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Snyder SR, Hao J, Cavallari LH, Geng Z, Elsey A, Johnson JA, Mohamed Z, Chaiyakunapruk N, Chong HY, Dahlui M, Shabaruddin FH, Patrinos GP, Mitropoulou C, Williams MS. Generic Cost-Effectiveness Models: A Proof of Concept of a Tool for Informed Decision-Making for Public Health Precision Medicine. Public Health Genomics 2019; 21:217-227. [PMID: 31189173 DOI: 10.1159/000500725] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/22/2019] [Accepted: 04/16/2019] [Indexed: 12/26/2022] Open
Abstract
BACKGROUND/AIMS Economic evaluation is integral to informed public health decision-making in the rapidly growing field of precision and personalized medicine (PM); however, this research requires specialized expertise and significant resources. Generic models are a novel innovation to efficiently address a critical PM evidence shortage and implementation barrier by enabling use of population-specific input values. This is a generic PM economic evaluation model proof-of-concept study for a pharmacogenomic use case. METHODS An 8-step generic economic model development process was applied to the use case of human leukocyte antigen (HLA)-B*15:02genotyping for prediction of carbamazepine-induced cutaneous reactions, with a user-friendly decision-making tool relying on user-provided input values. This generic model was transparently documented and validated, including cross-validation comparing cost-effectiveness results with 3 country-specific models. RESULTS A generic pharmacogenomic use case cost-effectiveness model with decision-making tool was successfully developed and cross-validated using input values for 6 populations which produced consistent results for HLA-B*15:02 screening at country-specific cost-effectiveness threshold values. Differences between the generic and country-specific model results were largely due to differences in model structure and assumptions. CONCLUSION This proof on concept demonstrates the feasibility of generic models to provide useful PM economic evidence, supporting their use as a pragmatic and timely approach to address a growing need.
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Affiliation(s)
- Susan R Snyder
- Department of Epidemiology and Health Services Research, Geisinger Health System, Danville, Pennsylvania, USA,
| | - Jing Hao
- Department of Epidemiology and Health Services Research, Geisinger Health System, Danville, Pennsylvania, USA
| | - Larisa H Cavallari
- Department of Pharmacotherapy and Translational Research, University of Florida, Gainesville, Florida, USA
| | - Zhi Geng
- Department of Epidemiology and Health Services Research, Geisinger Health System, Danville, Pennsylvania, USA
| | - Amanda Elsey
- Department of Pharmacotherapy and Translational Research, University of Florida, Gainesville, Florida, USA
| | - Julie A Johnson
- Department of Pharmacotherapy and Translational Research, University of Florida, Gainesville, Florida, USA
| | - Zahurin Mohamed
- Department of Pharmacology, University of Malaya, Kuala Lumpur, Malaysia
| | - Nathorn Chaiyakunapruk
- School of Pharmacy, Monash University Sunway Campus, Subang Jaya, Malaysia.,Center of Pharmaceutical Outcomes Research (CPOR), Department of Pharmacy Practice, Faculty of Pharmaceutical Sciences, Naresuan University, Phitsanulok, Thailand.,School of Pharmacy, University of Wisconsin, Madison, Wisconsin, USA.,Asian Centre for Evidence Synthesis in Population, Implementation and Clinical Outcomes (PICO), Global Asia in the 21st Century (GA21) Platform, Monash University, Subang Jaya, Malaysia.,Department of Pharmacotherapy, College of Pharmacy, University of Utah, Salt Lake City, Utah, USA
| | - Huey Yi Chong
- School of Pharmacy, Monash University Sunway Campus, Subang Jaya, Malaysia
| | - Maznah Dahlui
- Department of Social and Preventive Medicine, Julius Centre, University of Malaya, Kuala Lumpur, Malaysia
| | | | - George P Patrinos
- University of Patras School of Health Sciences Department of Pharmacy, Patras, Greece.,United Arab Emirates University, College of Medicine, Department of Pathology, Al-Ain, United Arab Emirates
| | | | - Marc S Williams
- Genomic Medicine Institute, Geisinger Health System, Danville, Pennsylvania, USA
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Moyer AM, Caraballo PJ. The challenges of implementing pharmacogenomic testing in the clinic. Expert Rev Pharmacoecon Outcomes Res 2017; 17:567-577. [PMID: 28949250 DOI: 10.1080/14737167.2017.1385395] [Citation(s) in RCA: 22] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
Abstract
INTRODUCTION Pharmacogenomic testing has the potential to greatly benefit patients by enabling personalization of medication management, ensuring better efficacy and decreasing the risk of side effects. However, to fully realize the potential of pharmacogenomic testing, there are several important issues that must be addressed. Areas covered: In this expert review we discuss current challenges impacting the implementation of pharmacogenomic testing in the clinical practice. We emphasize issues related to testing methods, reporting of the results, test selection, clinical interpretation of the results, cost-effectiveness, and the long-term use of pharmacogenomic results in clinical practice. We identify opportunities and future directions to facilitate clinical implementation. Expert commentary: Several key elements are necessary to optimally integrate pharmacogenomic testing into clinical practice. Collaborative efforts among laboratories are needed to improve standardization of testing and reporting of the results. Clinicians need educational opportunities to improve understanding of which test to order and how to interpret the results. The electronic health records and other clinical systems need to improve their storage of the pharmacogenomics test results and interoperability to facilitate the use of clinically actionable results to improve patient care.
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Affiliation(s)
- Ann M Moyer
- a Department of Laboratory Medicine and Pathology , Mayo Clinic , Rochester , MN , USA
| | - Pedro J Caraballo
- b Department of Medicine , Mayo Clinic , Rochester , MN , USA.,c Center for Translational Informatics and Knowledge Management, Mayo Clinic , Rochester , MN , USA
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Hatz MHM, Schremser K, Rogowski WH. Is individualized medicine more cost-effective? A systematic review. PHARMACOECONOMICS 2014; 32:443-55. [PMID: 24574059 DOI: 10.1007/s40273-014-0143-0] [Citation(s) in RCA: 40] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/25/2023]
Abstract
BACKGROUND Individualized medicine (IM) is a rapidly evolving field that is associated with both visions of more effective care at lower costs and fears of highly priced, low-value interventions. It is unclear which view is supported by the current evidence. OBJECTIVE Our objective was to systematically review the health economic evidence related to IM and to derive general statements on its cost-effectiveness. DATA SOURCES A literature search of MEDLINE database for English- and German-language studies was conducted. STUDY APPRAISAL AND SYNTHESIS METHOD Cost-effectiveness and cost-utility studies for technologies meeting the MEDLINE medical subject headings (MeSH) definition of IM (genetically targeted interventions) were reviewed. This was followed by a standardized extraction of general study characteristics and cost-effectiveness results. RESULTS Most of the 84 studies included in the synthesis were from the USA (n = 43, 51 %), cost-utility studies (n = 66, 79 %), and published since 2005 (n = 60, 71 %). The results ranged from dominant to dominated. The median value (cost-utility studies) was calculated to be rounded $US22,000 per quality-adjusted life year (QALY) gained (adjusted to $US, year 2008 values), which is equal to the rounded median cost-effectiveness in the peer-reviewed English-language literature according to a recent review. Many studies reported more than one strategy of IM with highly varying cost-effectiveness ratios. Generally, results differed according to test type, and tests for disease prognosis or screening appeared to be more favorable than tests to stratify patients by response or by risk of adverse effects. However, these results were not significant. LIMITATIONS Different definitions of IM could have been used. Quality assessment of the studies was restricted to analyzing transparency. CONCLUSIONS IM neither seems to display superior cost-effectiveness than other types of medical interventions nor to be economically inferior. Instead, rather than 'whether' healthcare was individualized, the question of 'how' it was individualized was of economic relevance.
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Affiliation(s)
- Maximilian H M Hatz
- Hamburg Center for Health Economics, University of Hamburg, 20354, Hamburg, Germany,
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Bochud M, Guessous I. Gene-environment interactions of selected pharmacogenes in arterial hypertension. Expert Rev Clin Pharmacol 2013; 5:677-86. [PMID: 23234325 DOI: 10.1586/ecp.12.58] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/11/2023]
Abstract
Hypertension affects approximately 1 billion people worldwide. Owing to population aging, hypertension-related cardiovascular burden is expected to rise in the near future. In addition to genetic variants influencing the blood pressure response to antihypertensive drugs, several genes encoding for drug-metabolizing or -transporting enzymes have been associated with blood pressure and/or hypertension in humans (e.g., ACE, CYP1A2, CYP3A5, ABCB1 and MTHFR) regardless of drug treatment. These genes are also involved in the metabolism and transport of endogenous substances and their effects may be modified by selected environmental factors, such as diet or lifestyle. However, little is currently known on the complex interplay between environmental factors, endogenous factors, genetic variants and drugs on blood pressure control. This review will discuss the respective role of population-based primary prevention and personalized medicine for arterial hypertension, taking a pharmacogenomics' perspective focusing on selected pharmacogenes.
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Affiliation(s)
- Murielle Bochud
- Institute of Social and Preventive Medicine, Lausanne University Hospital, Switzerland.
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