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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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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Frontiers Media S.A.
2018
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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. |
format | Online Article Text |
id | pubmed-5985452 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT teumeralexander commonmethodsforperformingmendelianrandomization |