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Common Methods for Performing Mendelian Randomization

Mendelian randomization (MR) is a framework for assessing causal inference using cross-sectional data in combination with genetic information. This paper summarizes statistical methods commonly applied and strait forward to use for conducting MR analyses including those taking advantage of the rich...

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Autor principal: Teumer, Alexander
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5985452/
https://www.ncbi.nlm.nih.gov/pubmed/29892602
http://dx.doi.org/10.3389/fcvm.2018.00051
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author Teumer, Alexander
author_facet Teumer, Alexander
author_sort Teumer, Alexander
collection PubMed
description Mendelian randomization (MR) is a framework for assessing causal inference using cross-sectional data in combination with genetic information. This paper summarizes statistical methods commonly applied and strait forward to use for conducting MR analyses including those taking advantage of the rich dataset of SNP-trait associations that were revealed in the last decade through large-scale genome-wide association studies. Using these data, powerful MR studies are possible. However, the causal estimate may be biased in case the assumptions of MR are violated. The source and the type of this bias are described while providing a summary of the mathematical formulas that should help estimating the magnitude and direction of the potential bias depending on the specific research setting. Finally, methods for relaxing the assumptions and for conducting sensitivity analyses are discussed. Future researches in the field of MR include the assessment of non-linear causal effects, and automatic detection of invalid instruments.
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spelling pubmed-59854522018-06-11 Common Methods for Performing Mendelian Randomization Teumer, Alexander Front Cardiovasc Med Cardiovascular Medicine Mendelian randomization (MR) is a framework for assessing causal inference using cross-sectional data in combination with genetic information. This paper summarizes statistical methods commonly applied and strait forward to use for conducting MR analyses including those taking advantage of the rich dataset of SNP-trait associations that were revealed in the last decade through large-scale genome-wide association studies. Using these data, powerful MR studies are possible. However, the causal estimate may be biased in case the assumptions of MR are violated. The source and the type of this bias are described while providing a summary of the mathematical formulas that should help estimating the magnitude and direction of the potential bias depending on the specific research setting. Finally, methods for relaxing the assumptions and for conducting sensitivity analyses are discussed. Future researches in the field of MR include the assessment of non-linear causal effects, and automatic detection of invalid instruments. Frontiers Media S.A. 2018-05-28 /pmc/articles/PMC5985452/ /pubmed/29892602 http://dx.doi.org/10.3389/fcvm.2018.00051 Text en Copyright © 2018 Teumer http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Cardiovascular Medicine
Teumer, Alexander
Common Methods for Performing Mendelian Randomization
title Common Methods for Performing Mendelian Randomization
title_full Common Methods for Performing Mendelian Randomization
title_fullStr Common Methods for Performing Mendelian Randomization
title_full_unstemmed Common Methods for Performing Mendelian Randomization
title_short Common Methods for Performing Mendelian Randomization
title_sort common methods for performing mendelian randomization
topic Cardiovascular Medicine
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5985452/
https://www.ncbi.nlm.nih.gov/pubmed/29892602
http://dx.doi.org/10.3389/fcvm.2018.00051
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