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Erschienen in: PharmacoEconomics 1/2010

01.01.2010 | Original Research Article

A Policy Model to Evaluate the Benefits, Risks and Costs of Warfarin Pharmacogenomic Testing

verfasst von: Lisa M. Meckley, James M. Gudgeon, Jeffrey L. Anderson, Marc S. Williams, Associate Professor David L. Veenstra

Erschienen in: PharmacoEconomics | Ausgabe 1/2010

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Abstract

Background: In 2007, the US FDA added information about pharmacogenomics to the warfarin label based on the influence of the CYP2C9 and VKORC1 genes on anticoagulation-related outcomes. Payers will be facing increasing demand for coverage decisions regarding this technology, but the potential clinical and economic impacts of testing are not clear.
Objective: To develop a policy model to evaluate the potential outcomes of warfarin pharmacogenomic testing based on the most recently available data.
Methods: A decision-analytic Markov model was developed to assess the addition of genetic testing to anticoagulation clinic standard care for a hypothetical cohort of warfarin patients. The model was based on anticoagulation status (international normalized ratio), a common outcome measure in clinical trials that captures both the benefits and risks of warfarin therapy. Initial estimates of testing effects were derived from a recently completed randomized controlled trial (n = 200). Healthcare cost ($US, year 2007 values) and health-state utility data were obtained from the literature. The perspective was that of a US third-party payer. Probabilistic and one-way sensitivity analyses were performed to explore the range of plausible results.
Results: The policy model included thromboembolic events (TEs) and bleeding events and was populated by data from the COUMAGEN trial. The rate of bleeding calculated for standard care approximated bleeding rates found in an independent cohort of warfarin patients.
According to our model, pharmacogenomic testing provided an absolute reduction in the incidence of bleeds of 0.17%, but an absolute increase in the incidence of TEs of 0.03%. The improvement in QALYs was small, 0.003, with an increase in total cost of $US162 (year 2007 values). The incremental cost-effectiveness ratio (ICER) ranged from testing dominating to standard care dominating, and the ICER was <$US50 000 per QALY in 46% of simulations. Results were most sensitive to the cost of genotyping and the effect of genotyping.
Conclusion: Our model, based on initial clinical studies to date, suggests that warfarin pharmacogenomic testing may provide a small clinical benefit with significant uncertainty in economic value. Given the uncertainty in the analysis, further updates will be important as additional clinical data become available.
Literatur
1.
Zurück zum Zitat Ansell J, Hirsh J, Poller L, et al. The pharmacology and management of the vitamin K antagonists: the seventh ACCP conference on antithrombotic and thrombolytic therapy. Chest 2004 Sep; 126 (3 Suppl.): 204S–33SCrossRef Ansell J, Hirsh J, Poller L, et al. The pharmacology and management of the vitamin K antagonists: the seventh ACCP conference on antithrombotic and thrombolytic therapy. Chest 2004 Sep; 126 (3 Suppl.): 204S–33SCrossRef
2.
Zurück zum Zitat Gurwitz JH, Field TS, Judge J, et al. The incidence of adverse drug events in two large academic long-term care facilities. Am J Med 2005 Mar; 118 (3): 251–8CrossRef Gurwitz JH, Field TS, Judge J, et al. The incidence of adverse drug events in two large academic long-term care facilities. Am J Med 2005 Mar; 118 (3): 251–8CrossRef
3.
Zurück zum Zitat Rieder MJ, Reiner AP, Gage BF, et al. Effect of VKORC1 haplotypes on transcriptional regulation and warfarin dose. N Engl J Med 2005 Jun 2; 352 (22): 2285–93CrossRef Rieder MJ, Reiner AP, Gage BF, et al. Effect of VKORC1 haplotypes on transcriptional regulation and warfarin dose. N Engl J Med 2005 Jun 2; 352 (22): 2285–93CrossRef
4.
Zurück zum Zitat Higashi MK, Veenstra DL, Kondo LM, et al. Association between CYP2C9 genetic variants and anticoagulationrelated outcomes during warfarin therapy. JAMA 2002 Apr 3; 287 (13): 1690–8CrossRef Higashi MK, Veenstra DL, Kondo LM, et al. Association between CYP2C9 genetic variants and anticoagulationrelated outcomes during warfarin therapy. JAMA 2002 Apr 3; 287 (13): 1690–8CrossRef
5.
Zurück zum Zitat Limdi NA, McGwin G, Goldstein JA, et al. Influence of CYP2C9 and VKORC1 1173C/T genotype on the risk of hemorrhagic complications in African-American and European-American patients on warfarin. Clin Pharmacol Ther 2008 Feb; 83 (2): 312–21CrossRef Limdi NA, McGwin G, Goldstein JA, et al. Influence of CYP2C9 and VKORC1 1173C/T genotype on the risk of hemorrhagic complications in African-American and European-American patients on warfarin. Clin Pharmacol Ther 2008 Feb; 83 (2): 312–21CrossRef
6.
Zurück zum Zitat Meckley LM, Wittkowsky AK, Rieder MJ, et al. An analysis of the relative effects of VKORC1 and CYP2C9 variants on anticoagulation related outcomes in warfarin-treated patients. Thromb Haemost 2008 Aug; 100 (2): 229–39CrossRef Meckley LM, Wittkowsky AK, Rieder MJ, et al. An analysis of the relative effects of VKORC1 and CYP2C9 variants on anticoagulation related outcomes in warfarin-treated patients. Thromb Haemost 2008 Aug; 100 (2): 229–39CrossRef
7.
Zurück zum Zitat Klein TE, Altman RB, Eriksson N, et al. Estimation of the warfarin dose with clinical and pharmacogenetic data. N Engl J Med 2009 Feb 19; 360 (8): 753–64CrossRef Klein TE, Altman RB, Eriksson N, et al. Estimation of the warfarin dose with clinical and pharmacogenetic data. N Engl J Med 2009 Feb 19; 360 (8): 753–64CrossRef
10.
Zurück zum Zitat McClain MR, Palomaki GE, Piper M, et al. A rapid-ACCE review of CYP2C9 and VKORC1 alleles testing to inform warfarin dosing in adults at elevated risk for thrombotic events to avoid serious bleeding. Genet Med 2008 Feb; 10 (2): 89–98CrossRef McClain MR, Palomaki GE, Piper M, et al. A rapid-ACCE review of CYP2C9 and VKORC1 alleles testing to inform warfarin dosing in adults at elevated risk for thrombotic events to avoid serious bleeding. Genet Med 2008 Feb; 10 (2): 89–98CrossRef
11.
Zurück zum Zitat Eckman MH, Rosand J, Greenberg SM, et al. Costeffectiveness of using pharmacogenetic information in warfarin dosing for patients with nonvalvular atrial fibrillation. Ann Intern Med 2009 Jan 20; 150 (2): 73–83CrossRef Eckman MH, Rosand J, Greenberg SM, et al. Costeffectiveness of using pharmacogenetic information in warfarin dosing for patients with nonvalvular atrial fibrillation. Ann Intern Med 2009 Jan 20; 150 (2): 73–83CrossRef
13.
Zurück zum Zitat Samsa GP, Matchar DB. Relationship between test frequency and outcomes of anticoagulation: a literature review and commentary with implications for the design of randomized trials of patient self-management. J Thromb Thrombolysis 2000 Apr; 9 (3): 283–92CrossRef Samsa GP, Matchar DB. Relationship between test frequency and outcomes of anticoagulation: a literature review and commentary with implications for the design of randomized trials of patient self-management. J Thromb Thrombolysis 2000 Apr; 9 (3): 283–92CrossRef
16.
Zurück zum Zitat Anderson JL, Horne BD, Stevens SM, et al. Randomized trial of genotype-guided versus standard warfarin dosing in patients initiating oral anticoagulation. Circulation 2007 Nov 27; 116 (22): 2563–70CrossRef Anderson JL, Horne BD, Stevens SM, et al. Randomized trial of genotype-guided versus standard warfarin dosing in patients initiating oral anticoagulation. Circulation 2007 Nov 27; 116 (22): 2563–70CrossRef
17.
Zurück zum Zitat Lafata JE, Martin SA, Kaatz S, et al. The cost-effectiveness of different management strategies for patients on chronic warfarin therapy. J Gen Intern Med 2000; 15 (1): 31–7CrossRef Lafata JE, Martin SA, Kaatz S, et al. The cost-effectiveness of different management strategies for patients on chronic warfarin therapy. J Gen Intern Med 2000; 15 (1): 31–7CrossRef
18.
Zurück zum Zitat Bullano MF, Willey V, Hauch O, et al. Longitudinal evaluation of health plan cost per venous thromboembolism or bleed event in patients with a prior venous thromboembolism event during hospitalization. J Manag Care Pharm 2005 Oct; 11 (8): 663–73PubMed Bullano MF, Willey V, Hauch O, et al. Longitudinal evaluation of health plan cost per venous thromboembolism or bleed event in patients with a prior venous thromboembolism event during hospitalization. J Manag Care Pharm 2005 Oct; 11 (8): 663–73PubMed
19.
Zurück zum Zitat Fang MC, Go AS, Chang Y, et al. Death and disability from warfarin-associated intracranial and extracranial hemorrhages. Am J Med 2007; 120 (8): 700–5CrossRef Fang MC, Go AS, Chang Y, et al. Death and disability from warfarin-associated intracranial and extracranial hemorrhages. Am J Med 2007; 120 (8): 700–5CrossRef
21.
Zurück zum Zitat Matchar DB, Samsa G. Secondary and tertiary prevention of stroke: Patient Outcomes Research Team (PORT) final report — phase 1. Rockville (MD): Agency for Healthcare Research and Quality (AHRQ), 2000 Matchar DB, Samsa G. Secondary and tertiary prevention of stroke: Patient Outcomes Research Team (PORT) final report — phase 1. Rockville (MD): Agency for Healthcare Research and Quality (AHRQ), 2000
22.
Zurück zum Zitat White HD, Gruber M, Feyzi J, et al. Comparison of outcomes among patients randomized to warfarin therapy according to anticoagulant control: results from SPORTIF III and V. Arch Intern Med 2007 Feb 12; 167 (3): 239–45CrossRef White HD, Gruber M, Feyzi J, et al. Comparison of outcomes among patients randomized to warfarin therapy according to anticoagulant control: results from SPORTIF III and V. Arch Intern Med 2007 Feb 12; 167 (3): 239–45CrossRef
23.
Zurück zum Zitat Leibson CL, Hu T, Brown RD, et al. Utilization of acute care services in the year before and after first stroke: a populationbased study. Neurology 1996 Mar; 46 (3): 861–9PubMed Leibson CL, Hu T, Brown RD, et al. Utilization of acute care services in the year before and after first stroke: a populationbased study. Neurology 1996 Mar; 46 (3): 861–9PubMed
24.
Zurück zum Zitat Sullivan PW, Ghushchyan V. Preference-based EQ-5D index scores for chronic conditions in the United States. Med Decis Making 2006 Jul-Aug; 26 (4): 410–20CrossRef Sullivan PW, Ghushchyan V. Preference-based EQ-5D index scores for chronic conditions in the United States. Med Decis Making 2006 Jul-Aug; 26 (4): 410–20CrossRef
26.
Zurück zum Zitat Gage BF, Cardinalli AB, Albers GW, et al. Cost-effectiveness of warfarin and aspirin for prophylaxis of stroke in patients with nonvalvular atrial fibrillation. JAMA 1995 Dec 20; 274 (23): 1839–45CrossRef Gage BF, Cardinalli AB, Albers GW, et al. Cost-effectiveness of warfarin and aspirin for prophylaxis of stroke in patients with nonvalvular atrial fibrillation. JAMA 1995 Dec 20; 274 (23): 1839–45CrossRef
27.
Zurück zum Zitat Pignone M, Earnshaw S, Pletcher MJ, et al. Aspirin for the primary prevention of cardiovascular disease in women: a cost-utility analysis. Arch Intern Med 2007 Feb 12; 167 (3): 290–5CrossRef Pignone M, Earnshaw S, Pletcher MJ, et al. Aspirin for the primary prevention of cardiovascular disease in women: a cost-utility analysis. Arch Intern Med 2007 Feb 12; 167 (3): 290–5CrossRef
32.
Zurück zum Zitat Cannegieter SC, Rosendaal FR, Wintzen AR, et al. Optimal oral anticoagulant therapy in patients with mechanical heart valves. N Engl J Med 1995 Jul 6; 333 (1): 11–7CrossRef Cannegieter SC, Rosendaal FR, Wintzen AR, et al. Optimal oral anticoagulant therapy in patients with mechanical heart valves. N Engl J Med 1995 Jul 6; 333 (1): 11–7CrossRef
33.
Zurück zum Zitat Samsa GP, Matchar DB, Phillips DL, et al. Which approach to anticoagulation management is best? Illustration of an interactive mathematical model to support informed decision making. J Thromb Thrombolysis 2002; 14 (2): 103–11CrossRef Samsa GP, Matchar DB, Phillips DL, et al. Which approach to anticoagulation management is best? Illustration of an interactive mathematical model to support informed decision making. J Thromb Thrombolysis 2002; 14 (2): 103–11CrossRef
34.
Zurück zum Zitat Regier DA, Sunderji R, Lynd LD, et al. Cost-effectiveness of self-managed versus physician-managed oral anticoagulation therapy. CMAJ 2006 June 20; 174 (13): 1847–52CrossRef Regier DA, Sunderji R, Lynd LD, et al. Cost-effectiveness of self-managed versus physician-managed oral anticoagulation therapy. CMAJ 2006 June 20; 174 (13): 1847–52CrossRef
35.
Zurück zum Zitat Rosendaal FR, Cannegieter SC, van der Meer FJ, et al. A method to determine the optimal intensity of oral anticoagulant therapy. Thromb Haemost 1993 Mar 1; 69 (3): 236–9CrossRef Rosendaal FR, Cannegieter SC, van der Meer FJ, et al. A method to determine the optimal intensity of oral anticoagulant therapy. Thromb Haemost 1993 Mar 1; 69 (3): 236–9CrossRef
36.
Zurück zum Zitat Fihn SD, McDonell M, Martin D, et al. Risk factors for complications of chronic anticoagulation: a multicenter study. Warfarin Optimized Outpatient Follow-up Study Group. Ann Intern Med 1993 Apr 1; 118 (7): 511–20CrossRef Fihn SD, McDonell M, Martin D, et al. Risk factors for complications of chronic anticoagulation: a multicenter study. Warfarin Optimized Outpatient Follow-up Study Group. Ann Intern Med 1993 Apr 1; 118 (7): 511–20CrossRef
37.
Zurück zum Zitat Sanderson S, Emery J, Higgins J. CYP2C9 gene variants, drug dose, and bleeding risk in warfarin-treated patients: a HuGEnet systematic review and meta-analysis. Genet Med 2005 Feb; 7 (2): 97–104CrossRef Sanderson S, Emery J, Higgins J. CYP2C9 gene variants, drug dose, and bleeding risk in warfarin-treated patients: a HuGEnet systematic review and meta-analysis. Genet Med 2005 Feb; 7 (2): 97–104CrossRef
38.
Zurück zum Zitat Sullivan PW, Arant TW, Ellis SL, et al. The cost effectiveness of anticoagulation management services for patients with atrial fibrillation and at high risk of stroke in the US. Pharmacoeconomics 2006; 24 (10): 1021–33CrossRef Sullivan PW, Arant TW, Ellis SL, et al. The cost effectiveness of anticoagulation management services for patients with atrial fibrillation and at high risk of stroke in the US. Pharmacoeconomics 2006; 24 (10): 1021–33CrossRef
40.
Zurück zum Zitat Sculpher MJ, Pang FS, Manca A, et al. Generalisability in economic evaluation studies in healthcare: a review and case studies. Health Technol Assess 2004 Dec; 8 (49): iii-iv, 1–192CrossRef Sculpher MJ, Pang FS, Manca A, et al. Generalisability in economic evaluation studies in healthcare: a review and case studies. Health Technol Assess 2004 Dec; 8 (49): iii-iv, 1–192CrossRef
41.
Zurück zum Zitat Caraco Y, Blotnick S, Muszkat M. CYP2C9 genotypeguided warfarin prescribing enhances the efficacy and safety of anticoagulation: a prospective randomized controlled study. Clin Pharmacol Ther 2008 Mar; 83 (3): 460–70CrossRef Caraco Y, Blotnick S, Muszkat M. CYP2C9 genotypeguided warfarin prescribing enhances the efficacy and safety of anticoagulation: a prospective randomized controlled study. Clin Pharmacol Ther 2008 Mar; 83 (3): 460–70CrossRef
42.
Zurück zum Zitat Hillman MA, Wilke RA, Yale SH, et al. A prospective, randomized pilot trial of model-based warfarin dose initiation using CYP2C9 genotype and clinical data. Clin Med Res 2005 Aug 1; 3 (3): 137–45CrossRef Hillman MA, Wilke RA, Yale SH, et al. A prospective, randomized pilot trial of model-based warfarin dose initiation using CYP2C9 genotype and clinical data. Clin Med Res 2005 Aug 1; 3 (3): 137–45CrossRef
43.
Zurück zum Zitat Kangelaris KN, Bent S, Nussbaum RL, et al. Genetic testing before anticoagulation? A systematic review of pharmacogenetic dosing of warfarin. J Gen Intern Med 2009 May; 246 (5): 656–64CrossRef Kangelaris KN, Bent S, Nussbaum RL, et al. Genetic testing before anticoagulation? A systematic review of pharmacogenetic dosing of warfarin. J Gen Intern Med 2009 May; 246 (5): 656–64CrossRef
44.
Zurück zum Zitat Briggs A, Claxton K, Sculpher M. Decision modelling for health economic evaluation. New York: Oxford University Press, 2006 Briggs A, Claxton K, Sculpher M. Decision modelling for health economic evaluation. New York: Oxford University Press, 2006
45.
Zurück zum Zitat Hughes DA, Pirmohamed M. Warfarin pharmacogenetics: economic considerations. Pharmacoeconomics 2007; 25 (11): 899–902CrossRef Hughes DA, Pirmohamed M. Warfarin pharmacogenetics: economic considerations. Pharmacoeconomics 2007; 25 (11): 899–902CrossRef
46.
Zurück zum Zitat Veenstra DL. The cost-effectiveness of warfarin pharmacogenomics. J Thromb Haemost 2007 Sep; 5 (9): 1974–5CrossRef Veenstra DL. The cost-effectiveness of warfarin pharmacogenomics. J Thromb Haemost 2007 Sep; 5 (9): 1974–5CrossRef
47.
Zurück zum Zitat Caldwell MD, Awad T, Johnson JA, et al. CYP4F2 genetic variant alters required warfarin dose. Blood 2008 Apr 15; 111 (8): 4106–12CrossRef Caldwell MD, Awad T, Johnson JA, et al. CYP4F2 genetic variant alters required warfarin dose. Blood 2008 Apr 15; 111 (8): 4106–12CrossRef
48.
Zurück zum Zitat Takeuchi F, McGinnis R, Bourgeois S, et al. A genome-wide association study confirms VKORC1, CYP2C9, and CYP4F2 as principal genetic determinants of warfarin dose. PLoS Genet 2009 Mar; 5 (3): e1000433CrossRef Takeuchi F, McGinnis R, Bourgeois S, et al. A genome-wide association study confirms VKORC1, CYP2C9, and CYP4F2 as principal genetic determinants of warfarin dose. PLoS Genet 2009 Mar; 5 (3): e1000433CrossRef
Metadaten
Titel
A Policy Model to Evaluate the Benefits, Risks and Costs of Warfarin Pharmacogenomic Testing
verfasst von
Lisa M. Meckley
James M. Gudgeon
Jeffrey L. Anderson
Marc S. Williams
Associate Professor David L. Veenstra
Publikationsdatum
01.01.2010
Verlag
Springer International Publishing
Erschienen in
PharmacoEconomics / Ausgabe 1/2010
Print ISSN: 1170-7690
Elektronische ISSN: 1179-2027
DOI
https://doi.org/10.2165/11318240-000000000-00000

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