Cargando…
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...
Autores principales: | , , , , , , , , , , |
---|---|
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 |
_version_ | 1783551159862034432 |
---|---|
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. |
format | Online Article Text |
id | pubmed-7320010 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT schmidtamandf geneticdrugtargetvalidationusingmendelianrandomisation AT financhris geneticdrugtargetvalidationusingmendelianrandomisation AT gordillomaranonmaria geneticdrugtargetvalidationusingmendelianrandomisation AT asselbergsfolkertw geneticdrugtargetvalidationusingmendelianrandomisation AT freitagdanielf geneticdrugtargetvalidationusingmendelianrandomisation AT patelriyazs geneticdrugtargetvalidationusingmendelianrandomisation AT tylbenoit geneticdrugtargetvalidationusingmendelianrandomisation AT chopadesandesh geneticdrugtargetvalidationusingmendelianrandomisation AT farawayrupert geneticdrugtargetvalidationusingmendelianrandomisation AT zwierzynamagdalena geneticdrugtargetvalidationusingmendelianrandomisation AT hingoraniaroond geneticdrugtargetvalidationusingmendelianrandomisation |