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

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 quantitativ...

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Main Authors: Andrew D Bretherick, Oriol Canela-Xandri, Peter K Joshi, David W Clark, Konrad Rawlik, Thibaud S Boutin, Yanni Zeng, Carmen Amador, Pau Navarro, Igor Rudan, Alan F Wright, Harry Campbell, Veronique Vitart, Caroline Hayward, James F Wilson, Albert Tenesa, Chris P Ponting, J Kenneth Baillie, Chris Haley
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2020-07-01
Series:PLoS Genetics
Online Access:https://doi.org/10.1371/journal.pgen.1008785
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spelling doaj-4343fcaa019c4dbfb203fe430fdf77162021-07-16T04:31:55ZengPublic Library of Science (PLoS)PLoS Genetics1553-73901553-74042020-07-01167e100878510.1371/journal.pgen.1008785Linking protein to phenotype with Mendelian Randomization detects 38 proteins with causal roles in human diseases and traits.Andrew D BretherickOriol Canela-XandriPeter K JoshiDavid W ClarkKonrad RawlikThibaud S BoutinYanni ZengCarmen AmadorPau NavarroIgor RudanAlan F WrightHarry CampbellVeronique VitartCaroline HaywardJames F WilsonAlbert TenesaChris P PontingJ Kenneth BaillieChris HaleyTo 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.https://doi.org/10.1371/journal.pgen.1008785
collection DOAJ
language English
format Article
sources DOAJ
author Andrew D Bretherick
Oriol Canela-Xandri
Peter K Joshi
David W Clark
Konrad Rawlik
Thibaud S Boutin
Yanni Zeng
Carmen Amador
Pau Navarro
Igor Rudan
Alan F Wright
Harry Campbell
Veronique Vitart
Caroline Hayward
James F Wilson
Albert Tenesa
Chris P Ponting
J Kenneth Baillie
Chris Haley
spellingShingle Andrew D Bretherick
Oriol Canela-Xandri
Peter K Joshi
David W Clark
Konrad Rawlik
Thibaud S Boutin
Yanni Zeng
Carmen Amador
Pau Navarro
Igor Rudan
Alan F Wright
Harry Campbell
Veronique Vitart
Caroline Hayward
James F Wilson
Albert Tenesa
Chris P Ponting
J Kenneth Baillie
Chris Haley
Linking protein to phenotype with Mendelian Randomization detects 38 proteins with causal roles in human diseases and traits.
PLoS Genetics
author_facet Andrew D Bretherick
Oriol Canela-Xandri
Peter K Joshi
David W Clark
Konrad Rawlik
Thibaud S Boutin
Yanni Zeng
Carmen Amador
Pau Navarro
Igor Rudan
Alan F Wright
Harry Campbell
Veronique Vitart
Caroline Hayward
James F Wilson
Albert Tenesa
Chris P Ponting
J Kenneth Baillie
Chris Haley
author_sort Andrew D Bretherick
title Linking protein to phenotype with Mendelian Randomization detects 38 proteins with causal roles in human diseases and traits.
title_short Linking protein to phenotype with Mendelian Randomization detects 38 proteins with causal roles in human diseases and traits.
title_full Linking protein to phenotype with Mendelian Randomization detects 38 proteins with causal roles in human diseases and traits.
title_fullStr Linking protein to phenotype with Mendelian Randomization detects 38 proteins with causal roles in human diseases and traits.
title_full_unstemmed Linking protein to phenotype with Mendelian Randomization detects 38 proteins with causal roles in human diseases and traits.
title_sort linking protein to phenotype with mendelian randomization detects 38 proteins with causal roles in human diseases and traits.
publisher Public Library of Science (PLoS)
series PLoS Genetics
issn 1553-7390
1553-7404
publishDate 2020-07-01
description 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.
url https://doi.org/10.1371/journal.pgen.1008785
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