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Bias in Mendelian randomization due to assortative mating
Mendelian randomization (MR) has been increasingly used to strengthen causal inference in observational epidemiology. Methodological developments in the field allow detecting and/or adjusting for different potential sources of bias, mainly bias due to horizontal pleiotropy (or “off‐target” genetic e...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
John Wiley and Sons Inc.
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6221130/ https://www.ncbi.nlm.nih.gov/pubmed/29971821 http://dx.doi.org/10.1002/gepi.22138 |
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author | Hartwig, Fernando Pires Davies, Neil Martin Davey Smith, George |
author_facet | Hartwig, Fernando Pires Davies, Neil Martin Davey Smith, George |
author_sort | Hartwig, Fernando Pires |
collection | PubMed |
description | Mendelian randomization (MR) has been increasingly used to strengthen causal inference in observational epidemiology. Methodological developments in the field allow detecting and/or adjusting for different potential sources of bias, mainly bias due to horizontal pleiotropy (or “off‐target” genetic effects). Another potential source of bias is nonrandom matching between spouses (i.e., assortative mating). In this study, we performed simulations to investigate the bias caused in MR by assortative mating. We found that bias can arise due to either cross‐trait assortative mating (i.e., assortment on two phenotypes, such as highly educated women selecting taller men) or single‐trait assortative mating (i.e., assortment on a single phenotype), even if the exposure and outcome phenotypes are not the phenotypes under assortment. The simulations also indicate that bias due to assortative mating accumulates over generations and that MR methods robust to horizontal pleiotropy are also affected by this bias. Finally, we show that genetic data from mother–father–offspring trios can be used to detect and correct for this bias. |
format | Online Article Text |
id | pubmed-6221130 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | John Wiley and Sons Inc. |
record_format | MEDLINE/PubMed |
spelling | pubmed-62211302018-11-15 Bias in Mendelian randomization due to assortative mating Hartwig, Fernando Pires Davies, Neil Martin Davey Smith, George Genet Epidemiol Research Articles Mendelian randomization (MR) has been increasingly used to strengthen causal inference in observational epidemiology. Methodological developments in the field allow detecting and/or adjusting for different potential sources of bias, mainly bias due to horizontal pleiotropy (or “off‐target” genetic effects). Another potential source of bias is nonrandom matching between spouses (i.e., assortative mating). In this study, we performed simulations to investigate the bias caused in MR by assortative mating. We found that bias can arise due to either cross‐trait assortative mating (i.e., assortment on two phenotypes, such as highly educated women selecting taller men) or single‐trait assortative mating (i.e., assortment on a single phenotype), even if the exposure and outcome phenotypes are not the phenotypes under assortment. The simulations also indicate that bias due to assortative mating accumulates over generations and that MR methods robust to horizontal pleiotropy are also affected by this bias. Finally, we show that genetic data from mother–father–offspring trios can be used to detect and correct for this bias. John Wiley and Sons Inc. 2018-07-03 2018-10 /pmc/articles/PMC6221130/ /pubmed/29971821 http://dx.doi.org/10.1002/gepi.22138 Text en © 2018 The Authors. Genetic Epidemiology published by Wiley Periodicals, Inc. This is an open access article under the terms of the http://creativecommons.org/licenses/by/4.0/ License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Articles Hartwig, Fernando Pires Davies, Neil Martin Davey Smith, George Bias in Mendelian randomization due to assortative mating |
title | Bias in Mendelian randomization due to assortative mating |
title_full | Bias in Mendelian randomization due to assortative mating |
title_fullStr | Bias in Mendelian randomization due to assortative mating |
title_full_unstemmed | Bias in Mendelian randomization due to assortative mating |
title_short | Bias in Mendelian randomization due to assortative mating |
title_sort | bias in mendelian randomization due to assortative mating |
topic | Research Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6221130/ https://www.ncbi.nlm.nih.gov/pubmed/29971821 http://dx.doi.org/10.1002/gepi.22138 |
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