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Greenfield J, Metz LM, Khakban A, Llorian ER, Michaux KD, Traboulsee A, Oh J, Smyth P, Lynd LD, Bulloch AGM, Williams JVA, Patten SB. Cancer risk, disease-modifying therapy, and age in multiple sclerosis: A retrospective population-based cohort study. Mult Scler Relat Disord 2023; 80:105091. [PMID: 37924714 DOI: 10.1016/j.msard.2023.105091] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/09/2023] [Revised: 10/02/2023] [Accepted: 10/18/2023] [Indexed: 11/06/2023]
Abstract
BACKGROUND Long-term population-based safety studies are needed to investigate cancer outcomes in people with multiple sclerosis (MS) treated with modern disease-modifying therapy (DMT). OBJECTIVES To investigate if exposure to DMT increases the risk of invasive cancer in MS. METHODS We used population-based administrative health data from Alberta, Canada between 2008 and 2018. DMT exposure was defined in two ways: first as exposure to any DMT, and second by DMT type (modulating, sequestering, depleting). Study outcome was time to first diagnosis of invasive cancer. Cancer risk was compared to the general population using standardized incidence ratios (SIRs) and to the unexposed MS cases using hazard ratios (HRs). RESULTS The analysis included 14,313 MS cases: 5,801 (40.5 %) were exposed to DMT. Median (interquartile range) follow-up was 8.4 (4.3, 10.4) years. Compared to the general population, there was no difference in cancer risk for the overall MS population (SIR: 0.94, 95 % confidence interval [CI]: 0.87, 1.02) or the DMT-exposed MS cases (SIR: 0.89; 95 % CI: 0.75, 1.05). Compared to unexposed MS cases, we found an interaction with age for exposure to any DMT (p = 0.001) and modulating DMT (p = 0.001), indicating that a difference in the risk of cancer associated with DMT depends on age. Cancer risk was not associated with exposure to sequestering DMT (HR: 1.28, 95 % CI: 0.78, 2.08) or depleting DMT (HR: 2.29, 95 % CI: 0.86, 6.14). CONCLUSIONS Cancer risk for MS patients was similar to the general population. In the MS population, the age-dependent effect of DMT for cancer risk suggests a higher risk of cancer with age 62 or older and a protective effect at younger age. Further investigation is required to clarify whether the interaction between DMT exposure and age is a causal effect.
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Affiliation(s)
- Jamie Greenfield
- Department of Clinical Neurosciences, University of Calgary, 9th Floor South Tower, Foothills Medical centre, 1403 29 Street NW, Calgary, AB T2N 2T9, Canada.
| | - Luanne M Metz
- Department of Clinical Neurosciences, University of Calgary, 9th Floor South Tower, Foothills Medical centre, 1403 29 Street NW, Calgary, AB T2N 2T9, Canada
| | - Amir Khakban
- Collaboration for Outcomes Research and Evaluation, Faculty of Pharmaceutical Sciences, University of British Columbia, Vancouver, BC, Canada
| | - Elisabet Rodriguez Llorian
- Collaboration for Outcomes Research and Evaluation, Faculty of Pharmaceutical Sciences, University of British Columbia, Vancouver, BC, Canada
| | - Kristina D Michaux
- Collaboration for Outcomes Research and Evaluation, Faculty of Pharmaceutical Sciences, University of British Columbia, Vancouver, BC, Canada
| | - Anthony Traboulsee
- Division of Neurology, Department of Medicine, University of British Columbia, Vancouver, BC, Canada
| | - Jiwon Oh
- Division of Neurology, St. Michael's Hospital, University of Toronto, Toronto, ON, Canada
| | - Penelope Smyth
- Division of Neurology, Department of Medicine, University of Alberta, Edmonton, AB, Canada
| | - Larry D Lynd
- Collaboration for Outcomes Research and Evaluation, Faculty of Pharmaceutical Sciences, University of British Columbia, Vancouver, BC, Canada; Centre for Health Evaluation and Outcome Sciences (CHÉOS), St. Paul's Hospital, Vancouver, BC, Canada
| | - Andrew G M Bulloch
- Department of Community Health Sciences, University of Calgary, Calgary, AB, Canada
| | - Jeanne V A Williams
- Department of Community Health Sciences, University of Calgary, Calgary, AB, Canada
| | - Scott B Patten
- Department of Community Health Sciences, University of Calgary, Calgary, AB, Canada
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Rodriguez Llorian E, Zhang W, Khakban A, Michaux K, Patten S, Traboulsee A, Oh J, Kolind S, Prat A, Tam R, Lynd LD. Employment status, productivity loss, and associated factors among people with multiple sclerosis. Mult Scler 2023:13524585231164295. [PMID: 37060245 DOI: 10.1177/13524585231164295] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/16/2023]
Abstract
BACKGROUND Multiple Sclerosis (MS) affects people in their most productive years of life. Consequently, MS can substantially affect employment and work-related outcomes. OBJECTIVES This study characterizes productivity loss and employment status of people with multiple sclerosis (pwMS) and investigates associated factors. METHODS We used baseline data collected as part of the Canadian Prospective Cohort Study to Understand Progression in Multiple Sclerosis (CanProCo). Using the Valuation of Lost Productivity questionnaire, we measured MS-related paid work productivity loss for those employed, productivity losses incurred by those unemployed (i.e. lost employment time), and unpaid work productivity losses for all. A set of sociodemographic, disease, and performance-related factors were investigated using a two-part regression model for productivity loss and a multinomial logistic model for employment status. RESULTS From the cohort of 888 pwMS enrolled at baseline (mostly showing mild to moderate disability), 75% were employed, and of those unemployed, 69% attributed their unemployment to health-related issues. Total productivity loss over a 3-month period averaged 64 and 395 hours for those employed and unemployed, respectively. Some factors that affected productivity loss and employment status included use of disease-modifying therapies, fatigue, and performance indicators such as cognitive processing speed. CONCLUSION Productivity loss experienced by employed and unemployed pwMS is substantial. Targeting the identified modifiable factors is likely to improve work productivity and permanence of MS patients in the workforce.
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Affiliation(s)
- Elisabet Rodriguez Llorian
- Collaboration for Outcomes Research and Evaluation (CORE), Faculty of Pharmaceutical Sciences, The University of British Columbia, Vancouver, BC, Canada
| | - Wei Zhang
- School of Population and Public Health, The University of British Columbia, Vancouver, BC, Canada Centre for Health Evaluation and Outcome Sciences (CHÉOS), St. Paul's Hospital, Vancouver, BC, Canada
| | - Amir Khakban
- Collaboration for Outcomes Research and Evaluation (CORE), Faculty of Pharmaceutical Sciences, The University of British Columbia, Vancouver, BC, Canada
| | - Kristina Michaux
- Collaboration for Outcomes Research and Evaluation (CORE), Faculty of Pharmaceutical Sciences, The University of British Columbia, Vancouver, BC, Canada
| | - Scott Patten
- Department of Psychiatry, University of Calgary, Calgary, AB, Canada
| | - Anthony Traboulsee
- Division of Neurology, Department of Medicine, The University of British Columbia, Vancouver, BC, Canada
| | - Jiwon Oh
- Division of Neurology, St. Michael's Hospital, University of Toronto, Toronto, ON, Canada
| | - Shannon Kolind
- Division of Neurology, Department of Medicine, The University of British Columbia, Vancouver, BC, Canada
| | - Alexandre Prat
- Department of Neurology, Faculty of Medicine, Université de Montreal, Montreal, QC, Canada
| | - Roger Tam
- School of Biomedical Engineering, The University of British Columbia, Vancouver, BC, Canada
| | - Larry D Lynd
- Collaboration for Outcomes Research and Evaluation (CORE), Faculty of Pharmaceutical Sciences, The University of British Columbia, Vancouver, BC, Canada Centre for Health Evaluation and Outcome Sciences (CHÉOS), St. Paul's Hospital, Vancouver, BC, Canada
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Khakban A, Rodriguez Llorian E, Michaux KD, Patten SB, Traboulsee A, Oh J, Lynd LD. Direct Health Care Costs Associated With Multiple Sclerosis: A Population-Based Cohort Study in British Columbia, Canada, 2001-2020. Neurology 2023; 100:e899-e910. [PMID: 36450607 PMCID: PMC9990437 DOI: 10.1212/wnl.0000000000201645] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/10/2022] [Accepted: 10/18/2022] [Indexed: 12/05/2022] Open
Abstract
BACKGROUND AND OBJECTIVES Multiple sclerosis (MS), a leading cause of nontraumatic neurologic disability in young adults, exerts a substantial economic burden on the health care system. The objective of this study was to quantify the excess health care costs of MS in British Columbia, Canada. METHODS A retrospective-matched cohort study of patients with MS was conducted using population-based administrative health data from 2001 to 2020. Patients with MS who satisfied a validated case definition were matched to 5 unique controls without MS on sex, age, and cohort entry date. Patients and controls were followed to the end of 2020 or to their last health care resource use, whichever came first. We calculated the direct medical costs for each individual, including outpatient services use, hospital admissions, and dispensed medications. We used generalized linear models with an identity link and normal distribution to estimate the excess cost of MS as the mean cost difference between patients with MS and controls. All costs were reported in 2020 Canadian dollars. RESULTS A total of 17,071 patients with MS were matched to 85,355 controls. Overall, 72.4% were female, and the mean age at cohort entry date was 46.1 years. The excess cost of MS was $6,881 (95% CI: $6,713, $7,049) per patient-year. Inpatient, outpatient, and medication costs accounted for 25%, 10%, and 65% of excess costs, respectively. Excess costs were higher in patients with MS with at least one disease-modifying therapy (DMT) prescription ($13,267; 95% CI: $12,992-$13,542) compared with non-DMT users ($3,469; 95% CI: $3,297-$3,641) and even higher among frequent DMT users ($24,835; 95% CI: $24,528-$25,141). Patients with MS with a history of at least one relapse requiring hospitalization had higher excess costs ($10,543; 95% CI: $10,136-$10,950) compared with patients with MS without a relapse; hospitalizations accounted for 51% of the costs in this group. The excess cost of hospitalizations was $1,391 lower among frequent DMT users than non-DMT users. DISCUSSION The economic burden of MS is considerable, with medications, particularly DMTs, being the largest cost driver. Future studies should investigate how disease management strategies, including early diagnosis and timely use of DMTs, could offset future and ongoing costs while improving patients' quality of life.
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Affiliation(s)
- Amir Khakban
- From the Collaboration for Outcomes Research and Evaluation (A.K., E.R.L., K.D.M., L.D.L.), Faculty of Pharmaceutical Sciences, and Division of Neurology (A.T.), Department of Medicine, University of British Columbia, Vancouver; Department of Community Health Sciences (S.B.P.), University of Calgary, AB; Division of Neurology (J.O.), St. Michael's Hospital, University of Toronto; and Centre for Health Evaluation and Outcome Sciences (CHÉOS) (L.D.L.), St. Paul's Hospital, Vancouver, BC, Canada
| | - Elisabet Rodriguez Llorian
- From the Collaboration for Outcomes Research and Evaluation (A.K., E.R.L., K.D.M., L.D.L.), Faculty of Pharmaceutical Sciences, and Division of Neurology (A.T.), Department of Medicine, University of British Columbia, Vancouver; Department of Community Health Sciences (S.B.P.), University of Calgary, AB; Division of Neurology (J.O.), St. Michael's Hospital, University of Toronto; and Centre for Health Evaluation and Outcome Sciences (CHÉOS) (L.D.L.), St. Paul's Hospital, Vancouver, BC, Canada
| | - Kristina D Michaux
- From the Collaboration for Outcomes Research and Evaluation (A.K., E.R.L., K.D.M., L.D.L.), Faculty of Pharmaceutical Sciences, and Division of Neurology (A.T.), Department of Medicine, University of British Columbia, Vancouver; Department of Community Health Sciences (S.B.P.), University of Calgary, AB; Division of Neurology (J.O.), St. Michael's Hospital, University of Toronto; and Centre for Health Evaluation and Outcome Sciences (CHÉOS) (L.D.L.), St. Paul's Hospital, Vancouver, BC, Canada
| | - Scott B Patten
- From the Collaboration for Outcomes Research and Evaluation (A.K., E.R.L., K.D.M., L.D.L.), Faculty of Pharmaceutical Sciences, and Division of Neurology (A.T.), Department of Medicine, University of British Columbia, Vancouver; Department of Community Health Sciences (S.B.P.), University of Calgary, AB; Division of Neurology (J.O.), St. Michael's Hospital, University of Toronto; and Centre for Health Evaluation and Outcome Sciences (CHÉOS) (L.D.L.), St. Paul's Hospital, Vancouver, BC, Canada
| | - Anthony Traboulsee
- From the Collaboration for Outcomes Research and Evaluation (A.K., E.R.L., K.D.M., L.D.L.), Faculty of Pharmaceutical Sciences, and Division of Neurology (A.T.), Department of Medicine, University of British Columbia, Vancouver; Department of Community Health Sciences (S.B.P.), University of Calgary, AB; Division of Neurology (J.O.), St. Michael's Hospital, University of Toronto; and Centre for Health Evaluation and Outcome Sciences (CHÉOS) (L.D.L.), St. Paul's Hospital, Vancouver, BC, Canada
| | - Jiwon Oh
- From the Collaboration for Outcomes Research and Evaluation (A.K., E.R.L., K.D.M., L.D.L.), Faculty of Pharmaceutical Sciences, and Division of Neurology (A.T.), Department of Medicine, University of British Columbia, Vancouver; Department of Community Health Sciences (S.B.P.), University of Calgary, AB; Division of Neurology (J.O.), St. Michael's Hospital, University of Toronto; and Centre for Health Evaluation and Outcome Sciences (CHÉOS) (L.D.L.), St. Paul's Hospital, Vancouver, BC, Canada
| | - Larry D Lynd
- From the Collaboration for Outcomes Research and Evaluation (A.K., E.R.L., K.D.M., L.D.L.), Faculty of Pharmaceutical Sciences, and Division of Neurology (A.T.), Department of Medicine, University of British Columbia, Vancouver; Department of Community Health Sciences (S.B.P.), University of Calgary, AB; Division of Neurology (J.O.), St. Michael's Hospital, University of Toronto; and Centre for Health Evaluation and Outcome Sciences (CHÉOS) (L.D.L.), St. Paul's Hospital, Vancouver, BC, Canada.
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Rodriguez Llorian E, Zhang W, Khakban A, Patten S, Traboulsee A, Oh J, Kolind S, Prat A, Tam R, Lynd LD. Productivity loss among people with early multiple sclerosis: A Canadian study. Mult Scler 2022; 28:1414-1423. [PMID: 35137613 PMCID: PMC9260491 DOI: 10.1177/13524585211069070] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/26/2023]
Abstract
OBJECTIVES To analyze work productivity loss and costs, including absenteeism (time missed from work), presenteeism (reduced productivity while working), and unpaid work loss, among a sample of employed people with multiple sclerosis (pwMS) in Canada, as well as its association with clinical, sociodemographic, and work-related factors. METHODS We used cross-sectional data collected as part of the Canadian Prospective Cohort Study to Understand Progression in MS (CanProCo) and information from the Valuation of Lost Productivity questionnaire. RESULTS Among 512 pwMS who were employed, 97% showed no or mild disability and 55% experienced productivity loss due to MS in the prior 3 months. Total productivity time loss over a 3-month period averaged 60 hours (SD = 107; 23 from presenteeism, 19 from absenteeism, and 18 from unpaid work), leading to a mean cost of lost productivity of CAD$2480 (SD = 4282) per patient, with an hourly paid productivity loss greater than the wage loss. Fatigue retained significant associations with all productivity loss outcomes. CONCLUSION Unpaid work loss and productivity losses exceeding those of the employee alone (due to teamwork and associated factors) are key additional contributors of the high economic burden of MS. Workplace accommodations and treatments targeted at fatigue could lessen the economic impact of MS.
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Affiliation(s)
- Elisabet Rodriguez Llorian
- Collaboration for Outcomes Research and Evaluation (CORE), Faculty of Pharmaceutical Sciences, The University of British Columbia, Vancouver, BC, Canada
| | - Wei Zhang
- School of Population and Public Health, The University of British Columbia, Vancouver, BC, Canada/Centre for Health Evaluation and Outcome Sciences (CHÉOS), St. Paul's Hospital, Vancouver, BC, Canada
| | - Amir Khakban
- Collaboration for Outcomes Research and Evaluation (CORE), Faculty of Pharmaceutical Sciences, The University of British Columbia, Vancouver, BC, Canada
| | - Scott Patten
- Department of Psychiatry, University of Calgary, Calgary, AB, Canada
| | - Anthony Traboulsee
- Division of Neurology, Department of Medicine, The University of British Columbia, Vancouver, BC, Canada
| | - Jiwon Oh
- Division of Neurology, St. Michael's Hospital, University of Toronto, Toronto, ON, Canada
| | - Shannon Kolind
- Division of Neurology, Department of Medicine, The University of British Columbia, Vancouver, BC, Canada
| | - Alexandre Prat
- Department of Neurology, Faculty of Medicine, Université de Montreal, Montreal, QC, Canada
| | - Roger Tam
- Department of Radiology and School of Biomedical Engineering, The University of British Columbia, Vancouver, BC, Canada
| | - Larry D Lynd
- Collaboration for Outcomes Research and Evaluation (CORE), Faculty of Pharmaceutical Sciences, The University of British Columbia, Vancouver, BC, Canada/Centre for Health Evaluation and Outcome Sciences (CHÉOS), St. Paul's Hospital, Vancouver, BC, Canada
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Marra CA, Khakban A, Wilby KJ, Buckham RB, Anakin M. Using Best-Worst Choice Methodology in a Survey of Pharmacists Regarding Pharmacy Practice Skills Teaching. Am J Pharm Educ 2020; 84:848015. [PMID: 34283781 PMCID: PMC7779878 DOI: 10.5688/ajpe848015] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/03/2020] [Accepted: 08/19/2020] [Indexed: 06/13/2023]
Abstract
Objective. To conduct a survey of practicing pharmacists in which best-worst choice methodology was used to prioritize pharmacy practice skills for inclusion in a pharmacy curriculum in New Zealand.Methods. A literature search and review of pharmacy curricula were conducted, and the findings were used to develop a best-worst choice survey instrument regarding inclusion of pharmacy practice skills in the pharmacy curriculum. The survey was sent to registered pharmacists and intern pharmacists in New Zealand. Participants were asked to prioritize 16 skills in terms of their importance and relevance to pharmacy practice.Results. Of the 3836 pharmacists invited to participate in the survey, 388 completed the questionnaire. Comprehensive chronic disease management, specialty medications, and medicines use review were the top three prioritized skills. Injections, independent prescribing, and specialty compounding were the skills ranked as having the lowest priority. The pharmacists' gender, age, practice setting, and ethnicity all influenced their skill prioritization. The pharmacists emphasized skills required in their current practice but deemphasized some skills that were emerging professional responsibilities.Conclusion. If curricular reform is to include new skills that are largely unfamiliar to or deemed unimportant by practicing pharmacists, quality assurance of students' experiential education will be needed. Furthermore, preceptor education about changing expectations for pharmacy graduates' skill sets must be adequately developed and implemented to ensure that preceptors provide students with opportunities to practice the full range of skills they will need in practice and provide them with accurate assessment and helpful feedback.
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Affiliation(s)
- Carlo A Marra
- University of Otago, School of Pharmacy, Dunedin, New Zealand
| | - Amir Khakban
- University of British Columbia, Faculty of Pharmaceutical Sciences, Vancouver, BC, Canada
| | - Kyle J Wilby
- University of Otago, School of Pharmacy, Dunedin, New Zealand
| | | | - Megan Anakin
- University of Otago, Dunedin School of Medicine, Dunedin, New Zealand
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Johnson KM, Khakban A, Bryan S, Sin DD, Sadatsafavi M. Healthcare system encounters before COPD diagnosis: a registry-based longitudinal cohort study. Thorax 2019; 75:108-115. [PMID: 31704794 DOI: 10.1136/thoraxjnl-2019-213554] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/07/2019] [Revised: 09/20/2019] [Accepted: 10/16/2019] [Indexed: 11/03/2022]
Abstract
BACKGROUND There is high interest in strategies for improving early detection of chronic obstructive pulmonary disease (COPD). These strategies often rely on opportunistic encounters between patients with undiagnosed COPD and the healthcare system; however, the frequency of these encounters is currently unknown. METHODS We used administrative health data for the province of British Columbia, Canada, from 1996 to 2015. We identified patients with COPD using a validated case definition, and assessed their visits to pharmacists, primary care and specialist physicians in the 5 years prior to the initial diagnosis of COPD. We used generalised linear models to compare the rate of outpatient visits between COPD and non-COPD comparator subjects matched on age, sex and socioeconomic status. RESULTS We assessed 112 635 COPD and non-COPD pairs (mean 68.6 years, 51.0% male). Patients with COPD interacted with pharmacists most frequently in the 5 years before diagnosis (mean 14.09, IQR 4-17 visits/year), followed by primary care (10.29, IQR 4-13 visits/year) and specialist (8.11, IQR 2-11 visits/year) physicians. In the 2 years prior to diagnosis, 72.1% of patients with COPD had a respiratory-related primary care visit that did not result in a COPD diagnosis. Compared with non-COPD subjects, patients with COPD had higher rates of primary care (rate ratio (RR) 1.40, 95% CI 1.39 to 1.41), specialist (RR 1.35, 95% CI 1.34 to 1.37) and pharmacist (RR 1.62, 95% CI 1.60 to 1.63) encounters. CONCLUSIONS Patients with COPD used higher rates of outpatient services before diagnosis than non-COPD subjects. Case detection technologies implemented in pharmacy or primary care settings have opportunities to diagnose COPD earlier.
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Affiliation(s)
- Kate M Johnson
- Respiratory Evaluation Sciences Program, Collaboration for Outcomes Research and Evaluation, The University of British Columbia Faculty of Pharmaceutical Sciences, Vancouver, British Columbia, Canada
| | - Amir Khakban
- Respiratory Evaluation Sciences Program, Collaboration for Outcomes Research and Evaluation, The University of British Columbia Faculty of Pharmaceutical Sciences, Vancouver, British Columbia, Canada
| | - Stirling Bryan
- Centre for Clinical Epidemiology and Evaluation, Vancouver Coastal Health Research Institute, Vancouver, British Columbia, Canada
| | - Don D Sin
- University of British Columbia Centre for Heart Lung Innovation, St. Paul's Hospital, Vancouver, British Columbia, Canada.,Institute for Heart and Lung Health, The University of British Columbia Department of Medicine, Vancouver, British Columbia, Canada
| | - Mohsen Sadatsafavi
- Respiratory Evaluation Sciences Program, Collaboration for Outcomes Research and Evaluation, The University of British Columbia Faculty of Pharmaceutical Sciences, Vancouver, British Columbia, Canada.,Centre for Clinical Epidemiology and Evaluation, Vancouver Coastal Health Research Institute, Vancouver, British Columbia, Canada
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Khakban A, FitzGerald JM, Tavakoli H, Lynd L, Ehteshami-Afshar S, Sadatsafavi M. Extent, trends, and determinants of controller/reliever balance in mild asthma: a 14-year population-based study. Respir Res 2019; 20:44. [PMID: 30819154 PMCID: PMC6394061 DOI: 10.1186/s12931-019-1007-0] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/09/2018] [Accepted: 02/15/2019] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND The majority of patients with asthma have the mild form of the disease. Whether mild asthma patients receive appropriate asthma medications has not received much attention in the literature. We examined the trends in indicators of controller/reliever balance. METHODS Using administrative health databases of British Columbia, Canada (2000 to 2013), we created a population-based cohort of adolescents/adults with mild asthma using validated case definition algorithms. Each patient-year of follow-up was assessed based on two markers of inappropriate medication prescription: whether the ratio of controller medications (inhaled corticosteroids [ICS] and leukotriene receptor antagonists [LTRA]) to total asthma-related prescriptions was low (cut-off 0.5 according to previous validation studies), and whether short-acting beta agonists (SABA) were prescribed inappropriately according to previously published criteria that considers SABA in relation to ICS prescriptions. Generalized linear models were used to evaluate trends and to examine the association between patient-, disease-, and healthcare-related factors and medication use. RESULTS The final cohort consisted of 195,941 mild asthma patients (59.5% female; mean age at entry 29.6 years) contributing 1.83 million patient-years. In 48.8% of patient-years, controller medications were suboptimally prescribed, while in 7.2%, SABAs were inappropriately prescribed. There was a modest year-over-year decline in inappropriate SABA prescription (relative change - 1.3%/year, P < 0.001) and controller-to-total-medications (relative change - 0.5%/year, P < 0.001). Among the studied factors, the indices of type and quality of healthcare (namely respirologist consultation and receiving pulmonary function test) had the strongest associations with improvement in controller/reliever balance. CONCLUSIONS Large number of mild asthma patients continue to be exposed to suboptimal combinations of asthma medications, and it appears there are modifiable factors associated with such phenomenon.
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Affiliation(s)
- Amir Khakban
- Collaboration for Outcomes Research and Evaluation, Faculty of Pharmaceutical Sciences, the University of British Columbia, Vancouver, Canada.,Respiratory Evaluation Sciences Program, Faculty of Pharmaceutical Sciences, the University of British Columbia, Vancouver, Canada
| | - J Mark FitzGerald
- Division of Respiratory Medicine and Institute for Heart and Lung Health, Vancouver General Hospital, the University of British Columbia, Vancouver, Canada
| | - Hamid Tavakoli
- Respiratory Evaluation Sciences Program, Faculty of Pharmaceutical Sciences, the University of British Columbia, Vancouver, Canada
| | - Larry Lynd
- Collaboration for Outcomes Research and Evaluation, Faculty of Pharmaceutical Sciences, the University of British Columbia, Vancouver, Canada.,Center for Health Evaluation and Outcome Sciences, Vancouver, Canada
| | - Solmaz Ehteshami-Afshar
- Respiratory Evaluation Sciences Program, Faculty of Pharmaceutical Sciences, the University of British Columbia, Vancouver, Canada
| | - Mohsen Sadatsafavi
- Collaboration for Outcomes Research and Evaluation, Faculty of Pharmaceutical Sciences, the University of British Columbia, Vancouver, Canada. .,Division of Respiratory Medicine and Institute for Heart and Lung Health, Vancouver General Hospital, the University of British Columbia, Vancouver, Canada. .,Respiratory Evaluation Sciences Program, Faculty of Pharmaceutical Sciences, the University of British Columbia, Vancouver, Canada.
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Khakban A, Mohammadi T, Lynd LD, Mabbott DJ, Bouffet E, Gastonguay L, Zafari Z, Malkin D, Taylor MD, Marra CA. How do parents and providers trade-off between disability and survival? Preferences in the treatment of pediatric medulloblastoma. Patient Prefer Adherence 2018; 12:2103-2110. [PMID: 30349204 PMCID: PMC6188209 DOI: 10.2147/ppa.s168739] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/30/2022] Open
Abstract
OBJECTIVE The aim of this study was to determine the preferences of parents with children with medulloblastoma and clinicians who manage this condition and their trade-offs between survival and disability using a best-worst scaling (BWS) choice experiment. METHODS Mixed methods were used to develop a BWS tool. Health professionals involved in the care of medulloblastoma patients were contacted through oncology networks in Canada. Parents of children diagnosed with brain tumors were recruited via two clinics in Vancouver and Toronto. The profile case BWS was used with each participant completing 12 choice profiles with the respondent indicating the best and worst features of each profile. Surveys were stratified into good, moderate, and poor prognosis based on the probability of survival presented. Paired model conditional logit analysis was used to generate quantitative preferences. RESULTS Fifty-four parents (80% female) and 176 providers (36% female, 79% oncologists) participated in this study. There were many similarities in the parents' and providers' preferences for treatment although the parents tended to value survival higher than disability while providers seemed to value the opposite. Specifically, providers were willing to take more risk of recurrence in a child with good prognosis compared to intermediate and poor prognosis. Also, parents were less willing to take more survival risks than providers when they had to trade-off between mild disability and survival rate. CONCLUSION This study provides useful insights into the preferences of parents and health care providers, the stakeholders of a collaborative decision for the treatment of pediatric medullo-blastoma, and compares their values and trade-offs between different levels of survival and disability.
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Affiliation(s)
- Amir Khakban
- Collaboration for Outcomes Research and Evaluation, Faculty of Pharmaceutical Sciences, The University of British Columbia, Vancouver, BC, Canada
| | - Tima Mohammadi
- Centre for Health Evaluation and Outcome Sciences, University of British Columbia, St Paul's Hospital, Vancouver, BC, Canada
| | - Larry D Lynd
- Collaboration for Outcomes Research and Evaluation, Faculty of Pharmaceutical Sciences, The University of British Columbia, Vancouver, BC, Canada
| | - Don J Mabbott
- Department of Psychology, University of Toronto, Toronto, ON, Canada
- Department of Psychology, The Hospital for Sick Children, Toronto, ON, Canada
| | - Eric Bouffet
- Department of Pediatrics, University of Toronto, Toronto, ON, Canada
- Department of Haematology/Oncology, The Hospital for Sick Children, Toronto, ON, Canada
| | - Louise Gastonguay
- Collaboration for Outcomes Research and Evaluation, Faculty of Pharmaceutical Sciences, The University of British Columbia, Vancouver, BC, Canada
| | - Zafar Zafari
- Health Policy and Management, Mailman School of Public Health, Columbia University, New York, NY, USA
| | - David Malkin
- Department of Pediatrics, University of Toronto, Toronto, ON, Canada
- Department of Haematology/Oncology, The Hospital for Sick Children, Toronto, ON, Canada
| | - Michael D Taylor
- Departments of Surgery, Laboratory Medicine and Pathobiology, University of Toronto, Toronto, ON, Canada
- Department of Neurosurgery, The Hospital for Sick Children, Toronto, ON, Canada
| | - Carlo A Marra
- School of Pharmacy, University of Otago, Dunedin, New Zealand,
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Khakban A, Sin DD, FitzGerald JM, McManus BM, Ng R, Hollander Z, Sadatsafavi M. The Projected Epidemic of Chronic Obstructive Pulmonary Disease Hospitalizations over the Next 15 Years. A Population-based Perspective. Am J Respir Crit Care Med 2017; 195:287-291. [PMID: 27626508 DOI: 10.1164/rccm.201606-1162pp] [Citation(s) in RCA: 63] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022] Open
Affiliation(s)
- Amir Khakban
- 1 Collaboration for Outcomes Research and Evaluation, Faculty of Pharmaceutical Sciences.,2 Institute for Heart and Lung Health, Vancouver, British Columbia, Canada; and
| | - Don D Sin
- 4 Department of Medicine (Respiratory Division).,2 Institute for Heart and Lung Health, Vancouver, British Columbia, Canada; and.,3 Centre for Heart Lung Innovation, St Paul's Hospital, Vancouver, British Columbia, Canada
| | - J Mark FitzGerald
- 4 Department of Medicine (Respiratory Division).,5 Centre for Clinical Epidemiology and Evaluation.,2 Institute for Heart and Lung Health, Vancouver, British Columbia, Canada; and
| | - Bruce M McManus
- 6 Department of Pathology and Laboratory Medicine.,7 Centre of Excellence for Prevention of Organ Failure (PROOF), and.,2 Institute for Heart and Lung Health, Vancouver, British Columbia, Canada; and.,3 Centre for Heart Lung Innovation, St Paul's Hospital, Vancouver, British Columbia, Canada
| | - Raymond Ng
- 7 Centre of Excellence for Prevention of Organ Failure (PROOF), and.,8 Department of Computer Sciences, University of British Columbia, Vancouver, British Columbia, Canada.,2 Institute for Heart and Lung Health, Vancouver, British Columbia, Canada; and.,3 Centre for Heart Lung Innovation, St Paul's Hospital, Vancouver, British Columbia, Canada
| | - Zsuzsanna Hollander
- 7 Centre of Excellence for Prevention of Organ Failure (PROOF), and.,2 Institute for Heart and Lung Health, Vancouver, British Columbia, Canada; and.,3 Centre for Heart Lung Innovation, St Paul's Hospital, Vancouver, British Columbia, Canada
| | - Mohsen Sadatsafavi
- 1 Collaboration for Outcomes Research and Evaluation, Faculty of Pharmaceutical Sciences.,4 Department of Medicine (Respiratory Division).,5 Centre for Clinical Epidemiology and Evaluation.,2 Institute for Heart and Lung Health, Vancouver, British Columbia, Canada; and
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Mohammadi T, Bansback N, Marra F, Khakban A, Campbell JR, FitzGerald JM, Lynd LD, Marra CA. Testing the External Validity of a Discrete Choice Experiment Method: An Application to Latent Tuberculosis Infection Treatment. Value Health 2017; 20:969-975. [PMID: 28712627 DOI: 10.1016/j.jval.2017.04.007] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/20/2016] [Revised: 03/21/2017] [Accepted: 04/12/2017] [Indexed: 06/07/2023]
Abstract
OBJECTIVES To explore the external validity and predictive power of stated preferences obtained from a discrete choice experiment (DCE) by comparing the predicted behavior of respondents to their actual choices at an individual level. METHODS A DCE was performed in patients before being offered treatment for latent tuberculosis infection. A mixed logit model was estimated using hierarchical Bayes. The individual-specific preference coefficients were used to calculate the expected probability of choosing the treatment by each patient. The predicted choice using this probability was compared with their actual decision. We used a receiver-operating characteristic curve and different thresholds to convert probabilities into the predicted choices. The comparability of different distributions for the random parameters was also examined. RESULTS Our results identified significant heterogeneity in preferences for all attributes among respondents. The best model correctly predicted actual treatment decisions for 83% of the participants. The results from using different thresholds and a receiver-operating characteristic curve also confirmed the compatibility between predicted and actual choices. We showed that individual-specific coefficients reflected respondents' actual choices more closely compared with the aggregate-level estimates. CONCLUSIONS The results of this study provided support for the external validity of DCEs on the basis of their power to predict actual behavior in this setting. Future investigations are, however, required to establish the external validity of DCEs in different settings.
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Affiliation(s)
- Tima Mohammadi
- Centre for Health Evaluation and Outcome Sciences, University of British Columbia, St Paul's Hospital, Vancouver, British Columbia, Canada.
| | - Nick Bansback
- Centre for Health Evaluation and Outcome Sciences, University of British Columbia, St Paul's Hospital, Vancouver, British Columbia, Canada; School of Population and Public Health, University of British Columbia, Vancouver, British Columbia, Canada
| | - Fawziah Marra
- Faculty of Pharmaceutical Sciences, University of British Columbia, Vancouver, British Columbia, Canada
| | - Amir Khakban
- Faculty of Pharmaceutical Sciences, University of British Columbia, Vancouver, British Columbia, Canada; Collaboration for Outcomes Research and Evaluation, University of British Columbia, Vancouver, British Columbia, Canada
| | - Jonathon R Campbell
- Faculty of Pharmaceutical Sciences, University of British Columbia, Vancouver, British Columbia, Canada
| | - J Mark FitzGerald
- Department of Medicine, Faculty of Medicine, University of British Columbia, Vancouver, British Columbia, Canada; Centre for Heart and Lung Health, Vancouver Coastal Health Research Institute, University of British Columbia, Vancouver, British Columbia, Canada
| | - Larry D Lynd
- School of Population and Public Health, University of British Columbia, Vancouver, British Columbia, Canada; Faculty of Pharmaceutical Sciences, University of British Columbia, Vancouver, British Columbia, Canada; Collaboration for Outcomes Research and Evaluation, University of British Columbia, Vancouver, British Columbia, Canada
| | - Carlo A Marra
- School of Pharmacy, University of Otago, Dunedin, New Zealand
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11
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Khakban A, Mohammadi T, Lynd LD, Mabbott D, Bouffet E, Gastonguay L, Zafari Z, Malkin D, Taylor M, Marra CA. Societal preferences in the treatment of pediatric medulloblastoma: Balancing risk of death and quality of life. Pediatr Blood Cancer 2017; 64. [PMID: 27917595 DOI: 10.1002/pbc.26340] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/24/2016] [Revised: 09/18/2016] [Accepted: 10/05/2016] [Indexed: 11/09/2022]
Abstract
PURPOSE Medulloblastoma is the most prevalent childhood brain cancer. Children with medulloblastoma typically receive a combination of surgery, radiation, and chemotherapy. The survival rate is high but survivors often have sequelae from radiotherapy of the entire developing brain and spinal cord. Ongoing genetic studies have suggested that decreasing the dose of radiation might be possible among children with favorable molecular variants; however, this may result in an increased disease recurrence. As such, there is a need to investigate the nature of trade-offs that individuals are willing to make regarding the treatment of medulloblastoma. METHOD We used best-worst scaling to estimate the importance of attributes affecting the general public's decision making around the treatment of medulloblastoma. After conducting focus groups, we selected three relevant attributes: (1) the accuracy of the genetic test; (2) the probability of serious adverse effects of the treatment(s); and (3) the survival rate. Using the paired method, we applied a conditional logit model to estimate preferences. RESULTS In total, 3,006 respondents (51.3% female) with an average age of 43 years answered the questionnaires. All coefficients were statistically significantly different from zero and the attribute levels of adverse effects and the survival rate had the most impact on individuals' stated decision making. CONCLUSION Overall, respondents showed high sensitivity to children experiencing disability particularly in the setting of a good prognosis. However, among children with poor prognostic molecular variants, participants showed tolerance about having a child with mild and partial disability compared to a low rate of survival.
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Affiliation(s)
- Amir Khakban
- Collaboration for Outcomes Research and Evaluation, Faculty of Pharmaceutical Sciences, The University of British Columbia, Vancouver, Canada
| | - Tima Mohammadi
- Centre for Health Evaluation and Outcome Sciences, St. Paul's Hospital, University of British Columbia, Vancouver, BC, Canada
| | - Larry D Lynd
- Collaboration for Outcomes Research and Evaluation, Faculty of Pharmaceutical Sciences, The University of British Columbia, Vancouver, Canada.,Centre for Health Evaluation and Outcome Sciences, St. Paul's Hospital, University of British Columbia, Vancouver, BC, Canada
| | - Don Mabbott
- The Hospital for Sick Children, University of Toronto, Toronto, Ontario, Canada
| | - Eric Bouffet
- The Hospital for Sick Children, University of Toronto, Toronto, Ontario, Canada
| | - Louise Gastonguay
- Collaboration for Outcomes Research and Evaluation, Faculty of Pharmaceutical Sciences, The University of British Columbia, Vancouver, Canada
| | - Zafar Zafari
- Centre for Clinical Epidemiology and Evaluation, The University of British Columbia, Vancouver, Canada
| | - David Malkin
- The Hospital for Sick Children, University of Toronto, Toronto, Ontario, Canada
| | - Michael Taylor
- The Hospital for Sick Children, University of Toronto, Toronto, Ontario, Canada
| | - Carlo A Marra
- School of Pharmacy, Otago University, Dunedin, New Zealand
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12
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Tsao NW, Khakban A, Gastonguay L, Zafari Z, Lynd LD, Marra CA. Opinions and preferences of British Columbia pharmacists and physicians on medication management services. Can Pharm J (Ott) 2017; 150:42-51. [PMID: 28286592 PMCID: PMC5330418 DOI: 10.1177/1715163516671746] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
BACKGROUND Medication management (MM) services are being provided by pharmacists across Canada in various forms, but pharmacist-physician collaboration is still not a routine practice in most jurisdictions. This survey aimed to gather pharmacists' and physicians' opinions and preferences for MM provision. METHODS Two parallel, cross-sectional online surveys, including best-worst scaling tasks, were designed for pharmacists and physicians in British Columbia to capture and compare their preferences for a number of attributes of MM. RESULTS Surveys were completed by 119 pharmacists and 146 physicians. Results indicate that pharmacists and physicians had similar opinions on many aspects of MM. Ninety-five percent of pharmacists and 69% of physicians believed that additional health services are needed to help patients optimize the use of their medications. However, the majority of each group felt that they were the most important health care professional in providing this service. Most pharmacists (79%) and some physicians (25%) thought that optimizing use of medications would result in both decreased costs and utilization to the health care system. Both pharmacists and physicians felt that the best attribute of an MM service would be if the services resulted in improved health and medication use for patients. Both groups were motivated by increased remuneration for MM; however, the relative strength of preference for this was higher among physicians. Interestingly, physicians valued improved medication adherence as a result of MM more highly than pharmacists did. DISCUSSION AND CONCLUSION Most pharmacists and physicians agreed that improving patients' health and medication use would be the best attribute of MM and that there is a need for such services. However, physicians also had strong preferences for being remunerated for participating in MM provision.
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Affiliation(s)
- Nicole W. Tsao
- Collaboration for Outcomes Research and Evaluation (Tsao, Khakban, Gastonguay, Lynd), Memorial University of Newfoundland, St. John’s, Newfoundland
- Faculty of Pharmaceutical Sciences and the Department of Medicine (Zafari), Memorial University of Newfoundland, St. John’s, Newfoundland
- University of British Columbia, Vancouver, British Columbia, and the School of Pharmacy (Marra), Memorial University of Newfoundland, St. John’s, Newfoundland
| | - Amir Khakban
- Collaboration for Outcomes Research and Evaluation (Tsao, Khakban, Gastonguay, Lynd), Memorial University of Newfoundland, St. John’s, Newfoundland
- Faculty of Pharmaceutical Sciences and the Department of Medicine (Zafari), Memorial University of Newfoundland, St. John’s, Newfoundland
- University of British Columbia, Vancouver, British Columbia, and the School of Pharmacy (Marra), Memorial University of Newfoundland, St. John’s, Newfoundland
| | - Louise Gastonguay
- Collaboration for Outcomes Research and Evaluation (Tsao, Khakban, Gastonguay, Lynd), Memorial University of Newfoundland, St. John’s, Newfoundland
- Faculty of Pharmaceutical Sciences and the Department of Medicine (Zafari), Memorial University of Newfoundland, St. John’s, Newfoundland
- University of British Columbia, Vancouver, British Columbia, and the School of Pharmacy (Marra), Memorial University of Newfoundland, St. John’s, Newfoundland
| | - Zafar Zafari
- Collaboration for Outcomes Research and Evaluation (Tsao, Khakban, Gastonguay, Lynd), Memorial University of Newfoundland, St. John’s, Newfoundland
- Faculty of Pharmaceutical Sciences and the Department of Medicine (Zafari), Memorial University of Newfoundland, St. John’s, Newfoundland
- University of British Columbia, Vancouver, British Columbia, and the School of Pharmacy (Marra), Memorial University of Newfoundland, St. John’s, Newfoundland
| | - Larry D. Lynd
- Collaboration for Outcomes Research and Evaluation (Tsao, Khakban, Gastonguay, Lynd), Memorial University of Newfoundland, St. John’s, Newfoundland
- Faculty of Pharmaceutical Sciences and the Department of Medicine (Zafari), Memorial University of Newfoundland, St. John’s, Newfoundland
- University of British Columbia, Vancouver, British Columbia, and the School of Pharmacy (Marra), Memorial University of Newfoundland, St. John’s, Newfoundland
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O'Hara NN, Slobogean GP, Mohammadi T, Marra CA, Vicente MR, Khakban A, McKee MD. Are patients willing to pay for total shoulder arthroplasty? Evidence from a discrete choice experiment. Can J Surg 2016; 59:107-12. [PMID: 27007091 DOI: 10.1503/cjs.011915] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/26/2023] Open
Abstract
BACKGROUND Total shoulder arthroplasty (TSA) is a common treatment to decrease pain and improve shoulder function in patients with severe osteoarthritis (OA). In Canada, patients requiring this procedure often wait a year or more. Our objective was to determine patient preferences related to accessing TSA, specifically comparing out-of-pocket payments for treatment, travel time to hospital, the surgeon's level of experience and wait times. METHODS We administered a discrete choice experiment among patients with endstage shoulder OA currently waiting for TSA. Respondents were presented with 14 different choice sets, each with 3 options, and they were asked to choose their preferred scenario. A conditional logit regression model was used to estimate the relative preference and willingness to pay for each attribute. RESULTS Sixty-two respondents completed the questionnaire. Three of the 4 attributes significantly influenced treatment preferences. Respondents had a strong preference for an experienced surgeon (mean 0.89 ± standard error [SE] 0.11), while reductions in travel time (-0.07 ± 0.04) or wait time (-0.04 ± 0.01) were of less importance. Respondents were found to be strongly averse (-1.44 ± 0.18) to surgical treatment by a less experienced surgeon and to paying out-of-pocket for their surgical treatment (-0.56 ± 0.05). CONCLUSION Our results suggest that patients waiting for TSA to treat severe shoulder OA have minimal willingness to pay for a reduction in wait time or travel time for surgery, yet will pay higher amounts for treatment by an experienced surgeon.
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Affiliation(s)
- Nathan N O'Hara
- From the R Adams Cowley Shock Trauma Center, Department of Orthopaedics, University of Maryland School of Medicine, Baltimore, MD (O'Hara, Slobogean); the Centre for Health Evaluation and Outcome Sciences, University of British Columbia, St. Paul's Hospital, Vancouver, BC (Mohammadi); the School of Pharmacy, Memorial University, St. John's, NF (Marra); the Department of Orthopaedics, St. Michael's Hospital, Toronto, Ont. (Vincente, McKee); and the Collaboration for Outcomes Research and Evaluation, Faculty of Pharmaceutical Sciences, University of British Columbia, Vancouver, BC (Khakban)
| | - Gerard P Slobogean
- From the R Adams Cowley Shock Trauma Center, Department of Orthopaedics, University of Maryland School of Medicine, Baltimore, MD (O'Hara, Slobogean); the Centre for Health Evaluation and Outcome Sciences, University of British Columbia, St. Paul's Hospital, Vancouver, BC (Mohammadi); the School of Pharmacy, Memorial University, St. John's, NF (Marra); the Department of Orthopaedics, St. Michael's Hospital, Toronto, Ont. (Vincente, McKee); and the Collaboration for Outcomes Research and Evaluation, Faculty of Pharmaceutical Sciences, University of British Columbia, Vancouver, BC (Khakban)
| | - Tima Mohammadi
- From the R Adams Cowley Shock Trauma Center, Department of Orthopaedics, University of Maryland School of Medicine, Baltimore, MD (O'Hara, Slobogean); the Centre for Health Evaluation and Outcome Sciences, University of British Columbia, St. Paul's Hospital, Vancouver, BC (Mohammadi); the School of Pharmacy, Memorial University, St. John's, NF (Marra); the Department of Orthopaedics, St. Michael's Hospital, Toronto, Ont. (Vincente, McKee); and the Collaboration for Outcomes Research and Evaluation, Faculty of Pharmaceutical Sciences, University of British Columbia, Vancouver, BC (Khakban)
| | - Carlo A Marra
- From the R Adams Cowley Shock Trauma Center, Department of Orthopaedics, University of Maryland School of Medicine, Baltimore, MD (O'Hara, Slobogean); the Centre for Health Evaluation and Outcome Sciences, University of British Columbia, St. Paul's Hospital, Vancouver, BC (Mohammadi); the School of Pharmacy, Memorial University, St. John's, NF (Marra); the Department of Orthopaedics, St. Michael's Hospital, Toronto, Ont. (Vincente, McKee); and the Collaboration for Outcomes Research and Evaluation, Faculty of Pharmaceutical Sciences, University of British Columbia, Vancouver, BC (Khakban)
| | - Milena R Vicente
- From the R Adams Cowley Shock Trauma Center, Department of Orthopaedics, University of Maryland School of Medicine, Baltimore, MD (O'Hara, Slobogean); the Centre for Health Evaluation and Outcome Sciences, University of British Columbia, St. Paul's Hospital, Vancouver, BC (Mohammadi); the School of Pharmacy, Memorial University, St. John's, NF (Marra); the Department of Orthopaedics, St. Michael's Hospital, Toronto, Ont. (Vincente, McKee); and the Collaboration for Outcomes Research and Evaluation, Faculty of Pharmaceutical Sciences, University of British Columbia, Vancouver, BC (Khakban)
| | - Amir Khakban
- From the R Adams Cowley Shock Trauma Center, Department of Orthopaedics, University of Maryland School of Medicine, Baltimore, MD (O'Hara, Slobogean); the Centre for Health Evaluation and Outcome Sciences, University of British Columbia, St. Paul's Hospital, Vancouver, BC (Mohammadi); the School of Pharmacy, Memorial University, St. John's, NF (Marra); the Department of Orthopaedics, St. Michael's Hospital, Toronto, Ont. (Vincente, McKee); and the Collaboration for Outcomes Research and Evaluation, Faculty of Pharmaceutical Sciences, University of British Columbia, Vancouver, BC (Khakban)
| | - Michael D McKee
- From the R Adams Cowley Shock Trauma Center, Department of Orthopaedics, University of Maryland School of Medicine, Baltimore, MD (O'Hara, Slobogean); the Centre for Health Evaluation and Outcome Sciences, University of British Columbia, St. Paul's Hospital, Vancouver, BC (Mohammadi); the School of Pharmacy, Memorial University, St. John's, NF (Marra); the Department of Orthopaedics, St. Michael's Hospital, Toronto, Ont. (Vincente, McKee); and the Collaboration for Outcomes Research and Evaluation, Faculty of Pharmaceutical Sciences, University of British Columbia, Vancouver, BC (Khakban)
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14
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O'Hara NN, Slobogean GP, Mohammadi T, Marra CA, Vicente MR, Khakban A, McKee MD. Are patients willing to pay for total shoulder arthroplasty? Evidence from a discrete choice experiment. Can J Surg 2016. [PMID: 27007091 DOI: 10.1503/cjs.011915.] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Subscribe] [Scholar Register] [Indexed: 09/26/2022]
Abstract
BACKGROUND Total shoulder arthroplasty (TSA) is a common treatment to decrease pain and improve shoulder function in patients with severe osteoarthritis (OA). In Canada, patients requiring this procedure often wait a year or more. Our objective was to determine patient preferences related to accessing TSA, specifically comparing out-of-pocket payments for treatment, travel time to hospital, the surgeon's level of experience and wait times. METHODS We administered a discrete choice experiment among patients with endstage shoulder OA currently waiting for TSA. Respondents were presented with 14 different choice sets, each with 3 options, and they were asked to choose their preferred scenario. A conditional logit regression model was used to estimate the relative preference and willingness to pay for each attribute. RESULTS Sixty-two respondents completed the questionnaire. Three of the 4 attributes significantly influenced treatment preferences. Respondents had a strong preference for an experienced surgeon (mean 0.89 ± standard error [SE] 0.11), while reductions in travel time (-0.07 ± 0.04) or wait time (-0.04 ± 0.01) were of less importance. Respondents were found to be strongly averse (-1.44 ± 0.18) to surgical treatment by a less experienced surgeon and to paying out-of-pocket for their surgical treatment (-0.56 ± 0.05). CONCLUSION Our results suggest that patients waiting for TSA to treat severe shoulder OA have minimal willingness to pay for a reduction in wait time or travel time for surgery, yet will pay higher amounts for treatment by an experienced surgeon.
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Affiliation(s)
- Nathan N O'Hara
- From the R Adams Cowley Shock Trauma Center, Department of Orthopaedics, University of Maryland School of Medicine, Baltimore, MD (O'Hara, Slobogean); the Centre for Health Evaluation and Outcome Sciences, University of British Columbia, St. Paul's Hospital, Vancouver, BC (Mohammadi); the School of Pharmacy, Memorial University, St. John's, NF (Marra); the Department of Orthopaedics, St. Michael's Hospital, Toronto, Ont. (Vincente, McKee); and the Collaboration for Outcomes Research and Evaluation, Faculty of Pharmaceutical Sciences, University of British Columbia, Vancouver, BC (Khakban)
| | - Gerard P Slobogean
- From the R Adams Cowley Shock Trauma Center, Department of Orthopaedics, University of Maryland School of Medicine, Baltimore, MD (O'Hara, Slobogean); the Centre for Health Evaluation and Outcome Sciences, University of British Columbia, St. Paul's Hospital, Vancouver, BC (Mohammadi); the School of Pharmacy, Memorial University, St. John's, NF (Marra); the Department of Orthopaedics, St. Michael's Hospital, Toronto, Ont. (Vincente, McKee); and the Collaboration for Outcomes Research and Evaluation, Faculty of Pharmaceutical Sciences, University of British Columbia, Vancouver, BC (Khakban)
| | - Tima Mohammadi
- From the R Adams Cowley Shock Trauma Center, Department of Orthopaedics, University of Maryland School of Medicine, Baltimore, MD (O'Hara, Slobogean); the Centre for Health Evaluation and Outcome Sciences, University of British Columbia, St. Paul's Hospital, Vancouver, BC (Mohammadi); the School of Pharmacy, Memorial University, St. John's, NF (Marra); the Department of Orthopaedics, St. Michael's Hospital, Toronto, Ont. (Vincente, McKee); and the Collaboration for Outcomes Research and Evaluation, Faculty of Pharmaceutical Sciences, University of British Columbia, Vancouver, BC (Khakban)
| | - Carlo A Marra
- From the R Adams Cowley Shock Trauma Center, Department of Orthopaedics, University of Maryland School of Medicine, Baltimore, MD (O'Hara, Slobogean); the Centre for Health Evaluation and Outcome Sciences, University of British Columbia, St. Paul's Hospital, Vancouver, BC (Mohammadi); the School of Pharmacy, Memorial University, St. John's, NF (Marra); the Department of Orthopaedics, St. Michael's Hospital, Toronto, Ont. (Vincente, McKee); and the Collaboration for Outcomes Research and Evaluation, Faculty of Pharmaceutical Sciences, University of British Columbia, Vancouver, BC (Khakban)
| | - Milena R Vicente
- From the R Adams Cowley Shock Trauma Center, Department of Orthopaedics, University of Maryland School of Medicine, Baltimore, MD (O'Hara, Slobogean); the Centre for Health Evaluation and Outcome Sciences, University of British Columbia, St. Paul's Hospital, Vancouver, BC (Mohammadi); the School of Pharmacy, Memorial University, St. John's, NF (Marra); the Department of Orthopaedics, St. Michael's Hospital, Toronto, Ont. (Vincente, McKee); and the Collaboration for Outcomes Research and Evaluation, Faculty of Pharmaceutical Sciences, University of British Columbia, Vancouver, BC (Khakban)
| | - Amir Khakban
- From the R Adams Cowley Shock Trauma Center, Department of Orthopaedics, University of Maryland School of Medicine, Baltimore, MD (O'Hara, Slobogean); the Centre for Health Evaluation and Outcome Sciences, University of British Columbia, St. Paul's Hospital, Vancouver, BC (Mohammadi); the School of Pharmacy, Memorial University, St. John's, NF (Marra); the Department of Orthopaedics, St. Michael's Hospital, Toronto, Ont. (Vincente, McKee); and the Collaboration for Outcomes Research and Evaluation, Faculty of Pharmaceutical Sciences, University of British Columbia, Vancouver, BC (Khakban)
| | - Michael D McKee
- From the R Adams Cowley Shock Trauma Center, Department of Orthopaedics, University of Maryland School of Medicine, Baltimore, MD (O'Hara, Slobogean); the Centre for Health Evaluation and Outcome Sciences, University of British Columbia, St. Paul's Hospital, Vancouver, BC (Mohammadi); the School of Pharmacy, Memorial University, St. John's, NF (Marra); the Department of Orthopaedics, St. Michael's Hospital, Toronto, Ont. (Vincente, McKee); and the Collaboration for Outcomes Research and Evaluation, Faculty of Pharmaceutical Sciences, University of British Columbia, Vancouver, BC (Khakban)
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Tsao NW, Khakban A, Gastonguay L, Li K, Lynd LD, Marra CA. Perceptions of British Columbia residents and their willingness to pay for medication management services provided by pharmacists. Can Pharm J (Ott) 2015; 148:263-73. [PMID: 26445584 DOI: 10.1177/1715163515597244] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
BACKGROUND Across Canada, pharmacists have expanded their scope of practice by performing medication management (MM) services. However, little is currently known about the opinions and attitudes of patients and the general population toward MM services. METHODS A cross-sectional online survey, including a best-worst scaling task, was designed to understand the general public's opinions, preferences and willingness-to-pay with respect to MM services in British Columbia. RESULTS Of 977 individuals contacted, 819 responded to the questionnaire (84% response rate). The mean age was 45 years (standard deviation [SD] 16 years), and 37% were male. Overall, 93% of respondents felt that the medication advice from their pharmacist resulted in improvement in patient outcomes and/or medication use. This was also selected as the "best" attribute of MM, while other preferred attributes of MM included being able to obtain an appointment with the pharmacist on the same day or via walk-in, improved patient-physician relationships and MM sessions able to be completed in 15 minutes with the pharmacist. The average willingness to pay for MM was $24.55 (SD $21.44). Younger males with higher household income and those who had had MM in the past were willing to pay more for MM services out of pocket. DISCUSSION AND CONCLUSION The accessibility of pharmacists was valued highly by respondents who, overall, were supportive of MM services and recognized the potential of pharmacists' involvement in drug therapy management to improve patient outcomes and medication use. Alternative models of funding are worth considering for the sustainability of MM service provision.
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Affiliation(s)
- Nicole W Tsao
- Collaboration for Outcomes Research and Evaluation (Tsao, Khakban, Gastonguay, Li, Lynd), Faculty of Pharmaceutical Sciences, University of British Columbia, Vancouver, British Columbia
| | - Amir Khakban
- Collaboration for Outcomes Research and Evaluation (Tsao, Khakban, Gastonguay, Li, Lynd), Faculty of Pharmaceutical Sciences, University of British Columbia, Vancouver, British Columbia
| | - Louise Gastonguay
- Collaboration for Outcomes Research and Evaluation (Tsao, Khakban, Gastonguay, Li, Lynd), Faculty of Pharmaceutical Sciences, University of British Columbia, Vancouver, British Columbia
| | - Kathy Li
- Collaboration for Outcomes Research and Evaluation (Tsao, Khakban, Gastonguay, Li, Lynd), Faculty of Pharmaceutical Sciences, University of British Columbia, Vancouver, British Columbia
| | - Larry D Lynd
- Collaboration for Outcomes Research and Evaluation (Tsao, Khakban, Gastonguay, Li, Lynd), Faculty of Pharmaceutical Sciences, University of British Columbia, Vancouver, British Columbia
| | - Carlo A Marra
- Collaboration for Outcomes Research and Evaluation (Tsao, Khakban, Gastonguay, Li, Lynd), Faculty of Pharmaceutical Sciences, University of British Columbia, Vancouver, British Columbia
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Khakban A, Sin DD, FitzGerald JM, Ng R, Zafarí Z, McManus B, Hollander Z, Marra CA, Sadatsafavi M. Ten-Year Trends in Direct Costs of COPD. Chest 2015; 148:640-646. [DOI: 10.1378/chest.15-0721] [Citation(s) in RCA: 53] [Impact Index Per Article: 5.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/01/2022] Open
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Roehr CC, Schmalisch G, Khakban A, Proquitté H, Wauer RR. Use of continuous positive airway pressure (CPAP) in neonatal units--a survey of current preferences and practice in Germany. Eur J Med Res 2007; 12:139-44. [PMID: 17509957] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/15/2023] Open
Abstract
UNLABELLED There is only limited evidence regarding the equipment or the settings (pressure and flow) at which CPAP should be applied in neonatal care. Aims of this nationwide survey of German neonatal units were to investigate (1) for which clinical indications CPAP was employed, (2) which CPAP equipment was used, (3) which CPAP settings were applied. A questionnaire on the use of CPAP was sent to all children's hospitals in Germany. Data were stratified and compared by level of medical care provided (non-academic children's hospital, academic teaching hospital and university children's hospital). 274 institutions were contacted by mailed questionnaire. The response rate was 86%, 90 non-academic children's hospitals, 119 academic teaching hospitals and 26 university children's hospitals replied. (1) There were no statistically significant difference in CPAP use between the institutions: 231 (98%) used CPAP for treating respiratory distress syndrome, 225 (96%) for treating apnoea-bradycardia-syndrome and 230 (98%) following extubation. (2) Commercial CPAP systems were employed by 71% of units, the others used a combination of different devices. Respirator generated CPAP was most commonly used. Exclusively mononasal CPAP was used by only 9%, and binasal CPAP by 55% of institutions. (3) Median CPAP was 4.5 cm H2O (range 3-7), median maximum CPAP was 7 cm H2O (range 4-10), with no statistically significant differences between the hospitals. CONCLUSION Between units, CPAP was given via a broad range of CPAP systems and at varying pressure settings. The reported differences reflects personal experiences and preferences, rather than sound evidence from clinical trials.
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Affiliation(s)
- C C Roehr
- Clinic of Neonatology, Charité Campus Mitte, Charité Universitätsmedizin Berlin, Chariteplatz 1, 10117 Berlin, Germany.
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Roehr CC, Khakban A, Blank J, Albers I, Proquitté H, Schmalisch G, Wauer RR. Anwendung von „nasal continuous positive airway pressure“ (nCPAP) bei Früh- und Neugeborenen in Deutschland – Ergebnisse einer deutschland-weiten Befragung. Z Geburtshilfe Neonatol 2006. [DOI: 10.1055/s-2006-946160] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
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Roehr CC, Khakban A, Blank J, Albers I, Proquitté H, Schmalisch G, Wauer RR. Anwendung von „nasal continuous positive airway pressure“ (nCPAP) bei Früh- und Neugeborenen in Deutschland – Ergebnisse einer deutschland-weiten Befragung. Z Geburtshilfe Neonatol 2006. [DOI: 10.1055/s-2006-943245] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
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