Clinically actionable genotypes among 10,000 patients with preemptive pharmacogenomic testing

S L Van Driest, Y Shi, E A Bowton, J S Schildcrout, J F Peterson, J Pulley, J C Denny, D M Roden, S L Van Driest, Y Shi, E A Bowton, J S Schildcrout, J F Peterson, J Pulley, J C Denny, D M Roden

Abstract

Since September 2010, more than 10,000 patients have undergone preemptive, panel-based pharmacogenomic testing through the Vanderbilt Pharmacogenomic Resource for Enhanced Decisions in Care and Treatment program. Analysis of the genetic data from the first 9,589 individuals reveals that the frequency of genetic variants is concordant with published allele frequencies. Based on five currently implemented drug-gene interactions, the multiplexed test identified one or more actionable variants in 91% of the genotyped patients and in 96% of African American patients. Using medication exposure data from electronic medical records, we compared a theoretical "reactive," prescription-triggered, serial single-gene testing strategy with our preemptive, multiplexed genotyping approach. Reactive genotyping would have generated 14,656 genetic tests. These data highlight three advantages of preemptive genotyping: (i) the vast majority of patients carry at least one pharmacogenetic variant; (ii) data are available at the point of care; and (iii) there is a substantial reduction in testing burden compared with a reactive strategy.

Conflict of interest statement

Conflict of Interest/Disclosure: The authors declare no relevant financial interests in this manuscript. The authors declare no other relationships/conditions/circumstances that present a potential conflict of interest that have influenced or give the appearance of potentially influencing the work submitted in this manuscript, other than the funding and research support for the institution and individual authors as described below.

Figures

Figure 1. Actionable genotypes in individual and…
Figure 1. Actionable genotypes in individual and cumulative Drug-Genome Interactions (DGIs)
The frequencies of non-actionable, actionable and high risk genotypes for each DGI. The final bar shows frequency of individuals having at least one actionable or high risk genotype among all five DGIs.
Figure 2. Predicted and observed actionable genotypes…
Figure 2. Predicted and observed actionable genotypes and associated medication exposures
In panels A-C, for each Drug-Genome Interaction (DGI), the frequencies of expected actionable genotypes based on reported minor allele frequencies (open triangles), observed actionable genotypes (open circles), expected frequency of medication exposures among patients with actionable genotypes (filled triangles) and observed actionable genotype with exposure to the associated medication (filled circles) are shown for all 9,589 genotyped patients (A), 6,986 patients of European-American descent (B), and 953 patients of African-American decent (C). Clopidogrel exposure includes clopidogrel and/or prasugrel, the alternative agent. Statin exposure includes simvastatin and/or alternative HMG-CoA reductase inhibitors (atorvastatin, fluvastatin, lovastatin, pravastatin, rosuvastatin). In panels D-F, cumulative frequency of individuals having observed actionable genotypes based on the five currently implemented DGIs (open circles), cumulative frequency of individuals with actionable genotypes exposed to associated medications (filled circles), and predicted cumulative frequency of actionable genotypes based on a total of 12 pharmacogenes (x’s) are shown for all genotyped patients (D), patients of European-American descent (E), and patients of African-American decent (F).
Figure 3. Medication exposures among genotyped individuals
Figure 3. Medication exposures among genotyped individuals
A. Medication exposure among all (open circles) and PREDICT preemptive model target population (filled circles) individuals for each medication currently implemented in the PREDICT program. B. Cumulative number of drug exposures to medications implemented in the PREDICT program, in order of implementation. Drug 1 - clopidogrel and/or prasugrel; 2 - statins; 3 - warfarin; 4 - thiopurines; 5 - tacrolimus. The solid horizontal line indicates the total number of panel tests completed in the entire cohort, and the dotted line indicates the number of panel tests completed in the target population.

References

    1. Collins FS, Green ED, Guttmacher AE, Guyer MS. US National Human Genome Research Institute. A vision for the future of genomics research. Nature. 2003 Apr 24;422(6934):835–47.
    1. Crews KR, Gaedigk A, Dunnenberger HM, Klein TE, Shen DD, Callaghan JT, et al. Clinical Pharmacogenetics Implementation Consortium (CPIC) guidelines for codeine therapy in the context of cytochrome P450 2D6 (CYP2D6) genotype. Clin Pharmacol Ther. 2012 Feb;91(2):321–6.
    1. Johnson JA, Gong L, Whirl-Carrillo M, Gage BF, Scott SA, Stein CM, et al. Clinical Pharmacogenetics Implementation Consortium Guidelines for CYP2C9 and VKORC1 genotypes and warfarin dosing. Clin Pharmacol Ther. 2011 Oct;90(4):625–9.
    1. Scott SA, Sangkuhl K, Gardner EE, Stein CM, Hulot J-S, Johnson JA, et al. Clinical Pharmacogenetics Implementation Consortium guidelines for cytochrome P450-2C19 (CYP2C19) genotype and clopidogrel therapy. Clin Pharmacol Ther. 2011 Aug;90(2):328–32.
    1. Scott SA, Sangkuhl K, Stein CM, Hulot J-S, Mega JL, Roden DM, et al. Clinical pharmacogenetics implementation consortium guidelines for CYP2C19 genotype and clopidogrel therapy: 2013 update. Clin Pharmacol Ther. 2013 Sep;94(3):317–23.
    1. Relling MV, Gardner EE, Sandborn WJ, Schmiegelow K, Pui C-H, Yee SW, et al. Clinical Pharmacogenetics Implementation Consortium guidelines for thiopurine methyltransferase genotype and thiopurine dosing. Clin Pharmacol Ther. 2011 Mar;89(3):387–91.
    1. Relling MV, Gardner EE, Sandborn WJ, Schmiegelow K, Pui C-H, Yee SW, et al. Clinical pharmacogenetics implementation consortium guidelines for thiopurine methyltransferase genotype and thiopurine dosing: 2013 update. Clin Pharmacol Ther. 2013 Apr;93(4):324–5.
    1. Wilke RA, Ramsey LB, Johnson SG, Maxwell WD, McLeod HL, Voora D, et al. The clinical pharmacogenomics implementation consortium: CPIC guideline for SLCO1B1 and simvastatin-induced myopathy. Clin Pharmacol Ther. 2012 Jul;92(1):112–7.
    1. Pulley JM, Denny JC, Peterson JF, Bernard GR, Vnencak-Jones CL, Ramirez AH, et al. Operational Implementation of Prospective Genotyping for Personalized Medicine: The Design of the Vanderbilt PREDICT Project. Clin Pharmacol Ther 2012. 92(1):87–95.
    1. Mega JL, Hochholzer W, Frelinger AL, 3rd, Kluk MJ, Angiolillo DJ, Kereiakes DJ, et al. Dosing clopidogrel based on CYP2C19 genotype and the effect on platelet reactivity in patients with stable cardiovascular disease. J Am Med Assoc. 2011 Nov 23;306(20):2221–8.
    1. Ogg MS, Brennan P, Meade T, Humphries SE. CYP2C9*3 allelic variant and bleeding complications. Lancet. 1999 Sep 25;354(9184):1124.
    1. Ablin J, Cabili S, Lagziel A, Peretz H. Warfarin therapy in a patient homozygous for the CYP2C9 3 allele. Isr Med Assoc J. 2002 Feb;4(2):139–41.
    1. Steward DJ, Haining RL, Henne KR, Davis G, Rushmore TH, Trager WF, et al. Genetic association between sensitivity to warfarin and expression of CYP2C9*3. Pharmacogenetics. 1997 Oct;7(5):361–7.
    1. Hicks JK, Swen JJ, Thorn CF, Sangkuhl K, Kharasch ED, Ellingrod VL, et al. Clinical Pharmacogenetics Implementation Consortium guideline for CYP2D6 and CYP2C19 genotypes and dosing of tricyclic antidepressants. Clin Pharmacol Ther. 2013 May;93(5):402–8.
    1. Martin MA, Klein TE, Dong BJ, Pirmohamed M, Haas DW, Kroetz DL, et al. Clinical pharmacogenetics implementation consortium guidelines for HLA-B genotype and abacavir dosing. Clin Pharmacol Ther. 2012 Apr;91(4):734–8.
    1. Hershfield MS, Callaghan JT, Tassaneeyakul W, Mushiroda T, Thorn CF, Klein TE, et al. Clinical Pharmacogenetics Implementation Consortium guidelines for human leukocyte antigen-B genotype and allopurinol dosing. Clin Pharmacol Ther. 2013 Feb;93(2):153–8.
    1. Caudle KE, Thorn CF, Klein TE, Swen JJ, McLeod HL, Diasio RB, et al. Clinical Pharmacogenetics Implementation Consortium Guidelines for Dihydropyrimidine Dehydrogenase Genotype and Fluoropyrimidine Dosing. Clin Pharmacol Ther. 2013 Aug 29;
    1. McDonagh EM, Thorn CF, Bautista JM, Youngster I, Altman RB, Klein TE. PharmGKB summary: very important pharmacogene information for G6PD. Pharmacogenet Genomics. 2012 Mar;22(3):219–28.
    1. Muir AJ, Gong L, Johnson SG, Michael Lee MT, Williams MS, Klein TE, et al. Clinical Pharmacogenetics Implementation Consortium (CPIC) guidelines for IFNL3 (IL28B) genotype and peginterferon alpha based regimens. Clin Pharmacol Ther. 2013 Oct 4;
    1. Liu X, Cheng D, Kuang Q, Liu G, Xu W. Association of UGT1A1*28 polymorphisms with irinotecan-induced toxicities in colorectal cancer: a meta-analysis in Caucasians. Pharmacogenomics J. 2013 Mar 26; [epub ahead of print]
    1. Ramsey BW, Davies J, McElvaney NG, Tullis E, Bell SC, Dřevínek P, et al. A CFTR potentiator in patients with cystic fibrosis and the G551D mutation. N Engl J Med. 2011 Nov 3;365(18):1663–72.
    1. Leckband SG, Kelsoe JR, Dunnenberger HM, George AL, Jr, Tran E, Berger R, et al. Clinical pharmacogenetics implementation consortium guidelines for HLA-B genotype and carbamazepine dosing. Clin Pharmacol Ther. 2013 Sep;94(3):324–8.
    1. Hippisley-Cox J, Coupland C. Individualising the risks of statins in men and women in England and Wales: population-based cohort study. Heart. 2010 Jun 1;96(12):939–47.
    1. Chung J-Y, Cho J-Y, Yu K-S, Kim J-R, Oh D-S, Jung H-R, et al. Effect of OATP1B1 (SLCO1B1) variant alleles on the pharmacokinetics of pitavastatin in healthy volunteers. Clin Pharmacol Ther. 2005 Oct;78(4):342–50.
    1. Lee E, Ryan S, Birmingham B, Zalikowski J, March R, Ambrose H, et al. Rosuvastatin pharmacokinetics and pharmacogenetics in white and Asian subjects residing in the same environment. Clin Pharmacol Ther. 2005 Oct;78(4):330–41.
    1. Ramirez AH, Shi Y, Schildcrout JS, Delaney JT, Xu H, Oetjens MT, et al. Predicting warfarin dosage in European-Americans and African-Americans using DNA samples linked to an electronic health record. Pharmacogenomics. 2012 Mar;13(4):407–18.
    1. Kumar R, Seibold MA, Aldrich MC, Williams LK, Reiner AP, Colangelo L, et al. Genetic ancestry in lung-function predictions. N Engl J Med. 2010 Jul 22;363(4):321–30.
    1. Schildcrout JS, Denny JC, Bowton E, Gregg W, Pulley JM, Basford MA, et al. Optimizing drug outcomes through pharmacogenetics: a case for preemptive genotyping. Clin Pharmacol Ther. 2012 Aug;92(2):235–42.
    1. Xu H, Stenner SP, Doan S, Johnson KB, Waitman LR, Denny JC. MedEx: a medication information extraction system for clinical narratives. J Am Med Informatics Assoc. 2010 Feb;17(1):19–24.
    1. Chinevere TD, Murray CK, Grant E, Jr, Johnson GA, Duelm F, Hospenthal DR. Prevalence of glucose-6-phosphate dehydrogenase deficiency in U.S. Army personnel Mil Med. 2006 Sep;171(9):905–7.
    1. Ge D, Fellay J, Thompson AJ, Simon JS, Shianna KV, Urban TJ, et al. Genetic variation in IL28B predicts hepatitis C treatment-induced viral clearance. Nature. 2009 Sep 17;461(7262):399–401.
    1. Girard H, Butler LM, Villeneuve L, Millikan RC, Sinha R, Sandler RS, et al. UGT1A1 and UGT1A9 functional variants, meat intake, and colon cancer, among Caucasians and African-Americans. Mutat Res. 2008 Sep 26;644(1-2):56–63.
    1. Mattison LK, Fourie J, Desmond RA, Modak A, Saif MW, Diasio RB. Increased Prevalence of Dihydropyrimidine Dehydrogenase Deficiency in African-Americans Compared with Caucasians. Clin Cancer Res. 2006 Sep 15;12(18):5491–5.
    1. Monaghan KG, Bluhm D, Phillips M, Feldman GL. Preconception and prenatal cystic fibrosis carrier screening of African Americans reveals unanticipated frequencies for specific mutations. Genet Med. 2004 Jun;6(3):141–4.
    1. Saif MW. Dihydropyrimidine Dehydrogenase Gene (DPYD) Polymorphism among Caucasian and non-Caucasian Patients with 5-FU- and Capecitabine-related Toxicity Using Full Sequencing of DPYD. Cancer Genomics Proteomics. 2013 Mar 1;10(2):89–92.
    1. Wei X, Elizondo G, Sapone A, McLeod HL, Raunio H, Fernandez-Salguero P, et al. Characterization of the Human Dihydropyrimidine Dehydrogenase Gene. Genomics. 1998 Aug 1;51(3):391–400.

Source: PubMed

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