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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...

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Autores principales: 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
Formato: Texto
Lenguaje:English
Publicado: Public Library of Science 2008
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.
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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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