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Genetic Analysis of Human Traits In Vitro: Drug Response and Gene Expression in Lymphoblastoid Cell Lines
Lymphoblastoid cell lines (LCLs), originally collected as renewable sources of DNA, are now being used as a model system to study genotype–phenotype relationships in human cells, including searches for QTLs influencing levels of individual mRNAs and responses to drugs and radiation. In the course of...
Autores principales: | , , , , , , , , , , , , , , , , |
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Formato: | Texto |
Lenguaje: | English |
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Public Library of Science
2008
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2583954/ https://www.ncbi.nlm.nih.gov/pubmed/19043577 http://dx.doi.org/10.1371/journal.pgen.1000287 |
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author | Choy, Edwin Yelensky, Roman Bonakdar, Sasha Plenge, Robert M. Saxena, Richa De Jager, Philip L. Shaw, Stanley Y. Wolfish, Cara S. Slavik, Jacqueline M. Cotsapas, Chris Rivas, Manuel Dermitzakis, Emmanouil T. Cahir-McFarland, Ellen Kieff, Elliott Hafler, David Daly, Mark J. Altshuler, David |
author_facet | Choy, Edwin Yelensky, Roman Bonakdar, Sasha Plenge, Robert M. Saxena, Richa De Jager, Philip L. Shaw, Stanley Y. Wolfish, Cara S. Slavik, Jacqueline M. Cotsapas, Chris Rivas, Manuel Dermitzakis, Emmanouil T. Cahir-McFarland, Ellen Kieff, Elliott Hafler, David Daly, Mark J. Altshuler, David |
author_sort | Choy, Edwin |
collection | PubMed |
description | Lymphoblastoid cell lines (LCLs), originally collected as renewable sources of DNA, are now being used as a model system to study genotype–phenotype relationships in human cells, including searches for QTLs influencing levels of individual mRNAs and responses to drugs and radiation. In the course of attempting to map genes for drug response using 269 LCLs from the International HapMap Project, we evaluated the extent to which biological noise and non-genetic confounders contribute to trait variability in LCLs. While drug responses could be technically well measured on a given day, we observed significant day-to-day variability and substantial correlation to non-genetic confounders, such as baseline growth rates and metabolic state in culture. After correcting for these confounders, we were unable to detect any QTLs with genome-wide significance for drug response. A much higher proportion of variance in mRNA levels may be attributed to non-genetic factors (intra-individual variance—i.e., biological noise, levels of the EBV virus used to transform the cells, ATP levels) than to detectable eQTLs. Finally, in an attempt to improve power, we focused analysis on those genes that had both detectable eQTLs and correlation to drug response; we were unable to detect evidence that eQTL SNPs are convincingly associated with drug response in the model. While LCLs are a promising model for pharmacogenetic experiments, biological noise and in vitro artifacts may reduce power and have the potential to create spurious association due to confounding. |
format | Text |
id | pubmed-2583954 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2008 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-25839542008-11-28 Genetic Analysis of Human Traits In Vitro: Drug Response and Gene Expression in Lymphoblastoid Cell Lines Choy, Edwin Yelensky, Roman Bonakdar, Sasha Plenge, Robert M. Saxena, Richa De Jager, Philip L. Shaw, Stanley Y. Wolfish, Cara S. Slavik, Jacqueline M. Cotsapas, Chris Rivas, Manuel Dermitzakis, Emmanouil T. Cahir-McFarland, Ellen Kieff, Elliott Hafler, David Daly, Mark J. Altshuler, David PLoS Genet Research Article Lymphoblastoid cell lines (LCLs), originally collected as renewable sources of DNA, are now being used as a model system to study genotype–phenotype relationships in human cells, including searches for QTLs influencing levels of individual mRNAs and responses to drugs and radiation. In the course of attempting to map genes for drug response using 269 LCLs from the International HapMap Project, we evaluated the extent to which biological noise and non-genetic confounders contribute to trait variability in LCLs. While drug responses could be technically well measured on a given day, we observed significant day-to-day variability and substantial correlation to non-genetic confounders, such as baseline growth rates and metabolic state in culture. After correcting for these confounders, we were unable to detect any QTLs with genome-wide significance for drug response. A much higher proportion of variance in mRNA levels may be attributed to non-genetic factors (intra-individual variance—i.e., biological noise, levels of the EBV virus used to transform the cells, ATP levels) than to detectable eQTLs. Finally, in an attempt to improve power, we focused analysis on those genes that had both detectable eQTLs and correlation to drug response; we were unable to detect evidence that eQTL SNPs are convincingly associated with drug response in the model. While LCLs are a promising model for pharmacogenetic experiments, biological noise and in vitro artifacts may reduce power and have the potential to create spurious association due to confounding. Public Library of Science 2008-11-28 /pmc/articles/PMC2583954/ /pubmed/19043577 http://dx.doi.org/10.1371/journal.pgen.1000287 Text en Choy et al. 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 Choy, Edwin Yelensky, Roman Bonakdar, Sasha Plenge, Robert M. Saxena, Richa De Jager, Philip L. Shaw, Stanley Y. Wolfish, Cara S. Slavik, Jacqueline M. Cotsapas, Chris Rivas, Manuel Dermitzakis, Emmanouil T. Cahir-McFarland, Ellen Kieff, Elliott Hafler, David Daly, Mark J. Altshuler, David Genetic Analysis of Human Traits In Vitro: Drug Response and Gene Expression in Lymphoblastoid Cell Lines |
title | Genetic Analysis of Human Traits In Vitro: Drug Response and Gene Expression in Lymphoblastoid Cell Lines |
title_full | Genetic Analysis of Human Traits In Vitro: Drug Response and Gene Expression in Lymphoblastoid Cell Lines |
title_fullStr | Genetic Analysis of Human Traits In Vitro: Drug Response and Gene Expression in Lymphoblastoid Cell Lines |
title_full_unstemmed | Genetic Analysis of Human Traits In Vitro: Drug Response and Gene Expression in Lymphoblastoid Cell Lines |
title_short | Genetic Analysis of Human Traits In Vitro: Drug Response and Gene Expression in Lymphoblastoid Cell Lines |
title_sort | genetic analysis of human traits in vitro: drug response and gene expression in lymphoblastoid cell lines |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2583954/ https://www.ncbi.nlm.nih.gov/pubmed/19043577 http://dx.doi.org/10.1371/journal.pgen.1000287 |
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