Genetic Analysis of Human Traits In Vitro: Drug Response and Gene Expression in Lymphoblastoid Cell Lines

被引:171
作者
Choy, Edwin [1 ,2 ,3 ,4 ]
Yelensky, Roman [1 ,2 ,4 ,5 ]
Bonakdar, Sasha [1 ]
Plenge, Robert M. [1 ,2 ,4 ,6 ]
Saxena, Richa [1 ,2 ,4 ]
De Jager, Philip L. [1 ,7 ,8 ,9 ]
Shaw, Stanley Y. [1 ,8 ,10 ,11 ]
Wolfish, Cara S. [1 ,7 ]
Slavik, Jacqueline M. [7 ,12 ]
Cotsapas, Chris [1 ,2 ,13 ]
Rivas, Manuel [1 ,14 ]
Dermitzakis, Emmanouil T. [15 ]
Cahir-McFarland, Ellen [8 ,16 ,17 ]
Kieff, Elliott [8 ,16 ,17 ]
Hafler, David [1 ,7 ]
Daly, Mark J. [1 ,2 ,13 ]
Altshuler, David [1 ,2 ,4 ,13 ,18 ,19 ]
机构
[1] Broad Inst MIT & Harvard, Cambridge, MA USA
[2] Massachusetts Gen Hosp, Ctr Human Genet Res, Boston, MA 02114 USA
[3] Massachusetts Gen Hosp, Div Hematol Oncol, Boston, MA 02114 USA
[4] Massachusetts Gen Hosp, Dept Mol Biol, Boston, MA 02114 USA
[5] MIT, Harvard Mit Div Hlth Sci & Technol, Cambridge, MA 02139 USA
[6] Brigham & Womens Hosp, Div Rheumatol Allergy & Immunol, Boston, MA 02115 USA
[7] Brigham & Womens Hosp, Ctr Neurol Dis, Div Mol Immunol, Boston, MA 02115 USA
[8] Harvard Univ, Sch Med, Boston, MA USA
[9] Harvard Univ, Sch Med, Partners Healthcare Ctr Genet & Genom, Boston, MA USA
[10] Massachusetts Gen Hosp, Ctr Syst Biol, Boston, MA 02114 USA
[11] Massachusetts Gen Hosp, Cardiovasc Res Ctr, Boston, MA 02114 USA
[12] Brigham & Womens Hosp, Biomed Res Inst, Boston, MA 02115 USA
[13] Harvard Univ, Sch Med, Dept Med, Boston, MA USA
[14] MIT, Dept Math, Cambridge, MA 02139 USA
[15] Wellcome Trust Sanger Inst, Cambridge, England
[16] Brigham & Womens Hosp, Channing Lab, Boston, MA 02115 USA
[17] Brigham & Womens Hosp, Dept Med, Div Infect Dis, Boston, MA 02115 USA
[18] Harvard Univ, Sch Med, Dept Genet, Boston, MA USA
[19] Massachusetts Gen Hosp, Diabet Unit, Boston, MA 02114 USA
来源
PLOS GENETICS | 2008年 / 4卷 / 11期
关键词
D O I
10.1371/journal.pgen.1000287
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
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.
引用
收藏
页数:16
相关论文
共 43 条
[1]   On the design and analysis of gene expression studies in human populations [J].
Akey, Joshua M. ;
Biswas, Shameek ;
Leek, Jeffrey T. ;
Storey, John D. .
NATURE GENETICS, 2007, 39 (07) :807-808
[2]  
[Anonymous], 2005, NATURE, V437, P1299, DOI DOI 10.1038/NATURE04226
[3]   A comparison of normalization methods for high density oligonucleotide array data based on variance and bias [J].
Bolstad, BM ;
Irizarry, RA ;
Åstrand, M ;
Speed, TP .
BIOINFORMATICS, 2003, 19 (02) :185-193
[4]   Genome-wide association study of 14,000 cases of seven common diseases and 3,000 shared controls [J].
Burton, Paul R. ;
Clayton, David G. ;
Cardon, Lon R. ;
Craddock, Nick ;
Deloukas, Panos ;
Duncanson, Audrey ;
Kwiatkowski, Dominic P. ;
McCarthy, Mark I. ;
Ouwehand, Willem H. ;
Samani, Nilesh J. ;
Todd, John A. ;
Donnelly, Peter ;
Barrett, Jeffrey C. ;
Davison, Dan ;
Easton, Doug ;
Evans, David ;
Leung, Hin-Tak ;
Marchini, Jonathan L. ;
Morris, Andrew P. ;
Spencer, Chris C. A. ;
Tobin, Martin D. ;
Attwood, Antony P. ;
Boorman, James P. ;
Cant, Barbara ;
Everson, Ursula ;
Hussey, Judith M. ;
Jolley, Jennifer D. ;
Knight, Alexandra S. ;
Koch, Kerstin ;
Meech, Elizabeth ;
Nutland, Sarah ;
Prowse, Christopher V. ;
Stevens, Helen E. ;
Taylor, Niall C. ;
Walters, Graham R. ;
Walker, Neil M. ;
Watkins, Nicholas A. ;
Winzer, Thilo ;
Jones, Richard W. ;
McArdle, Wendy L. ;
Ring, Susan M. ;
Strachan, David P. ;
Pembrey, Marcus ;
Breen, Gerome ;
St Clair, David ;
Caesar, Sian ;
Gordon-Smith, Katherine ;
Jones, Lisa ;
Fraser, Christine ;
Green, Elain K. .
NATURE, 2007, 447 (7145) :661-678
[5]   Mapping determinants of human gene expression by regional and genome-wide association [J].
Cheung, VG ;
Spielman, RS ;
Ewens, KG ;
Weber, TM ;
Morley, M ;
Burdick, JT .
NATURE, 2005, 437 (7063) :1365-1369
[6]   Genetics of quantitative variation in human gene expression [J].
Cheung, VG ;
Jen, KY ;
Weber, T ;
Morley, M ;
Devlin, JL ;
Ewens, KG ;
Spielman, RS .
COLD SPRING HARBOR SYMPOSIA ON QUANTITATIVE BIOLOGY, 2003, 68 :403-407
[7]   The genetics of variation in gene expression [J].
Cheung, VG ;
Spielman, RS .
NATURE GENETICS, 2002, 32 (Suppl 4) :522-525
[8]   Natural variation in human gene expression assessed in lymphoblastoid cells [J].
Cheung, VG ;
Conlin, LK ;
Weber, TM ;
Arcaro, M ;
Jen, KY ;
Morley, M ;
Spielman, RS .
NATURE GENETICS, 2003, 33 (03) :422-425
[9]   Genetic variation in radiation-induced expression phenotypes [J].
Correa, CR ;
Cheung, VG .
AMERICAN JOURNAL OF HUMAN GENETICS, 2004, 75 (05) :885-890
[10]   PROGRAM DESCRIPTION - CENTER-DETUDE-DU-POLYMORPHISME-HUMAIN (CEPH) - COLLABORATIVE GENETIC-MAPPING OF THE HUMAN GENOME [J].
DAUSSET, J ;
CANN, H ;
COHEN, D ;
LATHROP, M ;
LALOUEL, JM ;
WHITE, R .
GENOMICS, 1990, 6 (03) :575-577