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Genetic drug target validation using Mendelian randomisation

Mendelian randomisation (MR) analysis is an important tool to elucidate the causal relevance of environmental and biological risk factors for disease. However, causal inference is undermined if genetic variants used to instrument a risk factor also influence alternative disease-pathways (horizontal...

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Autores principales: Schmidt, Amand F., Finan, Chris, Gordillo-Marañón, Maria, Asselbergs, Folkert W., Freitag, Daniel F., Patel, Riyaz S., Tyl, Benoît, Chopade, Sandesh, Faraway, Rupert, Zwierzyna, Magdalena, Hingorani, Aroon D.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7320010/
https://www.ncbi.nlm.nih.gov/pubmed/32591531
http://dx.doi.org/10.1038/s41467-020-16969-0
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author Schmidt, Amand F.
Finan, Chris
Gordillo-Marañón, Maria
Asselbergs, Folkert W.
Freitag, Daniel F.
Patel, Riyaz S.
Tyl, Benoît
Chopade, Sandesh
Faraway, Rupert
Zwierzyna, Magdalena
Hingorani, Aroon D.
author_facet Schmidt, Amand F.
Finan, Chris
Gordillo-Marañón, Maria
Asselbergs, Folkert W.
Freitag, Daniel F.
Patel, Riyaz S.
Tyl, Benoît
Chopade, Sandesh
Faraway, Rupert
Zwierzyna, Magdalena
Hingorani, Aroon D.
author_sort Schmidt, Amand F.
collection PubMed
description Mendelian randomisation (MR) analysis is an important tool to elucidate the causal relevance of environmental and biological risk factors for disease. However, causal inference is undermined if genetic variants used to instrument a risk factor also influence alternative disease-pathways (horizontal pleiotropy). Here we report how the ‘no horizontal pleiotropy assumption’ is strengthened when proteins are the risk factors of interest. Proteins are typically the proximal effectors of biological processes encoded in the genome. Moreover, proteins are the targets of most medicines, so MR studies of drug targets are becoming a fundamental tool in drug development. To enable such studies, we introduce a mathematical framework that contrasts MR analysis of proteins with that of risk factors located more distally in the causal chain from gene to disease. We illustrate key model decisions and introduce an analytical framework for maximising power and evaluating the robustness of analyses.
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spelling pubmed-73200102020-06-30 Genetic drug target validation using Mendelian randomisation Schmidt, Amand F. Finan, Chris Gordillo-Marañón, Maria Asselbergs, Folkert W. Freitag, Daniel F. Patel, Riyaz S. Tyl, Benoît Chopade, Sandesh Faraway, Rupert Zwierzyna, Magdalena Hingorani, Aroon D. Nat Commun Article Mendelian randomisation (MR) analysis is an important tool to elucidate the causal relevance of environmental and biological risk factors for disease. However, causal inference is undermined if genetic variants used to instrument a risk factor also influence alternative disease-pathways (horizontal pleiotropy). Here we report how the ‘no horizontal pleiotropy assumption’ is strengthened when proteins are the risk factors of interest. Proteins are typically the proximal effectors of biological processes encoded in the genome. Moreover, proteins are the targets of most medicines, so MR studies of drug targets are becoming a fundamental tool in drug development. To enable such studies, we introduce a mathematical framework that contrasts MR analysis of proteins with that of risk factors located more distally in the causal chain from gene to disease. We illustrate key model decisions and introduce an analytical framework for maximising power and evaluating the robustness of analyses. Nature Publishing Group UK 2020-06-26 /pmc/articles/PMC7320010/ /pubmed/32591531 http://dx.doi.org/10.1038/s41467-020-16969-0 Text en © The Author(s) 2020 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/.
spellingShingle Article
Schmidt, Amand F.
Finan, Chris
Gordillo-Marañón, Maria
Asselbergs, Folkert W.
Freitag, Daniel F.
Patel, Riyaz S.
Tyl, Benoît
Chopade, Sandesh
Faraway, Rupert
Zwierzyna, Magdalena
Hingorani, Aroon D.
Genetic drug target validation using Mendelian randomisation
title Genetic drug target validation using Mendelian randomisation
title_full Genetic drug target validation using Mendelian randomisation
title_fullStr Genetic drug target validation using Mendelian randomisation
title_full_unstemmed Genetic drug target validation using Mendelian randomisation
title_short Genetic drug target validation using Mendelian randomisation
title_sort genetic drug target validation using mendelian randomisation
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7320010/
https://www.ncbi.nlm.nih.gov/pubmed/32591531
http://dx.doi.org/10.1038/s41467-020-16969-0
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