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Sex, age and generation effects on genome-wide linkage analysis of gene expression in transformed lymphoblasts
BACKGROUND: Many traits differ by age and sex in humans, but genetic analysis of gene expression has typically not included them in the analysis. METHODS: We used Genetic Analysis Workshop 15 Problem 1 data to determine whether gene expression in lymphoblasts showed differences by age and/or sex usi...
Autores principales: | , , , |
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Formato: | Texto |
Lenguaje: | English |
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BioMed Central
2007
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2367486/ https://www.ncbi.nlm.nih.gov/pubmed/18466596 |
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author | Rangrej, Jagadish Beyene, Joseph Hu, Pingzhao Paterson, Andrew D |
author_facet | Rangrej, Jagadish Beyene, Joseph Hu, Pingzhao Paterson, Andrew D |
author_sort | Rangrej, Jagadish |
collection | PubMed |
description | BACKGROUND: Many traits differ by age and sex in humans, but genetic analysis of gene expression has typically not included them in the analysis. METHODS: We used Genetic Analysis Workshop 15 Problem 1 data to determine whether gene expression in lymphoblasts showed differences by age and/or sex using generalized estimating equations (GEE). We performed quantitative trait linkage analysis of these genes including age and sex as covariates to determine whether the linkage results changed when they were included as covariates. Because the families included in the study all contain three generations, we also determined what effect inclusion of generation in the model had on the age effects. RESULTS: When controlling the false-discovery rate at 1%, using GEE we identified 30 transcripts that showed significant differences in expression by sex, while 1950 transcripts showed differences in expression associated with age. When subjected to linkage analysis, there were 37 linkages that disappeared, while 17 appeared when sex was included as a covariate. All these genes were, as expected, on the sex chromosomes. In contrast, when age was included in the linkage analysis, 462 linkage signals were no longer significant, while 223 became significant. When generation was included in the model with age, all but 6 of the GEE age effects were no longer significant. However, there were minimal changes in the linkage results. CONCLUSION: The effect of age on linkage analyses was apparent for the expression of many genes, which appear to be mostly due to differences between the generations. |
format | Text |
id | pubmed-2367486 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2007 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-23674862008-05-06 Sex, age and generation effects on genome-wide linkage analysis of gene expression in transformed lymphoblasts Rangrej, Jagadish Beyene, Joseph Hu, Pingzhao Paterson, Andrew D BMC Proc Proceedings BACKGROUND: Many traits differ by age and sex in humans, but genetic analysis of gene expression has typically not included them in the analysis. METHODS: We used Genetic Analysis Workshop 15 Problem 1 data to determine whether gene expression in lymphoblasts showed differences by age and/or sex using generalized estimating equations (GEE). We performed quantitative trait linkage analysis of these genes including age and sex as covariates to determine whether the linkage results changed when they were included as covariates. Because the families included in the study all contain three generations, we also determined what effect inclusion of generation in the model had on the age effects. RESULTS: When controlling the false-discovery rate at 1%, using GEE we identified 30 transcripts that showed significant differences in expression by sex, while 1950 transcripts showed differences in expression associated with age. When subjected to linkage analysis, there were 37 linkages that disappeared, while 17 appeared when sex was included as a covariate. All these genes were, as expected, on the sex chromosomes. In contrast, when age was included in the linkage analysis, 462 linkage signals were no longer significant, while 223 became significant. When generation was included in the model with age, all but 6 of the GEE age effects were no longer significant. However, there were minimal changes in the linkage results. CONCLUSION: The effect of age on linkage analyses was apparent for the expression of many genes, which appear to be mostly due to differences between the generations. BioMed Central 2007-12-18 /pmc/articles/PMC2367486/ /pubmed/18466596 Text en Copyright © 2007 Rangrej et al; licensee BioMed Central Ltd. http://creativecommons.org/licenses/by/2.0 This is an open access article distributed under the terms of the Creative Commons Attribution License ( (http://creativecommons.org/licenses/by/2.0) ), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Proceedings Rangrej, Jagadish Beyene, Joseph Hu, Pingzhao Paterson, Andrew D Sex, age and generation effects on genome-wide linkage analysis of gene expression in transformed lymphoblasts |
title | Sex, age and generation effects on genome-wide linkage analysis of gene expression in transformed lymphoblasts |
title_full | Sex, age and generation effects on genome-wide linkage analysis of gene expression in transformed lymphoblasts |
title_fullStr | Sex, age and generation effects on genome-wide linkage analysis of gene expression in transformed lymphoblasts |
title_full_unstemmed | Sex, age and generation effects on genome-wide linkage analysis of gene expression in transformed lymphoblasts |
title_short | Sex, age and generation effects on genome-wide linkage analysis of gene expression in transformed lymphoblasts |
title_sort | sex, age and generation effects on genome-wide linkage analysis of gene expression in transformed lymphoblasts |
topic | Proceedings |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2367486/ https://www.ncbi.nlm.nih.gov/pubmed/18466596 |
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