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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...
Autores principales: | , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7337286/ https://www.ncbi.nlm.nih.gov/pubmed/32628676 http://dx.doi.org/10.1371/journal.pgen.1008785 |
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author | Bretherick, Andrew D. Canela-Xandri, Oriol Joshi, Peter K. Clark, David W. Rawlik, Konrad Boutin, Thibaud S. Zeng, Yanni Amador, Carmen Navarro, Pau Rudan, Igor Wright, Alan F. Campbell, Harry Vitart, Veronique Hayward, Caroline Wilson, James F. Tenesa, Albert Ponting, Chris P. Baillie, J. Kenneth Haley, Chris |
author_facet | Bretherick, Andrew D. Canela-Xandri, Oriol Joshi, Peter K. Clark, David W. Rawlik, Konrad Boutin, Thibaud S. Zeng, Yanni Amador, Carmen Navarro, Pau Rudan, Igor Wright, Alan F. Campbell, Harry Vitart, Veronique Hayward, Caroline Wilson, James F. Tenesa, Albert Ponting, Chris P. Baillie, J. Kenneth Haley, Chris |
author_sort | Bretherick, Andrew D. |
collection | PubMed |
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. |
format | Online Article Text |
id | pubmed-7337286 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-73372862020-07-16 Linking protein to phenotype with Mendelian Randomization detects 38 proteins with causal roles in human diseases and traits Bretherick, Andrew D. Canela-Xandri, Oriol Joshi, Peter K. Clark, David W. Rawlik, Konrad Boutin, Thibaud S. Zeng, Yanni Amador, Carmen Navarro, Pau Rudan, Igor Wright, Alan F. Campbell, Harry Vitart, Veronique Hayward, Caroline Wilson, James F. Tenesa, Albert Ponting, Chris P. Baillie, J. Kenneth Haley, Chris PLoS Genet Research Article 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. Public Library of Science 2020-07-06 /pmc/articles/PMC7337286/ /pubmed/32628676 http://dx.doi.org/10.1371/journal.pgen.1008785 Text en © 2020 Bretherick et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Bretherick, Andrew D. Canela-Xandri, Oriol Joshi, Peter K. Clark, David W. Rawlik, Konrad Boutin, Thibaud S. Zeng, Yanni Amador, Carmen Navarro, Pau Rudan, Igor Wright, Alan F. Campbell, Harry Vitart, Veronique Hayward, Caroline Wilson, James F. Tenesa, Albert Ponting, Chris P. Baillie, J. Kenneth Haley, Chris Linking protein to phenotype with Mendelian Randomization detects 38 proteins with causal roles in human diseases and traits |
title | 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_short | 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 |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7337286/ https://www.ncbi.nlm.nih.gov/pubmed/32628676 http://dx.doi.org/10.1371/journal.pgen.1008785 |
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