaration de conflit d'intérêts

The authors have declared that no competing interests exist.

Références

Nat Genet. 2015 Sep;47(9):979-986
pubmed: 26192919
Am J Hum Genet. 2008 Sep;83(3):359-72
pubmed: 18760389
Nat Rev Drug Discov. 2009 Dec;8(12):959-68
pubmed: 19949401
Eur J Epidemiol. 2015 Jul;30(7):543-52
pubmed: 25773750
Nat Genet. 2017 Sep;49(9):1385-1391
pubmed: 28714975
Nat Genet. 2017 Jul;49(7):1107-1112
pubmed: 28530673
Science. 2017 Aug 18;357(6352):
pubmed: 28818916
Psychiatry Res. 2015 Mar 30;226(1):211-6
pubmed: 25661533
Nat Genet. 2016 May;48(5):481-7
pubmed: 27019110
Lancet. 2011 Sep 10;378(9795):1006-14
pubmed: 21907864
Brief Bioinform. 2015 Jan;16(1):39-44
pubmed: 24008273
Nat Genet. 2018 Nov;50(11):1593-1599
pubmed: 30349118
Nat Neurosci. 2013 Oct;16(10):1417-25
pubmed: 24036914
Behav Genet. 2016 Mar;46(2):170-82
pubmed: 26362575
Nat Genet. 2015 Dec;47(12):1449-1456
pubmed: 26482879
PLoS One. 2014 Apr 22;9(4):e95192
pubmed: 24755770
Nat Genet. 2017 May;49(5):680-691
pubmed: 28346442
Science. 2015 Jan 23;347(6220):1260419
pubmed: 25613900
Diabetes. 2017 Nov;66(11):2888-2902
pubmed: 28566273
Nat Genet. 2016 Oct;48(10):1279-83
pubmed: 27548312
PLoS Genet. 2017 Apr 3;13(4):e1006706
pubmed: 28369058
Nature. 2018 Jun;558(7708):73-79
pubmed: 29875488
Nature. 2015 Oct 1;526(7571):75-81
pubmed: 26432246
Int J Epidemiol. 2003 Feb;32(1):1-22
pubmed: 12689998
Sci Transl Med. 2017 Mar 29;9(383):
pubmed: 28356508
Nat Genet. 2019 Jul;51(7):1082-1091
pubmed: 31253980
Nat Genet. 2002 Dec;32(4):650-4
pubmed: 12426569
N Engl J Med. 2013 Jun 27;368(26):2455-66
pubmed: 23688323
J Neurosci. 1998 Jun 1;18(11):4305-13
pubmed: 9592107
Gigascience. 2015 Feb 25;4:7
pubmed: 25722852
Nat Med. 2016 Sep;22(9):1013-22
pubmed: 27479084
Science. 2017 May 26;356(6340):
pubmed: 28495876
Bioinformatics. 2019 Nov 1;35(22):4851-4853
pubmed: 31233103
Nature. 2019 Apr;568(7753):511-516
pubmed: 30971826
Nature. 2014 Jul 24;511(7510):421-7
pubmed: 25056061
Nucleic Acids Res. 2015 Jul 1;43(W1):W612-20
pubmed: 25883136
JAMA Psychiatry. 2015 Jul;72(7):642-50
pubmed: 25993607
Nature. 2014 Feb 20;506(7488):376-81
pubmed: 24390342
Nat Genet. 2017 Sep;49(9):1392-1397
pubmed: 28714974
Nat Commun. 2017 Feb 27;8:14357
pubmed: 28240269
Science. 2014 May 23;344(6186):807-8
pubmed: 24855243
PLoS Genet. 2014 Apr 17;10(4):e1004234
pubmed: 24743097
Eur Arch Psychiatry Clin Neurosci. 2009 Apr;259(3):151-63
pubmed: 19165527
Drugs. 2017 Nov;77(17):1865-1879
pubmed: 29094311
Nat Rev Drug Discov. 2011 May;10(5):328-9
pubmed: 21532551
Nat Genet. 2016 Sep;48(9):1043-8
pubmed: 27455348
Cell. 2016 Nov 17;167(5):1415-1429.e19
pubmed: 27863252
Nat Commun. 2018 Aug 15;9(1):3268
pubmed: 30111768
Nature. 2017 Oct 11;550(7675):204-213
pubmed: 29022597
PLoS Genet. 2013 Apr;9(4):e1003444
pubmed: 23593036
J Neurosci. 2005 Mar 9;25(10):2702-11
pubmed: 15758180
Nat Genet. 2009 Mar;41(3):342-7
pubmed: 19198610
Nat Genet. 2017 Nov;49(11):1584-1592
pubmed: 28604731
Bioinformatics. 2016 Oct 15;32(20):3207-3209
pubmed: 27318201
Nat Genet. 2015 Oct;47(10):1121-1130
pubmed: 26343387
Circ Res. 2018 Feb 2;122(3):433-443
pubmed: 29212778
Nature. 2016 May 11;533(7604):539-42
pubmed: 27225129
PLoS One. 2014 Feb 24;9(2):e89584
pubmed: 24586890
Nucleic Acids Res. 2017 Jan 4;45(D1):D896-D901
pubmed: 27899670
Circulation. 2018 Nov 27;138(22):2469-2481
pubmed: 30571344
Nucleic Acids Res. 2018 Jan 4;46(D1):D754-D761
pubmed: 29155950
Am J Respir Crit Care Med. 2008 Nov 15;178(10):1002-8
pubmed: 18787222
Nat Genet. 2017 Dec;49(12):1752-1757
pubmed: 29083406
Nature. 2015 Oct 1;526(7571):68-74
pubmed: 26432245
Lancet. 2012 Mar 31;379(9822):1214-24
pubmed: 22421340
Bioinformatics. 2007 May 15;23(10):1294-6
pubmed: 17384015
Learn Mem. 1999 Sep-Oct;6(5):448-57
pubmed: 10541465
Hum Mol Genet. 2018 Feb 15;27(4):742-756
pubmed: 29309628
J Allergy Clin Immunol. 2011 Nov;128(5):1128-30
pubmed: 21962991
Bioinformatics. 2010 Sep 15;26(18):2336-7
pubmed: 20634204
J Neurosci. 2010 Aug 4;30(31):10472-83
pubmed: 20685990
J Allergy Clin Immunol. 2013 Aug;132(2):371-7
pubmed: 23582566
Nat Genet. 2015 Aug;47(8):856-60
pubmed: 26121088
Nat Rev Neurosci. 2014 Apr;15(4):209-16
pubmed: 24646669
Hum Mol Genet. 2016 Aug 1;25(15):3383-3394
pubmed: 27329760
Circulation. 2019 Sep 9;140(10):819-830
pubmed: 31208196
Lancet. 2012 Mar 31;379(9822):1205-13
pubmed: 22421339
Hum Mol Genet. 2007 Jan 15;16(2):233-41
pubmed: 17220173
Croat Med J. 2009 Feb;50(1):4-6
pubmed: 19260138
JCI Insight. 2016 Sep 8;1(14):e87871
pubmed: 27699235
Am J Hum Genet. 2016 Dec 1;99(6):1245-1260
pubmed: 27866706
Lancet. 2016 Jul 2;388(10039):31-44
pubmed: 27130691
Nat Genet. 2016 Nov;48(11):1425-1429
pubmed: 27723758

Auteurs

Andrew D Bretherick (AD)

MRC Human Genetics Unit, Institute of Genetics and Molecular Medicine, University of Edinburgh, Western General Hospital, Edinburgh, Scotland, United Kingdom.

Oriol Canela-Xandri (O)

MRC Human Genetics Unit, Institute of Genetics and Molecular Medicine, University of Edinburgh, Western General Hospital, Edinburgh, Scotland, United Kingdom.
The Roslin Institute, University of Edinburgh, Easter Bush, Edinburgh, Scotland, United Kingdom.

Peter K Joshi (PK)

Centre for Global Health Research, Usher Institute, University of Edinburgh, Teviot Place, Edinburgh, Scotland, United Kingdom.

David W Clark (DW)

Centre for Global Health Research, Usher Institute, University of Edinburgh, Teviot Place, Edinburgh, Scotland, United Kingdom.

Konrad Rawlik (K)

The Roslin Institute, University of Edinburgh, Easter Bush, Edinburgh, Scotland, United Kingdom.

Thibaud S Boutin (TS)

MRC Human Genetics Unit, Institute of Genetics and Molecular Medicine, University of Edinburgh, Western General Hospital, Edinburgh, Scotland, United Kingdom.

Yanni Zeng (Y)

MRC Human Genetics Unit, Institute of Genetics and Molecular Medicine, University of Edinburgh, Western General Hospital, Edinburgh, Scotland, United Kingdom.
Faculty of Forensic Medicine, Zhongshan School of Medicine, Sun Yat-Sen University, Guangzhou, China.
Guangdong Province Translational Forensic Medicine Engineering Technology Research Center, Zhongshan School of Medicine, Sun Yat-Sen University, Guangzhou, China.
Guangdong Province Key Laboratory of Brain Function and Disease, Zhongshan School of Medicine, Sun Yat-Sen University, Guangzhou, China.

Carmen Amador (C)

MRC Human Genetics Unit, Institute of Genetics and Molecular Medicine, University of Edinburgh, Western General Hospital, Edinburgh, Scotland, United Kingdom.

Pau Navarro (P)

MRC Human Genetics Unit, Institute of Genetics and Molecular Medicine, University of Edinburgh, Western General Hospital, Edinburgh, Scotland, United Kingdom.

Igor Rudan (I)

Centre for Global Health Research, Usher Institute, University of Edinburgh, Teviot Place, Edinburgh, Scotland, United Kingdom.

Alan F Wright (AF)

MRC Human Genetics Unit, Institute of Genetics and Molecular Medicine, University of Edinburgh, Western General Hospital, Edinburgh, Scotland, United Kingdom.

Harry Campbell (H)

Centre for Global Health Research, Usher Institute, University of Edinburgh, Teviot Place, Edinburgh, Scotland, United Kingdom.

Veronique Vitart (V)

MRC Human Genetics Unit, Institute of Genetics and Molecular Medicine, University of Edinburgh, Western General Hospital, Edinburgh, Scotland, United Kingdom.

Caroline Hayward (C)

MRC Human Genetics Unit, Institute of Genetics and Molecular Medicine, University of Edinburgh, Western General Hospital, Edinburgh, Scotland, United Kingdom.

James F Wilson (JF)

MRC Human Genetics Unit, Institute of Genetics and Molecular Medicine, University of Edinburgh, Western General Hospital, Edinburgh, Scotland, United Kingdom.
Centre for Global Health Research, Usher Institute, University of Edinburgh, Teviot Place, Edinburgh, Scotland, United Kingdom.

Albert Tenesa (A)

MRC Human Genetics Unit, Institute of Genetics and Molecular Medicine, University of Edinburgh, Western General Hospital, Edinburgh, Scotland, United Kingdom.
The Roslin Institute, University of Edinburgh, Easter Bush, Edinburgh, Scotland, United Kingdom.

Chris P Ponting (CP)

MRC Human Genetics Unit, Institute of Genetics and Molecular Medicine, University of Edinburgh, Western General Hospital, Edinburgh, Scotland, United Kingdom.

J Kenneth Baillie (JK)

The Roslin Institute, University of Edinburgh, Easter Bush, Edinburgh, Scotland, United Kingdom.

Chris Haley (C)

MRC Human Genetics Unit, Institute of Genetics and Molecular Medicine, University of Edinburgh, Western General Hospital, Edinburgh, Scotland, United Kingdom.
The Roslin Institute, University of Edinburgh, Easter Bush, Edinburgh, Scotland, United Kingdom.

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