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Conditioning on parental mating types can reduce necessary assumptions for Mendelian randomization
Mendelian randomization (MR) has become a common tool used in epidemiological studies. However, when confounding variables are correlated with the instrumental variable (in this case, a genetic/variant/marker), the estimation can remain biased even with MR. We propose conditioning on parental mating...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10025466/ https://www.ncbi.nlm.nih.gov/pubmed/36950138 http://dx.doi.org/10.3389/fgene.2023.1014014 |
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author | Ejima, Keisuke Liu, Nianjun Mestre, Luis Miguel de los Campos, Gustavo Allison, David B. |
author_facet | Ejima, Keisuke Liu, Nianjun Mestre, Luis Miguel de los Campos, Gustavo Allison, David B. |
author_sort | Ejima, Keisuke |
collection | PubMed |
description | Mendelian randomization (MR) has become a common tool used in epidemiological studies. However, when confounding variables are correlated with the instrumental variable (in this case, a genetic/variant/marker), the estimation can remain biased even with MR. We propose conditioning on parental mating types (a function of parental genotypes) in MR to eliminate the need for one set of assumptions, thereby plausibly reducing such bias. We illustrate a situation in which the instrumental variable and confounding variables are correlated using two unlinked diallelic genetic loci: one, an instrumental variable and the other, a confounding variable. Assortative mating or population admixture can create an association between the two unlinked loci, which can violate one of the necessary assumptions for MR. We simulated datasets involving assortative mating and population admixture and analyzed them using three different methods: 1) conventional MR, 2) MR conditioning on parental genotypes, and 3) MR conditioning on parental mating types. We demonstrated that conventional MR leads to type I error rate inflation and biased estimates for cases with assortative mating or population admixtures. In the presence of non-additive effects, MR with an adjustment for parental genotypes only partially reduced the type I error rate inflation and bias. In contrast, conditioning on parental mating types in MR eliminated the type I error inflation and bias under these circumstances. Conditioning on parental mating types is a useful strategy to reduce the burden of assumptions and the potential bias in MR when the correlation between the instrument variable and confounders is due to assortative mating or population stratification but not linkage. |
format | Online Article Text |
id | pubmed-10025466 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-100254662023-03-21 Conditioning on parental mating types can reduce necessary assumptions for Mendelian randomization Ejima, Keisuke Liu, Nianjun Mestre, Luis Miguel de los Campos, Gustavo Allison, David B. Front Genet Genetics Mendelian randomization (MR) has become a common tool used in epidemiological studies. However, when confounding variables are correlated with the instrumental variable (in this case, a genetic/variant/marker), the estimation can remain biased even with MR. We propose conditioning on parental mating types (a function of parental genotypes) in MR to eliminate the need for one set of assumptions, thereby plausibly reducing such bias. We illustrate a situation in which the instrumental variable and confounding variables are correlated using two unlinked diallelic genetic loci: one, an instrumental variable and the other, a confounding variable. Assortative mating or population admixture can create an association between the two unlinked loci, which can violate one of the necessary assumptions for MR. We simulated datasets involving assortative mating and population admixture and analyzed them using three different methods: 1) conventional MR, 2) MR conditioning on parental genotypes, and 3) MR conditioning on parental mating types. We demonstrated that conventional MR leads to type I error rate inflation and biased estimates for cases with assortative mating or population admixtures. In the presence of non-additive effects, MR with an adjustment for parental genotypes only partially reduced the type I error rate inflation and bias. In contrast, conditioning on parental mating types in MR eliminated the type I error inflation and bias under these circumstances. Conditioning on parental mating types is a useful strategy to reduce the burden of assumptions and the potential bias in MR when the correlation between the instrument variable and confounders is due to assortative mating or population stratification but not linkage. Frontiers Media S.A. 2023-03-06 /pmc/articles/PMC10025466/ /pubmed/36950138 http://dx.doi.org/10.3389/fgene.2023.1014014 Text en Copyright © 2023 Ejima, Liu, Mestre, de los Campos and Allison. https://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(s) 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 | Genetics Ejima, Keisuke Liu, Nianjun Mestre, Luis Miguel de los Campos, Gustavo Allison, David B. Conditioning on parental mating types can reduce necessary assumptions for Mendelian randomization |
title | Conditioning on parental mating types can reduce necessary assumptions for Mendelian randomization |
title_full | Conditioning on parental mating types can reduce necessary assumptions for Mendelian randomization |
title_fullStr | Conditioning on parental mating types can reduce necessary assumptions for Mendelian randomization |
title_full_unstemmed | Conditioning on parental mating types can reduce necessary assumptions for Mendelian randomization |
title_short | Conditioning on parental mating types can reduce necessary assumptions for Mendelian randomization |
title_sort | conditioning on parental mating types can reduce necessary assumptions for mendelian randomization |
topic | Genetics |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10025466/ https://www.ncbi.nlm.nih.gov/pubmed/36950138 http://dx.doi.org/10.3389/fgene.2023.1014014 |
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