The limits of genome-wide methods for pharmacogenomic testing

被引:26
作者
Gamazon, Eric R. [1 ]
Skol, Andrew D. [1 ]
Perera, Minoli A. [1 ]
机构
[1] Univ Chicago, Dept Med, Med Genet Sect, Chicago, IL 60637 USA
关键词
coverage; genotyping; linkage disequilibrium; microarray; minor allele frequency; pharmacogenomics; sequencing; single nucleotide polymorphism function; GENETIC-VARIANTS; LINKAGE DISEQUILIBRIUM; ASSOCIATION; CYP2C9; IDENTIFICATION; POLYMORPHISMS; SEQUENCE; CAPTURE; FORMAT; VKORC1;
D O I
10.1097/FPC.0b013e328350ca5f
中图分类号
Q81 [生物工程学(生物技术)]; Q93 [微生物学];
学科分类号
071005 ; 0836 ; 090102 ; 100705 ;
摘要
Objective The goal of pharmacogenomics is the translation of genomic discoveries into individualized patient care. Recent advances in the means to survey human genetic variation are fundamentally transforming our understanding of the genetic basis of interindividual variation in therapeutic response. The goal of this study was to systematically evaluate high-throughput genotyping technologies for their ability to assay variation in pharmacogenetically important genes (pharmacogenes). These platforms are either being proposed for or are already being widely used for clinical implementation; therefore, knowledge of coverage of pharmacogenes on these platforms would serve to better evaluate current or proposed pharmacogenetic association studies. Method Among the genes included in our study are drug-metabolizing enzymes, transporters, receptors, and drug targets, of interest to the entire pharmacogenetic community. We considered absolute and linkage disequilibrium (LD)-informed coverage, minor allele frequency spectrum, and functional annotation for a Caucasian population. We also examined the effect of LD, effect size, and cohort size on the power to detect single nucleotide polymorphism associations. Results In our analysis of 253 pharmacogenes, we found that no platform showed more than 85% coverage of these genes (after accounting for LD). Furthermore, the lack of coverage showed a marked increase at minor allele frequencies of less than 20%. Even after accounting for LD, only 30% of the missense polymorphisms (which are enriched for low-frequency alleles) were covered by HapMap, with still lower coverage on the other platforms. Conclusion We have conducted the first systematic evaluation of the Axiom Genomic Database, Omni 2.5 M, and the Drug Metabolizing Enzymes and Transporters chip. This study is the first to utilize the 1000 Genomes Project to present a comprehensive evaluative framework. Our results provide a much-needed assessment of microarray-based genotyping and next-generation sequencing technologies' ability to survey fully the variation in genes of particular interest to the pharmacogenetics community. Our findings demonstrate the limitations of genome-wide methods and the challenges of implementing pharmacogenomic tests into the clinical context. Pharmacogenetics and Genomics 22:261-272 (C) 2012 Wolters Kluwer Health vertical bar Lippincott Williams & Wilkins.
引用
收藏
页码:261 / 272
页数:12
相关论文
共 41 条
[1]   A map of human genome variation from population-scale sequencing [J].
Altshuler, David ;
Durbin, Richard M. ;
Abecasis, Goncalo R. ;
Bentley, David R. ;
Chakravarti, Aravinda ;
Clark, Andrew G. ;
Collins, Francis S. ;
De la Vega, Francisco M. ;
Donnelly, Peter ;
Egholm, Michael ;
Flicek, Paul ;
Gabriel, Stacey B. ;
Gibbs, Richard A. ;
Knoppers, Bartha M. ;
Lander, Eric S. ;
Lehrach, Hans ;
Mardis, Elaine R. ;
McVean, Gil A. ;
Nickerson, DebbieA. ;
Peltonen, Leena ;
Schafer, Alan J. ;
Sherry, Stephen T. ;
Wang, Jun ;
Wilson, Richard K. ;
Gibbs, Richard A. ;
Deiros, David ;
Metzker, Mike ;
Muzny, Donna ;
Reid, Jeff ;
Wheeler, David ;
Wang, Jun ;
Li, Jingxiang ;
Jian, Min ;
Li, Guoqing ;
Li, Ruiqiang ;
Liang, Huiqing ;
Tian, Geng ;
Wang, Bo ;
Wang, Jian ;
Wang, Wei ;
Yang, Huanming ;
Zhang, Xiuqing ;
Zheng, Huisong ;
Lander, Eric S. ;
Altshuler, David L. ;
Ambrogio, Lauren ;
Bloom, Toby ;
Cibulskis, Kristian ;
Fennell, Tim J. ;
Gabriel, Stacey B. .
NATURE, 2010, 467 (7319) :1061-1073
[2]  
[Anonymous], TABL PHARM BIOM DRUG
[3]   The Rationale and Design of the Perindopril Genetic Association Study (PERGENE): A Pharmacogenetic Analysis of Angiotensin-Converting Enzyme Inhibitor Therapy in Patients with Stable Coronary Artery Disease [J].
Brugts, J. J. ;
de Maat, M. P. M. ;
Boersma, E. ;
Witteman, J. C. M. ;
van Duijn, C. ;
Uitterlinden, A. G. ;
Bertrand, M. ;
Remme, W. ;
Fox, K. ;
Ferrari, R. ;
Danser, A. H. J. ;
Simoons, M. L. .
CARDIOVASCULAR DRUGS AND THERAPY, 2009, 23 (02) :171-181
[4]   CYP4F2 genetic variant alters required warfarin dose [J].
Caldwell, Michael D. ;
Awad, Tarif ;
Johnson, Julie A. ;
Gage, Brian F. ;
Falkowski, Mat ;
Gardina, Paul ;
Hubbard, Jason ;
Turpaz, Yaron ;
Langaee, Taimour Y. ;
Eby, Charles ;
King, Cristi R. ;
Brower, Amy ;
Schmelzer, John R. ;
Glurich, Ingrid ;
Vidaillet, Humberto J. ;
Yale, Steven H. ;
Zhang, Kai Qi ;
Berg, Richard L. ;
Burmester, James K. .
BLOOD, 2008, 111 (08) :4106-4112
[5]   Mapping complex disease loci in whole-genome association studies [J].
Carlson, CS ;
Eberle, MA ;
Kruglyak, L ;
Nickerson, DA .
NATURE, 2004, 429 (6990) :446-452
[6]   The Sanger FASTQ file format for sequences with quality scores, and the Solexa/Illumina FASTQ variants [J].
Cock, Peter J. A. ;
Fields, Christopher J. ;
Goto, Naohisa ;
Heuer, Michael L. ;
Rice, Peter M. .
NUCLEIC ACIDS RESEARCH, 2010, 38 (06) :1767-1771
[7]   A genome-wide scan for common genetic variants with a large influence on warfarin maintenance dose [J].
Cooper, Gregory M. ;
Johnson, Julie A. ;
Langaee, Taimour Y. ;
Feng, Hua ;
Stanaway, Ian B. ;
Schwarz, Ute I. ;
Ritchie, Marylyn D. ;
Stein, C. Michael ;
Roden, Dan M. ;
Smith, Joshua D. ;
Veenstra, David L. ;
Rettie, Allan E. ;
Rieder, Mark J. .
BLOOD, 2008, 112 (04) :1022-1027
[8]   Development and implementation of a pharmacist-managed clinical pharmacogenetics service [J].
Crews, Kristine R. ;
Cross, Shane J. ;
McCormick, John N. ;
Baker, Donald K. ;
Molinelli, Alejandro R. ;
Mullins, Richard ;
Relling, Mary V. ;
Hoffman, James M. .
AMERICAN JOURNAL OF HEALTH-SYSTEM PHARMACY, 2011, 68 (02) :143-150
[9]   Genome-wide association studies in pharmacogenomics [J].
Daly, Ann K. .
NATURE REVIEWS GENETICS, 2010, 11 (04) :241-246
[10]   Angiotensin-converting enzyme tag single nucleotide polymorphisms in patients with intracerebral hemorrhage [J].
Dardiotis, Efthimios ;
Jagiella, Jeremiasz ;
Xiromerisiou, Georgia ;
Dardioti, Maria ;
Vogiatzi, Christina ;
Urbanik, Andrzej ;
Paterakis, Konstantinos ;
Komnos, Apostolos ;
Fountas, Kostas N. ;
Slowik, Agnieszka ;
Hadjigeorgiou, Georgios M. .
PHARMACOGENETICS AND GENOMICS, 2011, 21 (03) :136-141