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Handling Missing Data in Transmission Disequilibrium Test in Nuclear Families with One Affected Offspring

The Transmission Disequilibrium Test (TDT) compares frequencies of transmission of two alleles from heterozygote parents to an affected offspring. This test requires all genotypes to be known from all members of the nuclear families. However, obtaining all genotypes in a study might not be possible...

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Autor principal: Bourget, Gulhan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2012
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3466247/
https://www.ncbi.nlm.nih.gov/pubmed/23056239
http://dx.doi.org/10.1371/journal.pone.0046100
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author Bourget, Gulhan
author_facet Bourget, Gulhan
author_sort Bourget, Gulhan
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description The Transmission Disequilibrium Test (TDT) compares frequencies of transmission of two alleles from heterozygote parents to an affected offspring. This test requires all genotypes to be known from all members of the nuclear families. However, obtaining all genotypes in a study might not be possible for some families, in which case, a data set results in missing genotypes. There are many techniques of handling missing genotypes in parents but only a few in offspring. The robust TDT (rTDT) is one of the methods that handles missing genotypes for all members of nuclear families [with one affected offspring]. Even though all family members can be imputed, the rTDT is a conservative test with low power. We propose a new method, Mendelian Inheritance TDT (MITDT-ONE), that controls type I error and has high power. The MITDT-ONE uses Mendelian Inheritance properties, and takes population frequencies of the disease allele and marker allele into account in the rTDT method. One of the advantages of using the MITDT-ONE is that the MITDT-ONE can identify additional significant genes that are not found by the rTDT. We demonstrate the performances of both tests along with Sib-TDT (S-TDT) in Monte Carlo simulation studies. Moreover, we apply our method to the type 1 diabetes data from the Warren families in the United Kingdom to identify significant genes that are related to type 1 diabetes.
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spelling pubmed-34662472012-10-10 Handling Missing Data in Transmission Disequilibrium Test in Nuclear Families with One Affected Offspring Bourget, Gulhan PLoS One Research Article The Transmission Disequilibrium Test (TDT) compares frequencies of transmission of two alleles from heterozygote parents to an affected offspring. This test requires all genotypes to be known from all members of the nuclear families. However, obtaining all genotypes in a study might not be possible for some families, in which case, a data set results in missing genotypes. There are many techniques of handling missing genotypes in parents but only a few in offspring. The robust TDT (rTDT) is one of the methods that handles missing genotypes for all members of nuclear families [with one affected offspring]. Even though all family members can be imputed, the rTDT is a conservative test with low power. We propose a new method, Mendelian Inheritance TDT (MITDT-ONE), that controls type I error and has high power. The MITDT-ONE uses Mendelian Inheritance properties, and takes population frequencies of the disease allele and marker allele into account in the rTDT method. One of the advantages of using the MITDT-ONE is that the MITDT-ONE can identify additional significant genes that are not found by the rTDT. We demonstrate the performances of both tests along with Sib-TDT (S-TDT) in Monte Carlo simulation studies. Moreover, we apply our method to the type 1 diabetes data from the Warren families in the United Kingdom to identify significant genes that are related to type 1 diabetes. Public Library of Science 2012-10-08 /pmc/articles/PMC3466247/ /pubmed/23056239 http://dx.doi.org/10.1371/journal.pone.0046100 Text en © 2012 Gulhan Bourget http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Bourget, Gulhan
Handling Missing Data in Transmission Disequilibrium Test in Nuclear Families with One Affected Offspring
title Handling Missing Data in Transmission Disequilibrium Test in Nuclear Families with One Affected Offspring
title_full Handling Missing Data in Transmission Disequilibrium Test in Nuclear Families with One Affected Offspring
title_fullStr Handling Missing Data in Transmission Disequilibrium Test in Nuclear Families with One Affected Offspring
title_full_unstemmed Handling Missing Data in Transmission Disequilibrium Test in Nuclear Families with One Affected Offspring
title_short Handling Missing Data in Transmission Disequilibrium Test in Nuclear Families with One Affected Offspring
title_sort handling missing data in transmission disequilibrium test in nuclear families with one affected offspring
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3466247/
https://www.ncbi.nlm.nih.gov/pubmed/23056239
http://dx.doi.org/10.1371/journal.pone.0046100
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