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Generalized disequilibrium test for association in qualitative traits incorporating imprinting effects based on extended pedigrees
BACKGROUND: For dichotomous traits, the generalized disequilibrium test with the moment estimate of the variance (GDT-ME) is a powerful family-based association method. Genomic imprinting is an important epigenetic phenomenon and currently, there has been increasing interest of incorporating imprint...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5644153/ https://www.ncbi.nlm.nih.gov/pubmed/29037145 http://dx.doi.org/10.1186/s12863-017-0560-0 |
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author | Li, Jian-Long Wang, Peng Fung, Wing Kam Zhou, Ji-Yuan |
author_facet | Li, Jian-Long Wang, Peng Fung, Wing Kam Zhou, Ji-Yuan |
author_sort | Li, Jian-Long |
collection | PubMed |
description | BACKGROUND: For dichotomous traits, the generalized disequilibrium test with the moment estimate of the variance (GDT-ME) is a powerful family-based association method. Genomic imprinting is an important epigenetic phenomenon and currently, there has been increasing interest of incorporating imprinting to improve the test power of association analysis. However, GDT-ME does not take imprinting effects into account, and it has not been investigated whether it can be used for association analysis when the effects indeed exist. RESULTS: In this article, based on a novel decomposition of the genotype score according to the paternal or maternal source of the allele, we propose the generalized disequilibrium test with imprinting (GDTI) for complete pedigrees without any missing genotypes. Then, we extend GDTI and GDT-ME to accommodate incomplete pedigrees with some pedigrees having missing genotypes, by using a Monte Carlo (MC) sampling and estimation scheme to infer missing genotypes given available genotypes in each pedigree, denoted by MCGDTI and MCGDT-ME, respectively. The proposed GDTI and MCGDTI methods evaluate the differences of the paternal as well as maternal allele scores for all discordant relative pairs in a pedigree, including beyond first-degree relative pairs. Advantages of the proposed GDTI and MCGDTI test statistics over existing methods are demonstrated by simulation studies under various simulation settings and by application to the rheumatoid arthritis dataset. Simulation results show that the proposed tests control the size well under the null hypothesis of no association, and outperform the existing methods under various imprinting effect models. The existing GDT-ME and the proposed MCGDT-ME can be used to test for association even when imprinting effects exist. For the application to the rheumatoid arthritis data, compared to the existing methods, MCGDTI identifies more loci statistically significantly associated with the disease. CONCLUSIONS: Under complete and incomplete imprinting effect models, our proposed GDTI and MCGDTI methods, by considering the information on imprinting effects and all discordant relative pairs within each pedigree, outperform all the existing test statistics and MCGDTI can recapture much of the missing information. Therefore, MCGDTI is recommended in practice. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s12863-017-0560-0) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-5644153 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-56441532017-10-26 Generalized disequilibrium test for association in qualitative traits incorporating imprinting effects based on extended pedigrees Li, Jian-Long Wang, Peng Fung, Wing Kam Zhou, Ji-Yuan BMC Genet Methodology Article BACKGROUND: For dichotomous traits, the generalized disequilibrium test with the moment estimate of the variance (GDT-ME) is a powerful family-based association method. Genomic imprinting is an important epigenetic phenomenon and currently, there has been increasing interest of incorporating imprinting to improve the test power of association analysis. However, GDT-ME does not take imprinting effects into account, and it has not been investigated whether it can be used for association analysis when the effects indeed exist. RESULTS: In this article, based on a novel decomposition of the genotype score according to the paternal or maternal source of the allele, we propose the generalized disequilibrium test with imprinting (GDTI) for complete pedigrees without any missing genotypes. Then, we extend GDTI and GDT-ME to accommodate incomplete pedigrees with some pedigrees having missing genotypes, by using a Monte Carlo (MC) sampling and estimation scheme to infer missing genotypes given available genotypes in each pedigree, denoted by MCGDTI and MCGDT-ME, respectively. The proposed GDTI and MCGDTI methods evaluate the differences of the paternal as well as maternal allele scores for all discordant relative pairs in a pedigree, including beyond first-degree relative pairs. Advantages of the proposed GDTI and MCGDTI test statistics over existing methods are demonstrated by simulation studies under various simulation settings and by application to the rheumatoid arthritis dataset. Simulation results show that the proposed tests control the size well under the null hypothesis of no association, and outperform the existing methods under various imprinting effect models. The existing GDT-ME and the proposed MCGDT-ME can be used to test for association even when imprinting effects exist. For the application to the rheumatoid arthritis data, compared to the existing methods, MCGDTI identifies more loci statistically significantly associated with the disease. CONCLUSIONS: Under complete and incomplete imprinting effect models, our proposed GDTI and MCGDTI methods, by considering the information on imprinting effects and all discordant relative pairs within each pedigree, outperform all the existing test statistics and MCGDTI can recapture much of the missing information. Therefore, MCGDTI is recommended in practice. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s12863-017-0560-0) contains supplementary material, which is available to authorized users. BioMed Central 2017-10-16 /pmc/articles/PMC5644153/ /pubmed/29037145 http://dx.doi.org/10.1186/s12863-017-0560-0 Text en © The Author(s). 2017 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided 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 Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. |
spellingShingle | Methodology Article Li, Jian-Long Wang, Peng Fung, Wing Kam Zhou, Ji-Yuan Generalized disequilibrium test for association in qualitative traits incorporating imprinting effects based on extended pedigrees |
title | Generalized disequilibrium test for association in qualitative traits incorporating imprinting effects based on extended pedigrees |
title_full | Generalized disequilibrium test for association in qualitative traits incorporating imprinting effects based on extended pedigrees |
title_fullStr | Generalized disequilibrium test for association in qualitative traits incorporating imprinting effects based on extended pedigrees |
title_full_unstemmed | Generalized disequilibrium test for association in qualitative traits incorporating imprinting effects based on extended pedigrees |
title_short | Generalized disequilibrium test for association in qualitative traits incorporating imprinting effects based on extended pedigrees |
title_sort | generalized disequilibrium test for association in qualitative traits incorporating imprinting effects based on extended pedigrees |
topic | Methodology Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5644153/ https://www.ncbi.nlm.nih.gov/pubmed/29037145 http://dx.doi.org/10.1186/s12863-017-0560-0 |
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