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Kengkla K, Wilairat P, Natesirinilkul R, Sosothikul D, Phisalprapa P, Saokaew S. Evaluating the benefits of emicizumab prophylaxis for haemophilia A with inhibitors: A cost-effectiveness and budget impact analysis in Thailand's upper-middle income setting. Haemophilia 2024. [PMID: 39368064 DOI: 10.1111/hae.15105] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2024] [Revised: 09/21/2024] [Accepted: 09/22/2024] [Indexed: 10/07/2024]
Abstract
BACKGROUND In Thailand, an upper-middle-income country, managing haemophilia A (HA) with inhibitors poses significant challenges, often necessitating bypassing agents (BPAs) for bleeding control. This study evaluates the cost-effectiveness and budget impact of emicizumab, a novel prophylactic agent, as an alternative to both episodic and prophylactic BPA treatments from a societal perspective. METHODS A Markov model was employed to estimate the lifetime societal costs and outcomes of emicizumab prophylaxis for HA patients with inhibitors. Treatment efficacy, cost, and epidemiological data were obtained through a comprehensive literature review and incorporated into the model. A 5-year budget impact analysis complemented the cost-utility analysis, with a 3% annual discount rate applied to future costs and outcomes. RESULTS In the base-case scenario, emicizumab prophylaxis in HA patients aged 2 years and above demonstrated superior cost-effectiveness, yielding 18.1 quality-adjusted life years (QALYs) per patient over a lifetime and resulting in cost savings of 138 million Thai Baht (THB) compared to BPA prophylaxis. Compared to episodic BPA treatment, emicizumab yielded 30.5 QALYs and saved 25 million THB per patient. The 5-year budget impact was projected at 1775 million THB. CONCLUSIONS Emicizumab offers a cost-saving approach for HA treatment with inhibitors in Thailand, promising significant health benefits and budgetary savings. This supports its potential inclusion in Thailand's National List of Essential Medicines to enhance haemophilia care access. HIGHLIGHTS Managing haemophilia A (HA) with inhibitors in Thailand, an upper-middle-income country, faces challenges due to limited access to effective treatments or newer drugs for bleeding management. Emicizumab prophylaxis found to as a cost-effective and viable alternative to traditional treatments, effectively preventing bleeding in Thai HA patients over 2 years old with inhibitors. Demonstrating improved clinical outcomes and reduced costs, emicizumab prophylaxis outperforms episodic BPA treatments, positioning it as a superior treatment option for HA patients with inhibitors in Thailand.
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Affiliation(s)
- Kirati Kengkla
- Division of Clinical Pharmacy, Department of Pharmaceutical Care, School of Pharmaceutical Sciences, University of Phayao, Mueang Phayao, Phayao, Thailand
- Center of Health Outcomes Research and Therapeutic Safety (Cohorts), School of Pharmaceutical Sciences, University of Phayao, Mueang Phayao, Phayao, Thailand
- Unit of Excellence on Clinical Outcomes Research and IntegratioN (UNICORN), School of Pharmaceutical Sciences, University of Phayao, Mueang Phayao, Phayao, Thailand
| | - Preyanate Wilairat
- Division of Clinical Pharmacy, Department of Pharmaceutical Care, School of Pharmaceutical Sciences, University of Phayao, Mueang Phayao, Phayao, Thailand
- Center of Health Outcomes Research and Therapeutic Safety (Cohorts), School of Pharmaceutical Sciences, University of Phayao, Mueang Phayao, Phayao, Thailand
- Unit of Excellence on Clinical Outcomes Research and IntegratioN (UNICORN), School of Pharmaceutical Sciences, University of Phayao, Mueang Phayao, Phayao, Thailand
| | - Rungrote Natesirinilkul
- Division of Hematology and Oncology, Department of Pediatrics, Faculty of Medicine, Chiang Mai University, Chiangmai, Thailand
| | - Darintr Sosothikul
- Division of Hematology and Oncology, Department of Pediatrics, Faculty of Medicine, Chulalongkorn University and King Chulalongkorn Memorial Hospital, Thai Red Cross Society, Bangkok and Integrative and Innovative Hematology/Oncology Research Unit, Faculty of Medicine, Chulalongkorn, Bangkok, Thailand
| | - Pochamana Phisalprapa
- Division of Ambulatory Medicine, Department of Medicine, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok, Thailand
| | - Surasak Saokaew
- Center of Health Outcomes Research and Therapeutic Safety (Cohorts), School of Pharmaceutical Sciences, University of Phayao, Mueang Phayao, Phayao, Thailand
- Unit of Excellence on Clinical Outcomes Research and IntegratioN (UNICORN), School of Pharmaceutical Sciences, University of Phayao, Mueang Phayao, Phayao, Thailand
- Division of Social and Administrative Pharmacy (SAP), Department of Pharmaceutical Care, School of Pharmaceutical Sciences, University of Phayao, Mueang Phayao, Phayao, Thailand
- Center of Excellence in Bioactive Resources for Innovative Clinical Applications, Chulalongkorn University, Bangkok, Thailand
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Price E, Shirtcliffe A, Fisher T, Chadwick M, Marra CA. A systematic review of economic evaluations of pharmacist services. INTERNATIONAL JOURNAL OF PHARMACY PRACTICE 2023; 31:459-471. [PMID: 37543960 DOI: 10.1093/ijpp/riad052] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/04/2023] [Accepted: 07/07/2023] [Indexed: 08/08/2023]
Abstract
BACKGROUND Challenges to the provision of health care are occurring internationally and are expected to increase in the future, further increasing health spending. As pharmacist roles are evolving and expanding internationally to provide individualised pharmaceutical care it is important to assess the cost-effectiveness of these services. OBJECTIVES To systematically synthesise the international literature regarding published economic evaluations of pharmacy services to assess their cost-effectiveness and clinical outcomes. METHODS A systematic review of economic evaluations of pharmacy services was conducted in MEDLINE, EMBASE, PubMed, Scopus, Web of Science, CINAHL, IPA and online journals with search functions likely to publish economic evaluations of pharmacy services. Data were extracted regarding the interventions, the time horizon, the outcomes and the incremental cost-effectiveness ratio. Studies' quality of reporting was assessed using the Consolidated Health Economic Evaluation Reporting Standard (CHEERS) statement. RESULTS Seventy-five studies were included in the systematic review, including 67 cost-effectiveness analyses, 6 cost-benefit analyses and 2 cost-consequence analyses. Of these, 57 were either dominant or cost-effective using a willingness-to-pay threshold of NZ$46 645 per QALY. A further 11 studies' cost-effectiveness were unable to be evaluated. Interventions considered to be most cost-effective included pharmacist medication reviews, pharmacist adherence strategies and pharmacist management of type 2 diabetes mellitus, hypertension and warfarin/INR monitoring. The quality of reporting of studies differed with no studies reporting all 28 items of the CHEERS statement. CONCLUSIONS There is strong economic evidence to support investment in extended pharmacist services, particularly those focussed on long-term chronic health conditions.
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Affiliation(s)
- Emilia Price
- Division of Health Sciences, School of Pharmacy, University of Otago, Dunedin, New Zealand
| | - Andi Shirtcliffe
- Allied Health Office of the Chief Clinical Officers System Performance and Monitoring Ministry of Health, Wellington, New Zealand
| | - Thelma Fisher
- Centre for Pacific Health Information Services, University Library, University of Otago, Dunedin, New Zealand
| | - Martin Chadwick
- Office of the Chief Clinical Officers, Ministry of Health, Wellington, New Zealand
| | - Carlo A Marra
- Division of Health Sciences, School of Pharmacy, University of Otago, Dunedin, New Zealand
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Kittayarak C, Reifenberger M, Chan S, Keuffel EL. Reimbursement Savings Associated With Tissue Versus Mechanical Surgical Aortic Valve Replacement in Thailand. Value Health Reg Issues 2022; 32:23-30. [PMID: 35964437 DOI: 10.1016/j.vhri.2022.06.003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/11/2022] [Revised: 05/06/2022] [Accepted: 06/09/2022] [Indexed: 10/15/2022]
Abstract
OBJECTIVES Surgical aortic valve replacement (SAVR) is an indicated treatment for severe aortic stenosis. Although mechanical valves are typically more durable, tissue SAVR valves do not require lifetime anticoagulation monitoring and may have lower rates of expensive sequelae. This economic evaluation estimates payer costs to the 3 largest Thai health insurance mechanisms for tissue versus mechanical SAVR. METHODS A deterministic and Monte Carlo simulation model based on literature and expert opinion estimated total payer costs for tissue and mechanical valves over a 25-year duration for 3 separate age cohorts (45, 55, and 65 years). Reimbursements levels for hospitalization services were from the Thai Diagnosis Related Groups. Separate models are generated for the 3 main Thai health insurance mechanisms. RESULTS The discounted expected 25-year reduction in payer savings associated with tissue SAVR are $2540, $2529, and $2311 per surgery for patients aged 45, 55, and 65 years, respectively, for the largest Thai insurer. Expected cost reductions associated with tissue SAVR are larger for each of the other schemes and generally decrease with patient age. Most savings accrue within 10 years of surgery. Reoperation costs are larger with tissue valves, but reductions in complications and anticoagulation monitoring more than offset these expenditures. Results are robust to multiple sensitivity and scenario analyses. CONCLUSIONS Coverage and reimbursement of tissue valves can financially benefit Thai insurers and reduce expenditures in the Thai health system compared with mechanical valves. As tissue valve technology evolves and reoperation rates decline, the financial benefit associated with tissue valves will increase.
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Affiliation(s)
- Chanapong Kittayarak
- Department of Cardiac Surgery, King Chulalongkorn Memorial Hospital, Chulalongkorn University, Bangkok, Thailand
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Batran RA, Sabri NA, Ali I, Fahmy SF. Cost-Effectiveness of the Pharmacist-Managed Warfarin Therapy vs. Standard Care for Patients With Mechanical Mitral Valve Prostheses: An Egyptian Healthcare Perspective. Front Cardiovasc Med 2022; 9:889197. [PMID: 35911528 PMCID: PMC9327740 DOI: 10.3389/fcvm.2022.889197] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2022] [Accepted: 05/30/2022] [Indexed: 11/29/2022] Open
Abstract
Background Despite warfarin therapy had been used for decades for patients with mechanical mitral valve prostheses (MMVPs), serious and life-threatening complications are still reported worldwide with a significant economic burden. This study is aimed at assessing the clinical and the cost-effectiveness of adopting pharmacist-managed warfarin therapy (PMWT) services for optimizing warfarin treatment in Egypt. Methods A prospective randomized trial in which 59 patients with MMVPs were randomly assigned to receive the PMWT services or the standard care and followed up for 1 year. The primary outcome was percentage time in the therapeutic range (TTR). For the cost-effectiveness analysis, a Markov cohort process model with nine mutually exclusive health states was developed from a medical provider’s perspective. A lifetime horizon was applied. All costs and outcomes were discounted at 3.5% annually. Results The study results revealed a significantly higher median TTR in the intervention group as compared to the control group; 96.8% [interquartile range (IQR) 77.9–100%] vs. 73.1% (52.7–95.1%), respectively, p = 0.008. A significant association between standard care and poor anticoagulation control (p = 0.021) was demonstrated by the multivariate regression analysis. For the cost-effectiveness analysis, the total cumulative quality-adjusted life-years (QALYs) and total costs per patient were 21.53 and 10.43; 436.38 and 1,242.25 United States dollar (USD) in the intervention and the control groups, respectively, with an incremental cost-effectiveness ratio (ICER) of −72.5796 for the intervention group. Conclusion The PMWT strategy was proven to provide a significantly better anticoagulation control and to be a cost-saving approach in Egyptian patients with MMVPs. Nevertheless, the dominance of this strategy is sustained by maintaining the therapeutic International Normalized Ratio (INR) control within the recommended range. Our findings will benefit Egyptian policy-makers who may seek novel health strategies for better resource allocation. Clinical Trial Registration [ClinicalTrials.gov], identifier [NCT04409613].
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Affiliation(s)
- Radwa Ahmed Batran
- Department of Clinical Pharmacy, Faculty of Pharmacy, Ain Shams University, Cairo, Egypt
| | - Nagwa Ali Sabri
- Department of Clinical Pharmacy, Faculty of Pharmacy, Ain Shams University, Cairo, Egypt
- *Correspondence: Nagwa Ali Sabri, , orcid.org/0000-0002-2611-4853
| | - Ihab Ali
- Department of Cardiothoracic Surgery, Cardiothoracic Surgery Academy, Ain Shams University, Cairo, Egypt
| | - Sarah Farid Fahmy
- Department of Clinical Pharmacy, Faculty of Pharmacy, Ain Shams University, Cairo, Egypt
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Nathisuwan S, Pattharachayakul S, Subongkot S, Doungngern T, Jones SM, Engle JP, Lau A, Katz MD, Moreton JE, Ryan M. U.S.‐Thai Consortium for the development of pharmacy education in Thailand: History, progress, and impact. JOURNAL OF THE AMERICAN COLLEGE OF CLINICAL PHARMACY 2020. [DOI: 10.1002/jac5.1262] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/03/2023]
Affiliation(s)
| | | | - Suphat Subongkot
- Faculty of Pharmaceutical Sciences Khon Kaen University Khon Kaen Thailand
| | - Thitima Doungngern
- Faculty of Pharmaceutical Sciences Prince of Songkla University Songkla Thailand
| | - Sirada M. Jones
- School of Pharmacy University of Wisconsin Madison Wisconsin USA
| | - Janet P. Engle
- Office of the Executive Director Accreditation Council for Pharmacy Education (ACPE) Chicago Illinois USA
| | - Alan Lau
- College of Pharmacy University of Illinois at Chicago Chicago Illinois USA
| | - Michael D. Katz
- College of Pharmacy University of Arizona Tucson Arizona USA
| | | | - Melody Ryan
- College of Pharmacy University of Kentucky Lexington Kentucky USA
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Saokaew S, Prasitsuebsai W, Bibera GL, Kengkla K, Zhang XH, Oh KB, Lee C. Economic Evaluation of Human Rotavirus Vaccine in Thailand. Infect Dis Ther 2019; 8:397-415. [PMID: 31197662 PMCID: PMC6702508 DOI: 10.1007/s40121-019-0246-1] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/22/2019] [Indexed: 01/07/2023] Open
Abstract
INTRODUCTION Rotavirus gastroenteritis is the leading cause of severe diarrhoea among young children < 5 years old. Previous cost-effectiveness analyses on rotavirus (RV) vaccination in Thailand have generated conflicting results. The aim of this current study is to evaluate the economic impact of introducing RV vaccination in Thailand, using updated Thai epidemiological and cost data. METHODS Both cost-utility analysis (CUA) and budget impact analysis (BIA) of human rotavirus vaccine (HRV) under a universal mass vaccination (UMV) programme were conducted. A published static, deterministic, cross-sectional population model was adapted to assess costs and health outcomes associated with RV vaccination among Thai children < 5 years old during 1 year for CUA and over a 5-year period (2019-2023) for BIA. Data identified through literature review were incorporated into the model after consultation with local experts. Base case CUA was conducted from a societal perspective with quality-adjusted life year (QALY) discounted at 3% annually. Scenario analyses as well as one-way and probabilistic sensitivity analyses were conducted to assess the robustness of the base case CUA results. Costs were updated to 2017. RESULTS At 99% coverage, HRV vaccination would substantially reduce RV-related disease burden. With an incremental cost-effectiveness ratio (ICER) of Thai baht (THB) 49,923/QALY gained, HRV vaccination versus no vaccination was cost-effective when assessed against a local threshold of THB 160,000/QALY gained. Scenario and sensitivity analyses confirmed the cost-effectiveness with all resultant ICERs falling below the willingness-to-pay threshold. HRV use in the UMV programme was estimated to result in a net expenditure of about THB 255-281 million to the Thai government in the 5th year of the programme, depending on vaccine uptake. CONCLUSION HRV vaccination is estimated to be cost-effective in Thailand. The budget impact following inclusion of HRV into the UMV programme is expected to be partially offset by substantial reductions in RV-related disease costs. FUNDING GlaxoSmithKline Biologicals SA GSK STUDY IDENTIFIER: HO-17-18213.
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Affiliation(s)
- Surasak Saokaew
- Center of Health Outcomes Research and Therapeutic Safety (Cohorts), School of Pharmaceutical Sciences, University of Phayao, Phayao, Thailand
- Center of Pharmaceutical Outcomes Research (CPOR), Faculty of Pharmaceutical Sciences, Naresuan University, Phitsanulok, Thailand
- Unit of Excellence on Herbal Medicine, School of Pharmaceutical Sciences, University of Phayao, Phayao, Thailand
- School of Pharmacy, Monash University Malaysia, Subang Jaya, Malaysia
| | | | | | - Kirati Kengkla
- Center of Health Outcomes Research and Therapeutic Safety (Cohorts), School of Pharmaceutical Sciences, University of Phayao, Phayao, Thailand
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Dilokthornsakul P, Nathisuwan S, Krittayaphong R, Chutinet A, Permsuwan U. Cost-Effectiveness Analysis of Non-Vitamin K Antagonist Oral Anticoagulants Versus Warfarin in Thai Patients With Non-Valvular Atrial Fibrillation. Heart Lung Circ 2019; 29:390-400. [PMID: 31000364 DOI: 10.1016/j.hlc.2019.02.187] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/17/2018] [Revised: 12/01/2018] [Accepted: 02/09/2019] [Indexed: 12/21/2022]
Abstract
BACKGROUND Non-vitamin K antagonist oral anticoagulants (NOACs) have been recommended as preferred options for stroke prevention in patients with atrial fibrillation (AF) versus warfarin by guidelines worldwide. AIM This study aimed to evaluate the cost-effectiveness of each NOAC in a Thai health care environment, a country with upper middle-income economies based on the World Bank's classification. METHOD A lifetime Markov model was created from a Thai societal perspective. The model consisted of 19 health states separated into two cycles: event cycle and consequence cycle. The consequences of AF included in the model were ischaemic stroke, intracranial haemorrhage, extracranial haemorrhage, and myocardial infarction. All NOACs available in Thailand (dabigatran 150 mg and 110 mg twice daily; rivaroxaban 20 mg once daily; apixaban 5 mg twice daily; edoxaban 60 mg and 30 mg once daily) were assessed using warfarin with an international normalised ratio of 2-3 as the reference. Inputs were a combination of published literature and local data when available. A willingness-to-pay of 160,000 Thai baht (THB)/quality-adjusted life year (QALY) was used as the threshold of being cost-effective. Incremental cost-effectiveness ratios and cost-effectiveness acceptability curves were estimated. RESULTS All NOACs were not cost-effective strategies for the Thai AF population. The ranking of incremental cost-effectiveness ratios from lowest to highest were apixaban 5 mg twice daily (THB 692,136 or US$21,862) followed by edoxaban 60 mg once daily (THB 911,772 or US$28,799), edoxaban 30 mg once daily (THB 913,749 or US$28,861), dabigatran 150 mg twice daily (THB 1,102,106 or US$34,811), dabigatran 110 mg twice daily (THB 1,195,347 or US$37,756), and rivaroxaban 20 mg once daily (THB 1,347,650 or US$42,566). Cost-effectiveness acceptability curve indicated that apixaban had the highest potential to be a cost-effective strategy versus other NOACs. CONCLUSIONS Our findings indicated that all NOACs were not cost-effective in the Thai AF population. Of the NOACs, apixaban may be the most likely to be cost-effective. These data may be useful for policymakers to perform a comprehensive evaluation of these agents for formulary decision and pricing negotiation.
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Affiliation(s)
- Piyameth Dilokthornsakul
- Center of Pharmaceutical Outcomes Research, Department of Pharmacy Practice, Faculty of Pharmaceutical Sciences, Naresuan University, Muang, Phitsanulok, Thailand
| | - Surakit Nathisuwan
- Department of Pharmacy, Faculty of Pharmacy, Mahidol University, Bangkok, Thailand
| | - Rungroj Krittayaphong
- Department of Medicine, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok, Thailand
| | - Aurauma Chutinet
- Chulalongkorn Stroke Center, King Chulalongkorn Memorial Hospital, Thai Red Cross Society, Department of Medicine, Faculty of Medicine, Chulalongkorn University, Bangkok, Thailand
| | - Unchalee Permsuwan
- Department of Pharmaceutical Care, Faculty of Pharmacy, Chiang Mai University, Chiang Mai, Thailand.
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Kelly DL, Love RC. Psychiatric pharmacist's role in overcoming barriers to clozapine use and improving management. Ment Health Clin 2019; 9:64-69. [PMID: 30842912 PMCID: PMC6398355 DOI: 10.9740/mhc.2019.03.064] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022] Open
Abstract
Clozapine is an antipsychotic that exhibits superior efficacy and effectiveness for those with schizophrenia and other serious mental illness. However, its side-effect profile and administrative burdens present challenges to its use. In the United States, the medication is grossly underused even though it may improve outcomes and reduce costs. Current barriers to use include lack of prescriber knowledge and confidence, negative prescriber attitudes, special monitoring requirements, administrative factors, lack of clozapine on formularies, lack of support and infrastructure to use the medication within many health systems, and inadequate understanding or acknowledgement of clozapine prescribing and risks by policy makers and payers. Approaches using interprofessional models of care, which include pharmacists specializing in psychiatric care, can help meet the needs of patients receiving clozapine. This article lays out the big picture of barriers to clozapine and how psychiatric pharmacists could play a role in improving access.
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Chang JY, Wang CC, Kang HC, Shen LJ, Huang CF. Cost-effectiveness of the pharmacist-assisted warfarin monitoring program at a Medical Center in Taiwan. Int J Qual Health Care 2018; 29:817-825. [PMID: 29025143 DOI: 10.1093/intqhc/mzx109] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2017] [Accepted: 07/31/2017] [Indexed: 12/13/2022] Open
Abstract
Objective To investigate the cost-effectiveness of the first patient self-paying pharmacist-assisted warfarin monitoring (PAWM) program in Taiwan. Design A Markov model with a 1-month cycle length and a 20-year time horizon was employed in this study. The model is composed of the following eight states: three no-event states (i.e. 'subtherapeutic,' 'within therapeutic' and 'supratherapeutic' states), two serious adverse events (AEs) (i.e. bleeding and thromboembolism), two sequelae states and death. The likelihood of events, costs and utilities were derived from local databases and literature, if applicable. This study was conducted with a payer's perspective and all costs were discounted with a rate of 3%. Setting A pharmacist-led clinic. Participants A hypothetical cohort of 10 000 participants. Intervention(s) PAWM versus usual care. Main outcome measure(s) Average quality-adjusted life-years (QALYs) gained and cost increments per patient, and incremental cost-effectiveness ratios (ICERs). Results The PAWM program resulted in an average of 0.13 QALYs gained and a cost increment of NT$53 850 (US$1683) per patient. As the ICER (NT$410 749 [US$12 836]) was less than the gross domestic product per capita (NT$631 142 [US$19 723]), the PAWM was considered to be very cost-effective. The sensitivity analyses suggested that our result was robust and that the PAWM program had an 86% probability of being very cost-effective. Conclusions Even if the costs saved from avoiding AEs were thought to be minimal due to the low-medical expenditures in Taiwan, the PAWM program was demonstrated to be economical. According to our findings, the policymakers should consider reimbursing such a service.
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Affiliation(s)
- Jen-Yu Chang
- Graduate Institute of Clinical Pharmacy, College of Medicine, National Taiwan University, 33, Linsen S. Rd, Taipei 10050, Taiwan
| | - Chi-Chuan Wang
- Department of Pharmacy, National Taiwan University Hospital, 7, Chung-Shan S. Rd, Taipei 10002, Taiwan.,School of Pharmacy, College of Medicine, National Taiwan University, 33, Linsen S. Rd, Taipei 10050, Taiwan
| | - Hao-Cheng Kang
- Department of Pharmacy, National Taiwan University Hospital, 7, Chung-Shan S. Rd, Taipei 10002, Taiwan
| | - Li-Jiuan Shen
- Graduate Institute of Clinical Pharmacy, College of Medicine, National Taiwan University, 33, Linsen S. Rd, Taipei 10050, Taiwan.,Department of Pharmacy, National Taiwan University Hospital, 7, Chung-Shan S. Rd, Taipei 10002, Taiwan.,School of Pharmacy, College of Medicine, National Taiwan University, 33, Linsen S. Rd, Taipei 10050, Taiwan
| | - Chih-Fen Huang
- Department of Pharmacy, National Taiwan University Hospital, 7, Chung-Shan S. Rd, Taipei 10002, Taiwan.,School of Pharmacy, College of Medicine, National Taiwan University, 33, Linsen S. Rd, Taipei 10050, Taiwan
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Cost-effectiveness of health care service delivery interventions in low and middle income countries: a systematic review. Glob Health Res Policy 2018; 3:17. [PMID: 29930989 PMCID: PMC5992822 DOI: 10.1186/s41256-018-0073-z] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/04/2017] [Accepted: 05/07/2018] [Indexed: 01/17/2023] Open
Abstract
Background Low and middle income countries (LMICs) face severe resource limitations but the highest burden of disease. There is a growing evidence base on effective and cost-effective interventions for these diseases. However, questions remain about the most cost-effective method of delivery for these interventions. We aimed to review the scope, quality, and findings of economic evaluations of service delivery interventions in LMICs. Methods We searched PUBMED, MEDLINE, EconLit, and NHS EED for studies published between 1st January 2000 and 30th October 2016 with no language restrictions. We included all economic evaluations that reported incremental costs and benefits or summary measures of the two such as an incremental cost effectiveness ratio. Studies were grouped by both disease area and outcome measure and permutation plots were completed for similar interventions. Quality was judged by the Drummond checklist. Results Overall, 3818 potentially relevant abstracts were identified of which 101 studies were selected for full text review. Thirty-seven studies were included in the final review. Twenty-three studies reported on interventions we classed as “changing by whom and where care was provided”, specifically interventions that entailed task-shifting from doctors to nurses or community health workers or from facilities into the community. Evidence suggests this type of intervention is likely to be cost-effective or cost-saving. Nine studies reported on quality improvement initiatives, which were generally found to be cost-effective. Quality and methods differed widely limiting comparability of the studies and findings. Conclusions There is significant heterogeneity in the literature, both methodologically and in quality. This renders further comparisons difficult and limits the utility of the available evidence to decision makers.
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Kantito S, Saokaew S, Yamwong S, Vathesatogkit P, Katekao W, Sritara P, Chaiyakunapruk N. Cost-effectiveness analysis of patient self-testing therapy of oral anticoagulation. J Thromb Thrombolysis 2017; 45:281-290. [PMID: 29181693 DOI: 10.1007/s11239-017-1588-8] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
Patient Self-testing (PST) could be an option for present anticoagulation therapy monitoring, but current evidence on its cost-effectiveness is limited. This study aims to estimate the cost-effectiveness of PST to other different care approaches for anticoagulation therapy in Thailand, a low-to-middle income country (LMIC). A Markov model was used to compare lifetime costs and quality-adjusted life years (QALYs) accrued to patients receiving warfarin through PST or either anticoagulation clinic (AC) or usual care (UC). The model was populated with relevant information from literature, network meta-analysis, and database analyses. Incremental cost-effectiveness ratios (ICERs) were presented as the year 2015 values. A base-case analysis was performed for patients at age 45-year-old. Sensitivity analyses including one-way and probabilistic sensitivity analyses (PSA) were constructed to determine the robustness of the findings. From societal perspective, PST increased QALY by 0.87 and costs by 112,461 THB compared with UC. Compared with AC, PST increased QALY by 0.161 and costs by 21,019 THB. The ICER with PST was 128,697 (3625 USD) and 130,493 THB (3676 USD) per QALY gained compared with UC and AC, respectively. The probability of PST being cost-effective is 74.1% and 51.9%, compared to UC and AC, respectively, in Thai context. Results were sensitive to the efficacy of PST, age and frequency of hospital visit or self-testing. This analysis suggested that PST is highly cost-effective compared with usual care and less cost-effective against anticoagulation clinic. Patient self-testing strategy appears to be economically valuable to include into healthcare system within the LMIC context.
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Affiliation(s)
- Sutat Kantito
- Division of Cardiology, Department of Medicine, Faculty of Medicine, Ramathibodi Hospital, Mahidol University, Bangkok, Thailand
| | - Surasak Saokaew
- Center of Health Outcomes Research and Therapeutic Safety (Cohorts), School of Pharmaceutical Sciences, University of Phayao, Phayao, Thailand
- Center of Pharmaceutical Outcomes Research (CPOR), Faculty of Pharmaceutical Sciences, Naresuan University, Phitsanulok, Thailand
- School of Pharmacy, Monash University Malaysia, Jalan Lagoon Selatan, Bandar Sunway, Selangor Darul Ehsan, Malaysia
- Asian Centre for Evidence Synthesis in Population, Implementation and Clinical Outcomes (PICO), Health and Well-being Cluster, Global Asia in the 21st Century (GA21) Platform, Monash University Malaysia, Jalan Lagoon Selatan, Bandar Sunway, Selangor, Malaysia
| | - Sukit Yamwong
- Division of Cardiology, Department of Medicine, Faculty of Medicine, Ramathibodi Hospital, Mahidol University, Bangkok, Thailand
| | - Prin Vathesatogkit
- Division of Cardiology, Department of Medicine, Faculty of Medicine, Ramathibodi Hospital, Mahidol University, Bangkok, Thailand
| | - Wisuit Katekao
- Division of Cardiology, Department of Medicine, Faculty of Medicine, Ramathibodi Hospital, Mahidol University, Bangkok, Thailand
| | - Piyamitr Sritara
- Division of Cardiology, Department of Medicine, Faculty of Medicine, Ramathibodi Hospital, Mahidol University, Bangkok, Thailand
| | - Nathorn Chaiyakunapruk
- Center of Pharmaceutical Outcomes Research (CPOR), Faculty of Pharmaceutical Sciences, Naresuan University, Phitsanulok, Thailand.
- School of Pharmacy, Monash University Malaysia, Jalan Lagoon Selatan, Bandar Sunway, Selangor Darul Ehsan, Malaysia.
- Asian Centre for Evidence Synthesis in Population, Implementation and Clinical Outcomes (PICO), Health and Well-being Cluster, Global Asia in the 21st Century (GA21) Platform, Monash University Malaysia, Jalan Lagoon Selatan, Bandar Sunway, Selangor, Malaysia.
- School of Pharmacy, University of Wisconsin, Madison, USA.
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Aidit S, Soh YC, Yap CS, Khan TM, Neoh CF, Shaharuddin S, Kassab YW, Patel RP, Ming LC. Effect of Standardized Warfarin Treatment Protocol on Anticoagulant Effect: Comparison of a Warfarin Medication Therapy Adherence Clinic with Usual Medical Care. Front Pharmacol 2017; 8:637. [PMID: 29170637 PMCID: PMC5684484 DOI: 10.3389/fphar.2017.00637] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/30/2017] [Accepted: 08/29/2017] [Indexed: 01/07/2023] Open
Abstract
Objective: To evaluate the impact of pharmacist-led warfarin management and standardized treatment protocol. Methods: A retrospective cohort study was carried out in a cardiology referral hospital located in central Kuala Lumpur, Malaysia, from 2009 to 2014. The inclusion criteria were: adult patients who were diagnosed and treated for atrial fibrillation (AF) with warfarin, attended the warfarin medication therapy adherence clinic (WMTAC) for at least 12 weeks, and with at least four international normalized ratio (INR) readings. The electronic medical records were reviewed for demographics, type of AF, warfarin dose, INRs, adverse events, co-morbidities, and drug-drug interactions. The outcome measures included the mean time to therapeutic INR, the mean percentage of time in therapeutic range (TTR), bleeding events, and common drug interactions. Results: Out of 473 patients, 151 patients fulfilled the inclusion criteria. The findings revealed that there were significant associations between the usual medical care (UMC) group and pharmacist-led WMTAC in terms of TTR (p = 0.01) and INR (p = 0.02) levels. A positive impact of pharmacists' involvement in the WMTAC clinic was where the "pharmacist's recommendation accepted" (p = 0.01) and "expanded therapeutic INR range" (p = 0.04) were statistically significantly higher in the WMTAC group. Conclusion: There was a significant positive association between the pharmacist-led WMTAC and anticoagulation effect (therapeutic TTR, INR). The identified findings revealed that expanded role of pharmacist in pharmacist-managed warfarin therapy is beneficial to optimize the warfarin therapy. This study also highlighted the critical roles that pharmacists can actively play to ensure optimal anticoagulation pharmaceutical care. KEY MESSAGES What is already known on this subject?• Pharmacist-managed warfarin therapy is beneficial for optimizing warfarin therapy. In such therapy, recommendations such as dose adjustment and safer alternative drugs (given drug-drug interactions and/or food-drug interactions) are made.• The active involvement of pharmacists in warfarin adherence clinics could significantly improve adherence.• However, the warfarin treatment outcomes from UMC, pharmacist-and-physician-led care and pharmacist-led care have not been studied.• The impact of the implementation of the standardized protocol for the warfarin adherence clinic has not been assessed.What this study adds?• INR levels among UMC group and WMTAC group were significantly different.• Though the TTR level for the WMTAC group was not significantly different than the UMC group, it was higher and close to the targeted 60% level.• The identified findings show that pharmacists' focus on intervention for missed doses, adherence and dose adjustment provide positive impact on patients' warfarin therapy.
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Affiliation(s)
- Salihah Aidit
- Faculty of Pharmacy, Universiti Teknologi MARA, Puncak Alam, Malaysia
| | - Yee Chang Soh
- Faculty of Pharmaceutical Sciences, UCSI University, Kuala Lumpur, Malaysia
| | - Chuan Seng Yap
- Faculty of Pharmaceutical Sciences, UCSI University, Kuala Lumpur, Malaysia
| | - Tahir M. Khan
- School of Pharmacy, Monash University, Sunway City, Malaysia
| | - Chin Fen Neoh
- Faculty of Pharmacy, Universiti Teknologi MARA, Puncak Alam, Malaysia
- Collaborative Drug Discovery Research Group, Pharmaceutical and Life Sciences Communities of Research, Universiti Teknologi MARA, Shah Alam, Malaysia
| | | | - Yaman W. Kassab
- Department of Hospital and Clinical Pharmacy, Faculty of Pharmacy, Cyberjaya University College of Medical Sciences, Cyberjaya, Malaysia
| | - Rahul P. Patel
- Pharmacy, School of Medicine, University of Tasmania, Hobart, TAS, Australia
| | - Long C. Ming
- Pharmacy, School of Medicine, University of Tasmania, Hobart, TAS, Australia
- School of Pharmacy, KPJ Healthcare University College, Nilai, Malaysia
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13
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Barasa FA, Vedanthan R, Pastakia SD, Crowe SJ, Aruasa W, Sugut WK, White R, Ogola ES, Bloomfield GS, Velazquez EJ. Approaches to Sustainable Capacity Building for Cardiovascular Disease Care in Kenya. Cardiol Clin 2016; 35:145-152. [PMID: 27886785 DOI: 10.1016/j.ccl.2016.08.014] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/25/2023]
Abstract
Cardiovascular diseases are approaching epidemic levels in Kenya and other low- and middle-income countries without accompanying effective preventive and therapeutic strategies. This is happening in the background of residual and emerging infections and other diseases of poverty, and increasing physical injuries from traffic accidents and noncommunicable diseases. Investments to create a skilled workforce and health care infrastructure are needed. Improving diagnostic capacity, access to high-quality medications, health care, appropriate legislation, and proper coordination are key components to ensuring the reversal of the epidemic and a healthy citizenry. Strong partnerships with the developed countries also crucial.
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Affiliation(s)
| | - Rajesh Vedanthan
- Zena and Michael A. Wiener Cardiovascular Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | | | - Susie J Crowe
- Purdue University College of Pharmacy, West Lafayette, IN, USA
| | | | | | - Russ White
- Tenwek Mission Hospital, Bomet, Kenya; Alpert School of Medicine, Brown University, 2 Dudley Street, PO Box 39, Providence, RI 02905, USA
| | - Elijah S Ogola
- Department of Clinical Medicine, College of Health Sciences, University of Nairobi, Nairobi, Kenya
| | - Gerald S Bloomfield
- Department of Medicine, Duke Clinical Research Institute, Duke Global Health Institute, Duke University, Durham, NC, USA
| | - Eric J Velazquez
- Department of Medicine, Duke Clinical Research Institute, Duke Global Health Institute, Duke University, Durham, NC, USA
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A cost-utility analysis of dabigatran, enoxaparin, and usual care for venous thromboprophylaxis after hip or knee replacement surgery in Thailand. J Thromb Thrombolysis 2016; 43:252-262. [DOI: 10.1007/s11239-016-1433-5] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
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15
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Chua WBB, Cheen HHM, Kong MC, Chen LL, Wee HL. Modelling the cost-effectiveness of pharmacist-managed anticoagulation service for older adults with atrial fibrillation in Singapore. Int J Clin Pharm 2016; 38:1230-40. [PMID: 27461367 DOI: 10.1007/s11096-016-0357-7] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/13/2015] [Accepted: 07/12/2016] [Indexed: 11/28/2022]
Abstract
Background Oral anticoagulation with warfarin is the cornerstone therapy in atrial fibrillation (AF) for stroke prevention. Multi-disciplinary anticoagulation management services have been shown to be cost-effective in the United States, Hong Kong and Thailand, but the findings are not readily generalizable to Singapore's healthcare system. Objective This study aimed to evaluate the cost-effectiveness of pharmacist-managed anticoagulation clinic (ACC) compared with usual care (UC) for the management of older adults with AF receiving oral anticoagulation with warfarin. Setting Pharmacist-managed ACC in an academic medical centre. Method A Markov model with 3-month cycle length and 30-year time horizon compared costs and quality-adjusted life-years (QALYs) of ACC and UC from the patient's and healthcare provider's perspectives. Four pathways based on time in therapeutic range (TTR) were: ACC TTR < 70 %, ACC TTR ≥ 70 %, UC TTR < 70 % and UC TTR ≥ 70 %. A hypothetical cohort of 70-year-old Singaporean AF patients receiving warfarin was utilised. Local data from national disease registries, patient surveys and hospital databases were used. When local data was not available, published studies on Asian populations were utilized when available. One-way sensitivity analyses and probabilistic sensitivity analyses were performed to account for uncertainties. Costs and QALYs were discounted annually by 3 %. Main outcome measure Costs and QALYs of ACC and UC. Results Pharmacist-managed ACC was found to dominate UC in all comparisons. It improved effectiveness by 0.19 and 0.13 QALYs at TTR < 70 % and TTR ≥ 70 % respectively compared with UC. From the patient's perspective, ACC reduced costs by SG$1222.67 (€1110.24) for TTR < 70 % and SG$1008.16 (€915.46) for TTR ≥ 70 %. Similar trends were observed from the healthcare provider's perspective, with ACC reducing costs by SG$1444.79 (€1311.94) for TTR < 70 % and SG$1269.17 (€1152.46) for TTR ≥ 70 % compared with UC. The results were robust to variations of the parameters over their plausible ranges in one-way sensitivity analyses. Probabilistic sensitivity analyses demonstrated that ACC was cost-effective more than 79 % of the time from both perspectives at a willingness-to-pay threshold of SG$69,050 (€62,701) per QALY. Conclusion Pharmacist-managed ACC is more effective and less costly compared with UC regardless of the quality of anticoagulation therapy. The findings support the current body of evidence demonstrating the cost-effectiveness of ACC.
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Affiliation(s)
- Wen Bing Brandon Chua
- Department of Pharmacy, KK Women's and Children's Hospital, 100 Bukit Timah Road, Singapore, 229899, Singapore
| | - Hua Heng McVin Cheen
- Department of Pharmacy, Singapore General Hospital, Block 3 Level 1, Outram Road, Singapore, 169608, Singapore.,Department of Pharmacy, Faculty of Science, National University of Singapore, Block S4A Level 3, 18 Science Drive 4, Singapore, 117543, Singapore
| | - Ming Chai Kong
- Department of Pharmacy, Singapore General Hospital, Block 3 Level 1, Outram Road, Singapore, 169608, Singapore
| | - Li Li Chen
- Department of Pharmacy, Singapore General Hospital, Block 3 Level 1, Outram Road, Singapore, 169608, Singapore
| | - Hwee Lin Wee
- Department of Pharmacy, Faculty of Science, National University of Singapore, Block S4A Level 3, 18 Science Drive 4, Singapore, 117543, Singapore.
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Zaidi STR. De-mystifying pharmacoeconomics and a suggestive approach to evaluating the cost-effectiveness of antimicrobial stewardship. JOURNAL OF PHARMACY PRACTICE AND RESEARCH 2016. [DOI: 10.1002/jppr.1178] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022]
Affiliation(s)
- Syed Tabish R. Zaidi
- Division of Pharmacy, School of Medicine, Faculty of Health; University of Tasmania; Hobart Australia
- Department of Pharmacy; Royal Hobart Hospital; Hobart Australia
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Yokoi M, Tashiro T. Prescription, Dispensation, and Generic Medicine Replacement Ratios: Influence on Japanese Medicine Costs. Glob J Health Sci 2015; 8:29-35. [PMID: 26234979 PMCID: PMC4804073 DOI: 10.5539/gjhs.v8n1p29] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2015] [Accepted: 03/17/2015] [Indexed: 11/29/2022] Open
Abstract
This study used publicly available data to examine the effect of the separation of dispensing and prescribing medicines between pharmacists in pharmacies and doctors in medical institutions (the separation system) and the generic medicine replacement ratio on the cost of various medicines in Japanese prefectures. For Japanese medical institutions, participation in the separation system is optional. Consequently, the expansion rate of the separation system for each administrative district is highly variable. In our multiple regression analysis, the dependent variables were the costs of daily medicines, specifically, total, internal, external, and injection medicines, as well as medical devices, and the independent variables were the expansion rate of the separation system and generic medicine replacement ratio. The expansion rate of the separation system showed a significant negative partial correlation with the daily costs of total, internal, and injection medicines as well as medical devices. Moreover, the rate of replacing brand name medicines with generic medicines showed a significant negative partial correlation with the daily costs of total and internal medicines. However, external and injection medicines and medical devices did not because only a few or no generic products of these types were sold in the Japanese market. Otherwise, expansion of the separation system was effective in reducing medicine costs, except in the case of external medicines. This suggests that the cost efficiency effect of the separation system does not function all the time.
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Chong HY, Saokaew S, Dumrongprat K, Permsuwan U, Wu DBC, Sritara P, Chaiyakunapruk N. Cost-effectiveness analysis of pharmacogenetic-guided warfarin dosing in Thailand. Thromb Res 2014; 134:1278-84. [PMID: 25456732 DOI: 10.1016/j.thromres.2014.10.006] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/23/2014] [Revised: 09/22/2014] [Accepted: 10/07/2014] [Indexed: 11/30/2022]
Abstract
INTRODUCTION Pharmacogenetic (PGx) test is a useful tool for guiding physician on an initiation of an optimal warfarin dose. To implement of such strategy, the evidence on the economic value is needed. This study aimed to determine the cost-effectiveness of PGx-guided warfarin dosing compared with usual care (UC). METHODS A decision analytic model was used to compare projected lifetime costs and quality-adjusted life years (QALYs) accrued to warfarin users through PGx or UC for a hypothetical cohort of 1,000 patients. The model was populated with relevant information from systematic review, and electronic hospital-database. Incremental cost-effectiveness ratios (ICERs) were calculated based on healthcare system and societal perspectives. All costs were presented at year 2013. A series of sensitivity analyses were performed to determine the robustness of the findings. RESULTS From healthcare system perspective, PGx increases QALY by 0.002 and cost by 2,959 THB (99 USD) compared with UC. Thus, the ICER is 1,477,042 THB (49,234 USD) per QALY gained. From societal perspective, PGx results in 0.002 QALY gained, and increases costs by 2,953 THB (98 USD) compared with UC (ICER 1,473,852 THB [49,128 USD] per QALY gained). Results are sensitive to the risk ratio (RR) of major bleeding in VKORC1 variant, the efficacy of PGx-guided dosing, and the cost of PGx test. CONCLUSION Our finding suggests that PGx-guided warfarin dosing is unlikely to be a cost-effective intervention in Thailand. This evidence assists policy makers and clinicians in efficiently allocating scarce resources.
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Affiliation(s)
- Huey Yi Chong
- School of Pharmacy, Monash University Malaysia, Selangor, Malaysia
| | - Surasak Saokaew
- Center of Health Outcomes Research and Therapeutic Safety (COHORTS), School of Pharmaceutical Sciences, University of Phayao, Phayao, Thailand; Center of Pharmaceutical Outcomes Research (CPOR), Department of Pharmacy Practice, Faculty of Pharmaceutical Sciences, Naresuan University, Phitsanulok, Thailand
| | - Kuntika Dumrongprat
- Welsh School of Pharmacy, Cardiff University, King Edward VII Avenue Cardiff CFJ 0 3XF Wales UK
| | - Unchalee Permsuwan
- Department of Pharmaceutical Care, Faculty of Pharmacy, Chiang Mai University, Chiang Mai, Thailand
| | | | - Piyamitr Sritara
- Department of Medicine, Faculty of Medicine, Ramathibodi Hospital, Mahidol University, Bangkok, Thailand
| | - Nathorn Chaiyakunapruk
- School of Pharmacy, Monash University Malaysia, Selangor, 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, USA; School of Population Health, University of Queensland, Brisbane, Australia.
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