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Kuenzig ME, Walters TD, Mack DR, Griffiths AM, Duchen R, Bernstein CN, Kaplan GG, Otley AR, El-Matary W, Yu W, Wang X, Guan J, Crowley E, Sherlock M, Carman N, Fung SG, Benchimol EI. High Healthcare Costs in Childhood Inflammatory Bowel Disease: Development of a Prediction Model Using Linked Clinical and Health Administrative Data. Inflamm Bowel Dis 2025; 31:1018-1031. [PMID: 39028498 DOI: 10.1093/ibd/izae148] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/15/2024] [Indexed: 07/20/2024]
Abstract
BACKGROUND The incidence of pediatric-onset inflammatory bowel disease (IBD) and the costs of caring for individuals with IBD are both increasing. We calculated the direct healthcare costs of pediatric IBD in the first year after diagnosis and developed a model to predict children who would have high costs (top 25th percentile). METHODS Using data from the Canadian Children IBD Network inception cohort (≤16 years of age, diagnosed between 2013 and 2019) deterministically linked to health administrative data from Ontario, Canada, we estimated direct healthcare and medication costs accrued between 31 and 365 days after diagnosis. Candidate predictors included age at diagnosis, sex, rural/urban residence location, distance to pediatric center, neighborhood income quintile, IBD type, initial therapy, disease activity, diagnostic delay, health services utilization or surgery around diagnosis, regular primary care provider, and receipt of mental health care. Logistic regression with stepwise elimination was used for model building; 5-fold nested cross-validation optimized and improved model accuracy while limiting overfitting. RESULTS The mean cost among 487 children with IBD was CA$15 168 ± 15 305. Initial treatment (anti-tumor necrosis factor therapy, aminosalicylates, or systemic steroids), having a mental health care encounter, undergoing surgery, emergency department visit at diagnosis, sex, and age were predictors of increased costs, while having a regular primary care provider was a predictor of decreased costs. The C-statistic for our model was 0.71. CONCLUSIONS The cost of caring for children with IBD in the first year after diagnosis is immense and can be predicted based on characteristics at diagnosis. Efforts that mitigate rising costs without compromising quality of care are needed.
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Affiliation(s)
- M Ellen Kuenzig
- SickKids Inflammatory Bowel Disease Centre, Division of Gastroenterology, Hepatology and Nutrition, The Hospital for Sick Children (SickKids), Toronto, ON, Canada
- Child Health Evaluative Sciences, SickKids Research Institute, The Hospital for Sick Children (SickKids), Toronto, ON, Canada
| | - Thomas D Walters
- SickKids Inflammatory Bowel Disease Centre, Division of Gastroenterology, Hepatology and Nutrition, The Hospital for Sick Children (SickKids), Toronto, ON, Canada
- Child Health Evaluative Sciences, SickKids Research Institute, The Hospital for Sick Children (SickKids), Toronto, ON, Canada
- Department of Paediatrics, University of Toronto, Toronto, ON, Canada
| | - David R Mack
- Children's Hospital of Eastern Ontario (CHEO) Inflammatory Bowel Disease Centre, Division of Gastroenterology, Hepatology and Nutrition, CHEO, Ottawa, ON, Canada
- CHEO Research Institute, Ottawa, ON, Canada
- Department of Pediatrics, University of Ottawa, Ottawa, ON, Canada
| | - Anne M Griffiths
- SickKids Inflammatory Bowel Disease Centre, Division of Gastroenterology, Hepatology and Nutrition, The Hospital for Sick Children (SickKids), Toronto, ON, Canada
- Child Health Evaluative Sciences, SickKids Research Institute, The Hospital for Sick Children (SickKids), Toronto, ON, Canada
- Department of Paediatrics, University of Toronto, Toronto, ON, Canada
| | | | - Charles N Bernstein
- Univeristy of Manitoba IBD Clinical and Research Centre, University of Manitoba, Winnipeg, MB, Canada
- Department of Internal Medicine, Max Rady College of Medicine, University of Manitoba, Winnipeg, MB, Canada
| | - Gilaad G Kaplan
- Department of Medicine, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada
- Department of Community Health Sciences, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada
| | - Anthony R Otley
- Department of Pediatrics, Dalhousie University, Halifax, NS, Canada
| | - Wael El-Matary
- Department of Pediatrics, University of Manitoba, Winnipeg, MB, Canada
| | | | | | | | - Eileen Crowley
- Department of Pediatrics, Schulich School of Medicine and Dentistry, University of Western Ontario, London, ON, Canada
- Division of Pediatric Gastroenterology, Hepatology and Nutrition, Children's Hospital at London Health Sciences Centre, London, ON, Canada
- Lawson Health Research Institute, London, ON, Canada
| | - Mary Sherlock
- Division of Pediatric Gastroenterology and Nutrition, Department of Pediatrics, McMaster University, Hamilton, ON, Canada
| | - Nicholas Carman
- SickKids Inflammatory Bowel Disease Centre, Division of Gastroenterology, Hepatology and Nutrition, The Hospital for Sick Children (SickKids), Toronto, ON, Canada
- Department of Paediatrics, University of Toronto, Toronto, ON, Canada
| | - Stephen G Fung
- Children's Hospital of Eastern Ontario (CHEO) Inflammatory Bowel Disease Centre, Division of Gastroenterology, Hepatology and Nutrition, CHEO, Ottawa, ON, Canada
- CHEO Research Institute, Ottawa, ON, Canada
| | - Eric I Benchimol
- SickKids Inflammatory Bowel Disease Centre, Division of Gastroenterology, Hepatology and Nutrition, The Hospital for Sick Children (SickKids), Toronto, ON, Canada
- Child Health Evaluative Sciences, SickKids Research Institute, The Hospital for Sick Children (SickKids), Toronto, ON, Canada
- Department of Paediatrics, University of Toronto, Toronto, ON, Canada
- ICES, Toronto, ON, Canada
- Institute of Health Policy, Management and Evaluation, University of Toronto, Toronto, ON, Canada
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Kuenzig ME, Coward S, Targownik LE, Murthy SK, Benchimol EI, Windsor JW, Bernstein CN, Bitton A, Jones JL, Lee K, Peña-Sánchez JN, Rohatinsky N, Ghandeharian S, Im JHB, Jogendran R, Meka S, Weinstein J, Jones May T, Jogendran M, Tabatabavakili S, Hazan E, Hu M, Osei JA, Khan R, Wang G, Browne M, Davis T, Goddard Q, Gorospe J, Latos K, Mason K, Kerr J, Balche N, Sklar A, Kaplan GG. The 2023 Impact of Inflammatory Bowel Disease in Canada: Direct Health System and Medication Costs. J Can Assoc Gastroenterol 2023; 6:S23-S34. [PMID: 37674493 PMCID: PMC10478805 DOI: 10.1093/jcag/gwad008] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 09/08/2023] Open
Abstract
Healthcare utilization among people living with inflammatory bowel disease (IBD) in Canada has shifted from inpatient management to outpatient management; fewer people with IBD are admitted to hospitals or undergo surgery, but outpatient visits have become more frequent. Although the frequency of emergency department (ED) visits among adults and seniors with IBD decreased, the frequency of ED visits among children with IBD increased. Additionally, there is variation in the utilization of IBD health services within and between provinces and across ethnocultural and sociodemographic groups. For example, First Nations individuals with IBD are more likely to be hospitalized than the general IBD population. South Asian children with Crohn's disease are hospitalized more often than their Caucasian peers at diagnosis, but not during follow-up. Immigrants to Canada who develop IBD have higher health services utilization, but a lower risk of surgery compared to individuals born in Canada. The total direct healthcare costs of IBD, including the cost of hospitalizations, ED visits, outpatient visits, endoscopy, cross-sectional imaging, and medications are rising rapidly. The direct health system and medication costs of IBD in Canada are estimated to be $3.33 billion in 2023, potentially ranging from $2.19 billion to $4.47 billion. This is an increase from an estimated $1.28 billion in 2018, likely due to sharp increases in the use of biologic therapy over the past two decades. In 2017, 50% of total direct healthcare costs can be attributed to biologic therapies; the proportion of total direct healthcare costs attributed to biologic therapies today is likely even greater.
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Affiliation(s)
- M Ellen Kuenzig
- SickKids Inflammatory Bowel Disease Centre, Division of Gastroenterology, Hepatology, and Nutrition, The Hospital for Sick Children, Toronto, Ontario, Canada
- Child Health Evaluative Sciences, SickKids Research Institute, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Stephanie Coward
- Departments of Medicine and Community Health Sciences, University of Calgary, Calgary, Alberta, Canada
| | - Laura E Targownik
- Division of Gastroenterology and Hepatology, Mount Sinai Hospital, University of Toronto, Toronto, Ontario, Canada
| | - Sanjay K Murthy
- Department of Medicine, University of Ottawa, Ottawa, Ontario, Canada
- The Ottawa Hospital IBD Centre, Ottawa, Ontario, Canada
| | - Eric I Benchimol
- SickKids Inflammatory Bowel Disease Centre, Division of Gastroenterology, Hepatology, and Nutrition, The Hospital for Sick Children, Toronto, Ontario, Canada
- Child Health Evaluative Sciences, SickKids Research Institute, The Hospital for Sick Children, Toronto, Ontario, Canada
- ICES, Toronto, Ontario, Canada
- Department of Paediatrics, Temerty Faculty of Medicine, University of Toronto, Toronto, Ontario, Canada
- Institute of Health Policy, Management, and Evaluation, Dalla Lana School of Public Health, University of Toronto, Toronto, Ontario, Canada
| | - Joseph W Windsor
- Departments of Medicine and Community Health Sciences, University of Calgary, Calgary, Alberta, Canada
| | - Charles N Bernstein
- Department of Internal Medicine, Max Rady College of Medicine, Rady Faculty of Health Sciences, University of Manitoba, Winnipeg, Manitoba, Canada
- University of Manitoba IBD Clinical and Research Centre, Winnipeg, Manitoba, Canada
| | - Alain Bitton
- Division of Gastroenterology and Hepatology, McGill University Health Centre IBD Centre, McGill University, Montréal, Quebec, Canada
| | - Jennifer L Jones
- Departments of Medicine, Clinical Health, and Epidemiology, Dalhousie University, Halifax, Nova Scotia, Canada
| | - Kate Lee
- Crohn’s and Colitis Canada, Toronto, Ontario, Canada
| | - Juan-Nicolás Peña-Sánchez
- Department of Community Health and Epidemiology, University of Saskatchewan, Saskatoon, Saskatchewan, Canada
| | - Noelle Rohatinsky
- College of Nursing, University of Saskatchewan, Saskatoon, Saskatchewan, Canada
| | | | - James H B Im
- SickKids Inflammatory Bowel Disease Centre, Division of Gastroenterology, Hepatology, and Nutrition, The Hospital for Sick Children, Toronto, Ontario, Canada
- Child Health Evaluative Sciences, SickKids Research Institute, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Rohit Jogendran
- Department of Medicine, University of Toronto, Toronto, Ontario, Canada
| | - Saketh Meka
- Department of Neuroscience, McGill University, Montreal, Quebec, Canada
| | - Jake Weinstein
- SickKids Inflammatory Bowel Disease Centre, Division of Gastroenterology, Hepatology, and Nutrition, The Hospital for Sick Children, Toronto, Ontario, Canada
- Child Health Evaluative Sciences, SickKids Research Institute, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Tyrel Jones May
- Division of Gastroenterology and Hepatology, University Health Network, University of Toronto, Toronto, Ontario, Canada
| | - Manisha Jogendran
- Department of Medicine, Queen’s University, Kingston, Ontario, Canada
| | | | - Elias Hazan
- Department of Internal Medicine, University of Toronto, Toronto, Ontario, Canada
| | - Malini Hu
- Department of Medicine, University of Toronto, Toronto, Ontario, Canada
| | - Jessica Amankwah Osei
- Department of Community Health and Epidemiology, University of Saskatchewan, Saskatoon, Saskatchewan, Canada
| | - Rabia Khan
- SickKids Inflammatory Bowel Disease Centre, Division of Gastroenterology, Hepatology, and Nutrition, The Hospital for Sick Children, Toronto, Ontario, Canada
- Child Health Evaluative Sciences, SickKids Research Institute, The Hospital for Sick Children, Toronto, Ontario, Canada
- ICES, Toronto, Ontario, Canada
| | - Grace Wang
- Department of Medicine, University of Toronto, Toronto, Ontario, Canada
| | - Mira Browne
- SickKids Inflammatory Bowel Disease Centre, Division of Gastroenterology, Hepatology, and Nutrition, The Hospital for Sick Children, Toronto, Ontario, Canada
- Child Health Evaluative Sciences, SickKids Research Institute, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Tal Davis
- SickKids Inflammatory Bowel Disease Centre, Division of Gastroenterology, Hepatology, and Nutrition, The Hospital for Sick Children, Toronto, Ontario, Canada
- Child Health Evaluative Sciences, SickKids Research Institute, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Quinn Goddard
- Departments of Medicine and Community Health Sciences, University of Calgary, Calgary, Alberta, Canada
| | - Julia Gorospe
- Departments of Medicine and Community Health Sciences, University of Calgary, Calgary, Alberta, Canada
| | - Kate Latos
- Crohn’s and Colitis Canada, Toronto, Ontario, Canada
| | - Kate Mason
- Crohn’s and Colitis Canada, Toronto, Ontario, Canada
| | - Jack Kerr
- Department of Medicine, Memorial University of Newfoundland, St John’s Newfoundland, Canada
| | - Naji Balche
- Departments of Medicine, Clinical Health, and Epidemiology, Dalhousie University, Halifax, Nova Scotia, Canada
| | - Anna Sklar
- Departments of Medicine, Clinical Health, and Epidemiology, Dalhousie University, Halifax, Nova Scotia, Canada
| | - Gilaad G Kaplan
- Departments of Medicine and Community Health Sciences, University of Calgary, Calgary, Alberta, Canada
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Burisch J, Zhao M, Odes S, De Cruz P, Vermeire S, Bernstein CN, Kaplan GG, Duricova D, Greenberg D, Melberg HO, Watanabe M, Ahn HS, Targownik L, Pittet VEH, Annese V, Park KT, Katsanos KH, Høivik ML, Krznaric Z, Chaparro M, Loftus EV, Lakatos PL, Gisbert JP, Bemelman W, Moum B, Gearry RB, Kappelman MD, Hart A, Pierik MJ, Andrews JM, Ng SC, D'Inca R, Munkholm P. The cost of inflammatory bowel disease in high-income settings: a Lancet Gastroenterology & Hepatology Commission. Lancet Gastroenterol Hepatol 2023; 8:458-492. [PMID: 36871566 DOI: 10.1016/s2468-1253(23)00003-1] [Citation(s) in RCA: 63] [Impact Index Per Article: 31.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/13/2022] [Revised: 01/09/2023] [Accepted: 01/10/2023] [Indexed: 03/06/2023]
Abstract
The cost of caring for patients with inflammatory bowel disease (IBD) continues to increase worldwide. The cause is not only a steady increase in the prevalence of Crohn's disease and ulcerative colitis in both developed and newly industrialised countries, but also the chronic nature of the diseases, the need for long-term, often expensive treatments, the use of more intensive disease monitoring strategies, and the effect of the diseases on economic productivity. This Commission draws together a wide range of expertise to discuss the current costs of IBD care, the drivers of increasing costs, and how to deliver affordable care for IBD in the future. The key conclusions are that (1) increases in health-care costs must be evaluated against improved disease management and reductions in indirect costs, and (2) that overarching systems for data interoperability, registries, and big data approaches must be established for continuous assessment of effectiveness, costs, and the cost-effectiveness of care. International collaborations should be sought out to evaluate novel models of care (eg, value-based health care, including integrated health care, and participatory health-care models), as well as to improve the education and training of clinicians, patients, and policy makers.
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Affiliation(s)
- Johan Burisch
- Gastro Unit, Medical Division, Copenhagen University Hospital-Amager and Hvidovre, Hvidovre, Denmark; Copenhagen Center for Inflammatory Bowel Disease in Children, Adolescents and Adults, Copenhagen University Hospital-Amager and Hvidovre, Hvidovre, Denmark.
| | - Mirabella Zhao
- Gastro Unit, Medical Division, Copenhagen University Hospital-Amager and Hvidovre, Hvidovre, Denmark; Copenhagen Center for Inflammatory Bowel Disease in Children, Adolescents and Adults, Copenhagen University Hospital-Amager and Hvidovre, Hvidovre, Denmark
| | - Selwyn Odes
- Faculty of Health Sciences, Ben-Gurion University of the Negev, Beer-Sheva, Israel
| | - Peter De Cruz
- Department of Gastroenterology, Austin Health, Melbourne, VIC, Australia; Department of Medicine, Austin Academic Centre, The University of Melbourne, Melbourne, VIC, Australia
| | - Severine Vermeire
- Department of Gastroenterology and Hepatology, University Hospital Leuven, Leuven, Belgium; Faculty of Medicine, KU Leuven University, Leuven, Belgium
| | - Charles N Bernstein
- IBD Clinical and Research Centre, University of Manitoba, Winnipeg, MB, Canada; Department of Internal Medicine, Max Rady College of Medicine, Rady Faculty of Health Sciences, University of Manitoba, Winnipeg, MB, Canada
| | - Gilaad G Kaplan
- Department of Medicine and Community Health Sciences, University of Calgary, Calgary, AB, Canada
| | - Dana Duricova
- IBD Clinical and Research Centre for IBD, ISCARE, Prague, Czech Republic; Department of Pharmacology, Faculty of Medicine, Charles University, Prague, Czech Republic
| | - Dan Greenberg
- Department of Health Policy and Management, School of Public Health, Faculty of Health Sciences, Ben-Gurion University of the Negev, Beer-Sheva, Israel; Guilford Glazer Faculty of Business and Management, Ben-Gurion University of the Negev, Beer-Sheva, Israel
| | - Hans O Melberg
- Department of Community Medicine, University of Tromsø-The Arctic University of Norway, Tromsø, Norway; Department of Gastroenterology, Oslo University Hospital, Oslo, Norway
| | - Mamoru Watanabe
- Advanced Research Institute, Tokyo Medical and Dental University, Tokyo, Japan
| | - Hyeong Sik Ahn
- Department of Preventive Medicine, College of Medicine, Korea University, Seoul, South Korea
| | - Laura Targownik
- Division of Gastroenterology and Hepatology, Department of Medicine, Mount Sinai Hospital, University of Toronto, Toronto, ON, Canada
| | - Valérie E H Pittet
- Department of Epidemiology and Health Systems, Center for Primary Care and Public Health, University of Lausanne, Lausanne, Switzerland
| | - Vito Annese
- Division of Gastroenterology, Department of Internal Medicine, Fakeeh University Hospital, Dubai, United Arab Emirates
| | - K T Park
- Stanford Health Care, Packard Health Alliance, Alameda, CA, USA; Genentech (Roche Group), South San Francisco, CA, USA
| | - Konstantinos H Katsanos
- Division of Gastroenterology, Department of Internal Medicine, Faculty of Medicine, University of Ioannina School of Health Sciences, Ioannina, Greece
| | - Marte L Høivik
- Department of Gastroenterology, Oslo University Hospital, Oslo, Norway; Institute of Clinical Medicine, University of Oslo, Oslo, Norway
| | - Zeljko Krznaric
- Department of Gastroenterology, Hepatology and Nutrition, University Hospital Zagreb, Zagreb, Croatia
| | - María Chaparro
- Hospital Universitario de La Princesa, Instituto de Investigación Sanitaria Princesa, Universidad Autónoma de Madrid, Madrid, Spain; Centro de Investigación Biomédica en Red de Enfermedades Hepáticas y Digestivas (CIBERehd), Madrid, Spain
| | - Edward V Loftus
- Division of Gastroenterology and Hepatology, Mayo Clinic College of Medicine and Science, Rochester, MN, USA
| | - Peter L Lakatos
- Division of Gastroenterology, McGill University Montreal, QC, Canada; Department of Internal Medicine and Oncology, Semmelweis University, Budapest, Hungary
| | - Javier P Gisbert
- Hospital Universitario de La Princesa, Instituto de Investigación Sanitaria Princesa, Universidad Autónoma de Madrid, Madrid, Spain; Centro de Investigación Biomédica en Red de Enfermedades Hepáticas y Digestivas (CIBERehd), Madrid, Spain
| | - Willem Bemelman
- Department of Surgery, Amsterdam University Medical Centers, Amsterdam, Netherlands
| | - Bjorn Moum
- Institute of Clinical Medicine, University of Oslo, Oslo, Norway
| | - Richard B Gearry
- Department of Medicine, University of Otago, Christchurch, New Zealand
| | - Michael D Kappelman
- Division of Pediatric Gastroenterology, Department of Pediatrics and Center for Gastrointestinal Biology and Disease, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Ailsa Hart
- IBD Unit, St Mark's Hospital, Middlesex, UK
| | - Marieke J Pierik
- Department of Internal Medicine, Division of Gastroenterology and Hepatology, Maastricht University Medical Centre, Maastricht, Netherlands
| | - Jane M Andrews
- IBD Service, Department of Gastroenterology and Hepatology, Royal Adelaide Hospital, Adelaide, SA, Australia; Faculty of Health Sciences, University of Adelaide, Adelaide, SA, Australia
| | - Siew C Ng
- Department of Medicine and Therapeutics, Li Ka Shing Institute of Health Sciences, State Key Laboratory of Digestive Disease, Institute of Digestive Disease, The Chinese University of Hong Kong, Hong Kong Special Administrative Region, China
| | - Renata D'Inca
- Department of Surgical, Oncological and Gastroenterological Sciences, University of Padua, Padua, Italy
| | - Pia Munkholm
- Department of Gastroenterology, Copenhagen University Hospital-North Zealand, Hillerød, Denmark
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Budget Impact Analysis of the Introduction of a Trastuzumab Biosimilar for HER2-Positive Breast Cancer in China. Clin Drug Investig 2022; 42:937-947. [DOI: 10.1007/s40261-022-01197-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 08/29/2022] [Indexed: 11/25/2022]
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Hofmeister M, Sivakumar A, Clement F, Hayes KN, Law M, Guertin JR, Neville HL, Tadrous M. Trends in Canadian prescription drug purchasing: 2001-2020. J Pharm Policy Pract 2022; 15:20. [PMID: 35300714 PMCID: PMC8928614 DOI: 10.1186/s40545-022-00420-4] [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: 01/20/2022] [Accepted: 03/09/2022] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND In 2019, more than $34.5 billion was spent on prescription drugs in Canada. However, little is known about the distribution of this spending across medications and settings (outpatient and inpatient) over time. The objective of this paper is to describe the largest expenditures by medication class over time in inpatient and outpatient settings. This information can help to guide policies to control prescription medication expenditures. METHODS IQVIA's Canadian Drugstore and Hospital Purchases Audit data from January 1, 2001, to December 31, 2020, were used. In this dataset, purchasing was stratified by outpatient drugstore and inpatient hospital. Spending trajectories in both settings were compared to total expenditure over time. Total expenditure of the 25 medications with the largest expenditure were compared over time, stratified by setting. Nominal costs were used for all analysis. RESULTS In 2001, spending in the outpatient and inpatient settings was greatest on atorvastatin ($467.0 million) and erythropoietin alpha ($91.2 million), respectively. In 2020, spending was greatest on infliximab at $1.2 billion (outpatient) and pembrolizumab at $361.6 million (inpatient). Annual outpatient spending, although increasing, has been growing at a slower rate (5.3%) than inpatient spending (7.0%). In both settings, spending for the top 25 medications has become increasingly concentrated on biologic agents, with a reduction in the diversity of therapeutic classes of agents over time. DISCUSSION Identification of the concentration on spending on biologic agents is a key step in managing costs of prescription medications in Canada. Given the increases in spending on biologic agents over the last 20 years, current cost-control mechanisms may be insufficient. Future research efforts should focus on examining the effectiveness of current cost-control mechanisms and identifying new approaches to cost control for biologic agents.
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Affiliation(s)
- Mark Hofmeister
- Department of Community Health Sciences, University of Calgary, Calgary, AB, Canada
- O'Brien Institute for Public Health, University of Calgary, Calgary, AB, Canada
| | - Ashwinie Sivakumar
- Leslie Dan Faculty of Pharmacy, University of Toronto, Toronto, ON, Canada
| | - Fiona Clement
- Department of Community Health Sciences, University of Calgary, Calgary, AB, Canada
- O'Brien Institute for Public Health, University of Calgary, Calgary, AB, Canada
| | - Kaleen N Hayes
- Dalla Lana School of Public Health, University of Toronto, Toronto, ON, Canada
| | - Michael Law
- Centre for Health Services and Policy Research, School of Population and Public Health, University of British Columbia, Vancouver, BC, Canada
| | - Jason R Guertin
- Axe Santé Des Populations et Pratiques Optimales en Santé, Centre de Recherche du CHU de Québec-Université Laval, Québec, Canada
- Department of Social and Preventive Medicine, Université Laval, Québec, Canada
| | - Heather L Neville
- Queen Elizabeth II Health Sciences Centre, Nova Scotia Health Authority, Halifax, NS, Canada
| | - Mina Tadrous
- Leslie Dan Faculty of Pharmacy, University of Toronto, Toronto, ON, Canada.
- Women's College Research Institute, Women's College Hospital, 76 Grenville St., Toronto, ON, Canada.
- ICES, Toronto, ON, Canada.
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Crosby M, von den Baumen TR, Chu C, Gomes T, Schwartz KL, Tadrous M. Interprovincial variation in antibiotic use in Canada, 2019: a retrospective cross-sectional study. CMAJ Open 2022; 10:E262-E268. [PMID: 35318250 PMCID: PMC8946648 DOI: 10.9778/cmajo.20210095] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/22/2022] Open
Abstract
BACKGROUND Geographic trends in antibiotic prescribing show regional variation in antibiotic overuse and antimicrobial resistance, posing a threat to global health care systems. This study's objective was to examine interprovincial variation in outpatient antibiotic dispensing in Canada in 2019. METHODS We conducted a cross-sectional study of antibiotic prescriptions dispensed in Canadian provinces in 2019, leveraging the IQVIA Geographic Prescription Monitor database. We report annual rates of overall antibiotic dispensing, broad-spectrum antibiotic dispensing and age-specific antibiotic dispensing as prescriptions per 1000 population in each province and nationally. RESULTS A total of 23 406 640 antibiotic prescriptions were dispensed nationally in 2019, at a rate of 627.3 prescriptions per 1000 population. Overall antibiotic dispensing rates in Newfoundland and Labrador (920.5 prescriptions per 1000 population) and Saskatchewan (713.7 prescriptions per 1000 population) significantly exceeded the national rate, whereas the rate in British Columbia (543.3 prescriptions per 1000 population) was significantly below the national rate. We observed additional variation when provincial rates of antibiotic dispensing were stratified by drug class and age group. INTERPRETATION We identified interprovincial variation in antibiotic use in Canadian provinces in 2019. These findings highlight the need for provincial targets for antibiotic use to reduce overuse and antimicrobial resistance.
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Affiliation(s)
- Michael Crosby
- Leslie Dan Faculty of Pharmacy (Crosby, Rolf von den Baumen, Gomes, Tadrous), University of Toronto; Institute for Health System Solutions and Virtual Care (Chu), Women's College Hospital; Li Ka Shing Knowledge Institute (Gomes), St. Michael's Hospital; ICES Central (Gomes, Schwartz, Tadrous); Public Health Ontario (Schwartz); Dalla Lana School of Public Health (Schwartz), University of Toronto; Women's College Research Institute (Tadrous), Toronto, Ont
| | - Teagan Rolf von den Baumen
- Leslie Dan Faculty of Pharmacy (Crosby, Rolf von den Baumen, Gomes, Tadrous), University of Toronto; Institute for Health System Solutions and Virtual Care (Chu), Women's College Hospital; Li Ka Shing Knowledge Institute (Gomes), St. Michael's Hospital; ICES Central (Gomes, Schwartz, Tadrous); Public Health Ontario (Schwartz); Dalla Lana School of Public Health (Schwartz), University of Toronto; Women's College Research Institute (Tadrous), Toronto, Ont
| | - Cherry Chu
- Leslie Dan Faculty of Pharmacy (Crosby, Rolf von den Baumen, Gomes, Tadrous), University of Toronto; Institute for Health System Solutions and Virtual Care (Chu), Women's College Hospital; Li Ka Shing Knowledge Institute (Gomes), St. Michael's Hospital; ICES Central (Gomes, Schwartz, Tadrous); Public Health Ontario (Schwartz); Dalla Lana School of Public Health (Schwartz), University of Toronto; Women's College Research Institute (Tadrous), Toronto, Ont
| | - Tara Gomes
- Leslie Dan Faculty of Pharmacy (Crosby, Rolf von den Baumen, Gomes, Tadrous), University of Toronto; Institute for Health System Solutions and Virtual Care (Chu), Women's College Hospital; Li Ka Shing Knowledge Institute (Gomes), St. Michael's Hospital; ICES Central (Gomes, Schwartz, Tadrous); Public Health Ontario (Schwartz); Dalla Lana School of Public Health (Schwartz), University of Toronto; Women's College Research Institute (Tadrous), Toronto, Ont
| | - Kevin L Schwartz
- Leslie Dan Faculty of Pharmacy (Crosby, Rolf von den Baumen, Gomes, Tadrous), University of Toronto; Institute for Health System Solutions and Virtual Care (Chu), Women's College Hospital; Li Ka Shing Knowledge Institute (Gomes), St. Michael's Hospital; ICES Central (Gomes, Schwartz, Tadrous); Public Health Ontario (Schwartz); Dalla Lana School of Public Health (Schwartz), University of Toronto; Women's College Research Institute (Tadrous), Toronto, Ont
| | - Mina Tadrous
- Leslie Dan Faculty of Pharmacy (Crosby, Rolf von den Baumen, Gomes, Tadrous), University of Toronto; Institute for Health System Solutions and Virtual Care (Chu), Women's College Hospital; Li Ka Shing Knowledge Institute (Gomes), St. Michael's Hospital; ICES Central (Gomes, Schwartz, Tadrous); Public Health Ontario (Schwartz); Dalla Lana School of Public Health (Schwartz), University of Toronto; Women's College Research Institute (Tadrous), Toronto, Ont.
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Hillhouse E, Mathurin K, Bibeau J, Parison D, Rahal Y, Lachaine J, Beauchemin C. The Economic Impact of Originator-to-Biosimilar Non-medical Switching in the Real-World Setting: A Systematic Literature Review. Adv Ther 2022; 39:455-487. [PMID: 34780028 PMCID: PMC8799532 DOI: 10.1007/s12325-021-01951-z] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/07/2021] [Accepted: 10/06/2021] [Indexed: 12/19/2022]
Abstract
INTRODUCTION To save costs to the healthcare system, forced non-medical switch (NMS) policies that cut drug coverage for originator biologics and fund only less expensive biosimilars are being implemented. However, costs related to the impact of NMS on healthcare resource utilization (HCRU) must also be considered. This study aims to summarize the evidence on the economic impact of an originator-to-biosimilar NMS. METHODS A systematic literature review (SLR) was conducted. Publications reporting on HCRU or costs associated with originator-to-biosimilar NMS in the real-world setting were searched in MEDLINE and EMBASE from January 2008 to February 2020. In addition to hand searching the reference lists of relevant publications and SLRs, key conference websites, PubMed, and various government sites were also searched for the 2 years preceding the search (2018-2020). RESULTS A total of 1845 citations were identified, of which 49 were retained for data extraction. Most studies reporting on the HCRU associated with NMS reported on post-NMS HCRU alone without a comparison pre-NMS. However, four studies described a difference in HCRU (i.e., investigations pre- vs post-switch or between non-switchers vs switchers), all of which reported a relative increase in HCRU, including laboratory testing, imaging, medical visits, and hospitalizations, amongst patients who underwent an originator-to-biosimilar NMS. Most studies reporting on the costs associated with NMS reported significant savings following NMS on the basis of drug costs alone. However, four studies specifically reporting on the difference of costs following originator-to-biosimilar NMS all demonstrated an increase in HCRU-related costs associated with NMS (increase in HCRU-related costs of 4-37% or 148-2234 2020 Canadian dollars). CONCLUSION Amongst the studies that reported on the difference in HCRU pre- vs post-switch or between non-switchers and switchers, all showed an increase in HCRU and related costs associated with NMS, suggesting that the expected overall savings due to less costly drug prices may be reduced as a result of an increase in HCRU and its associated costs post-switch. Nevertheless, more real-world studies that include NMS-related healthcare costs in addition to drug costs are needed.
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Affiliation(s)
- Erin Hillhouse
- PeriPharm Inc., 485 McGill St. Suite 910, Montreal, QC, H2Y 2H4, Canada
| | - Karine Mathurin
- PeriPharm Inc., 485 McGill St. Suite 910, Montreal, QC, H2Y 2H4, Canada
- University of Montreal, Montreal, QC, Canada
| | - Joëlle Bibeau
- PeriPharm Inc., 485 McGill St. Suite 910, Montreal, QC, H2Y 2H4, Canada
| | | | | | - Jean Lachaine
- PeriPharm Inc., 485 McGill St. Suite 910, Montreal, QC, H2Y 2H4, Canada
- University of Montreal, Montreal, QC, Canada
| | - Catherine Beauchemin
- PeriPharm Inc., 485 McGill St. Suite 910, Montreal, QC, H2Y 2H4, Canada.
- University of Montreal, Montreal, QC, Canada.
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Meijboom RW, Gardarsdottir H, Egberts TCG, Giezen TJ. Patients Retransitioning from Biosimilar TNFα Inhibitor to the Corresponding Originator After Initial Transitioning to the Biosimilar: A Systematic Review. BioDrugs 2021; 36:27-39. [PMID: 34870802 PMCID: PMC8847209 DOI: 10.1007/s40259-021-00508-4] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 11/02/2021] [Indexed: 12/30/2022]
Abstract
Background Transitioning patients from an originator to a corresponding biosimilar has been extensively studied in both randomized controlled trials and observational studies. Although transitioning is considered well-tolerated, with no negative impacts on efficacy and/or safety, 2.6–25.8% of patients restart treatment with the originator (retransitioning). Retransitioning to the originator can be considered an indication of biosimilar treatment failure or dissatisfaction with biosimilar treatment. Increasing our knowledge of patients who retransition might help to reduce the number of patients retransitioning. Objective Our objective was to estimate the cumulative incidence of patients who retransitioned from a tumor necrosis factor (TNF)-α inhibitor biosimilar to originator and to explore potential patient, disease, and treatment and implementation strategy factors associated with retransitioning. Method We conducted a systematic literature search in the PubMed, EMBASE, and Cochrane Central Register of controlled trials databases until March 2021. Studies on TNFα inhibitors, biosimilar transitioning, and retransitioning were included. Transitioning was defined as switching from an originator to a biosimilar, and retransitioning was defined as switching from an originator to a biosimilar and back to the originator. Characteristics of the studies were descriptively analyzed. Studies were weighted by the number of patients transitioning, and the primary outcome was the median cumulative incidence of retransitioning. For each of the factors related to patient, disease, and treatment and implementation strategy, studies were stratified according to the categories of that factor. The weighted medians and interquartile ranges (IQRs) of the cumulative incidence of retransitioning in these studies were calculated and compared to explore whether a potential association existed between these factors and the cumulative incidence of retransitioning. Results Of 994 screened publications, 37 were included. The weighted median cumulative incidence of retransitioning was 7.6% (IQR 6.8–17.2). Studies that included only patients with inflammatory bowel disease (6.6 vs. 15.1–17.7% for other indications), included only patients with stable disease (7.0 vs. 13.7% for including all patients), and did not offer retransitioning at the introduction of the biosimilar (7.0 vs. 11.1% for studies that offered retransitioning) reported less retransitioning. In addition, the incidence of retransitioning was lower when extra laboratory monitoring was part of the implementation strategy (1.6 vs. 6.1%) and when gainsharing (patients’ healthcare directly benefits from financial savings from transitioning) (1.4 vs. 7.2% for studies without gainsharing) was applied. Conclusions In studies on transitioning patients from TNFα originator to biosimilar, 8% of patients retransitioned. Retransitioning appeared to be lower in studies that included only patients with stable disease and in studies that did not offer patients the option of retransitioning at the introduction of the biosimilar. In addition, retransitioning appeared to be lower in studies that implemented extra laboratory monitoring as part of the biosimilar implementation strategy. Clinicians should consider implementing these suggestions as they might reduce retransitioning rates and improve the introduction of biosimilars in clinical practice. PROSPERO registration ID: CRD42021226381 Supplementary Information The online version contains supplementary material available at 10.1007/s40259-021-00508-4.
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Affiliation(s)
- Rosanne W Meijboom
- Pharmacy Foundation of Haarlem Hospitals, Haarlem, The Netherlands
- Division of Pharmacoepidemiology and Clinical Pharmacology, Utrecht Institute for Pharmaceutical Sciences, Utrecht, The Netherlands
| | - Helga Gardarsdottir
- Division of Pharmacoepidemiology and Clinical Pharmacology, Utrecht Institute for Pharmaceutical Sciences, Utrecht, The Netherlands
- Department of Clinical Pharmacy, University Medical Center Utrecht, Utrecht, The Netherlands
- Department of Pharmaceutical Sciences, University of Iceland, Reykjavík, Iceland
| | - Toine C G Egberts
- Division of Pharmacoepidemiology and Clinical Pharmacology, Utrecht Institute for Pharmaceutical Sciences, Utrecht, The Netherlands
- Department of Clinical Pharmacy, University Medical Center Utrecht, Utrecht, The Netherlands
| | - Thijs J Giezen
- Pharmacy Foundation of Haarlem Hospitals, Haarlem, The Netherlands.
- Division of Pharmacoepidemiology and Clinical Pharmacology, Utrecht Institute for Pharmaceutical Sciences, Utrecht, The Netherlands.
- Department of Clinical Pharmacy, Spaarne Gasthuis, Haarlem and Hoofddorp, The Netherlands.
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Changes in Etanercept and Adalimumab Biosimilar Prescriptions for the Initial Treatment of Rheumatoid Arthritis in France: Data from the ART-SFR Registry. Joint Bone Spine 2021; 89:105310. [PMID: 34838991 DOI: 10.1016/j.jbspin.2021.105310] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/18/2021] [Revised: 11/10/2021] [Accepted: 11/12/2021] [Indexed: 11/22/2022]
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Shakeri A, Hayes KN, Gomes T, Tadrous M. Comparison of public and private payments for direct-acting antivirals (DAAs) across Canada. CANADIAN LIVER JOURNAL 2021; 4:426-429. [PMID: 35989895 PMCID: PMC9235118 DOI: 10.3138/canlivj-2020-0041] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/11/2021] [Accepted: 01/11/2021] [Indexed: 07/29/2023]
Affiliation(s)
- Ahmad Shakeri
- Women’s College Research Institute, Women’s College Hospital, Toronto, Ontario, Canada
| | - Kaleen N Hayes
- Dalla Lana School of Public Health, University of Toronto, Toronto, Ontario, Canada
| | - Tara Gomes
- Leslie Dan Faculty of Pharmacy, University of Toronto, Toronto, Ontario, Canada
- Institute of Health Policy, Management, and Evaluation, University of Toronto, Toronto, Ontario, Canada
- Li Ka Shing Knowledge Institute, St. Michael’s Hospital, Toronto, Ontario, Canada
| | - Mina Tadrous
- Women’s College Research Institute, Women’s College Hospital, Toronto, Ontario, Canada
- Leslie Dan Faculty of Pharmacy, University of Toronto, Toronto, Ontario, Canada
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Gomes T, McCormack D, Kitchen SA, Paterson JM, Mamdani MM, Proulx L, Bayliss L, Tadrous M. Projected impact of biosimilar substitution policies on drug use and costs in Ontario, Canada: a cross-sectional time series analysis. CMAJ Open 2021; 9:E1055-E1062. [PMID: 34815261 PMCID: PMC8612652 DOI: 10.9778/cmajo.20210091] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/12/2022] Open
Abstract
BACKGROUND Several Canadian provinces have introduced reimbursement policies mandating substitution of innovator biologics with lower-cost biosimilars. We estimated the number of patients affected and cost implications if such policy changes were to be implemented in Ontario, Canada. METHODS We conducted a cross-sectional time series analysis of Ontarians dispensed publicly funded biologics indicated for inflammatory diseases (rheumatic conditions, inflammatory bowel disease: infliximab, etanercept, adalimumab) between January 2018 and December 2019, and forecasted trends to Dec. 31, 2020. The primary source of data was pharmacy claims data for all biologics reimbursed by the public drug program. We modelled the number of patients affected and government expenditures (in nominal Canadian dollars) of several biosimilar policy options, including mandatory nonmedical biosimilar substitution, substitution in new users, introduction of a biosimilar for adalimumab, and price negotiations. In a secondary analysis, we included insulin glargine. RESULTS In 2018, 14 089 individuals were prescribed a publicly funded biologic for inflammatory diseases. A mandatory nonmedical biosimilar substitution would potentially have affected 7209 patients and saved $238.6 million from 2018 to 2020. A new-user substitution would have affected 757 patients and saved $34.2 million. If an adalimumab biosimilar were to become available, 12 928 patients would be affected by a mandatory nonmedical substitution and the 3-year savings would increase to $645.9 million (all biosimilars priced at 25% of innovator biologics). Finally, an expanded nonmedical substitution policy including insulin glargine would affect 115 895 patients and save $288.7 million (not including adalimumab). INTERPRETATION Policies designed to curb rising costs of biologics can have substantially different effects on patients and government expenditures. Such analyses warrant careful consideration of the balance between cost savings and effects on patients.
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Affiliation(s)
- Tara Gomes
- Unity Health Toronto and the Li Ka Shing Knowledge Institute (Gomes, Kitchen, Mamdani), St. Michael's Hospital; ICES (Gomes, McCormack, Paterson, Mamdani, Tadrous); Canada; Institute for Health Policy, Management, and Evaluation (Gomes, Paterson, Mamdani), and the Leslie Dan Faculty of Pharmacy (Gomes, Mamdani, Tadrous) at the University of Toronto, Toronto, Ont.; Department of Family Medicine (Paterson), McMaster University, Hamilton, Ont.; Women's College Hospital (Tadrous), Ontario Drug Policy Research Network (Gomes, McCormack, Kitchen, Paterson, Mamdani, Proulx, Bayliss, Tadrous), Toronto, Ont.
| | - Daniel McCormack
- Unity Health Toronto and the Li Ka Shing Knowledge Institute (Gomes, Kitchen, Mamdani), St. Michael's Hospital; ICES (Gomes, McCormack, Paterson, Mamdani, Tadrous); Canada; Institute for Health Policy, Management, and Evaluation (Gomes, Paterson, Mamdani), and the Leslie Dan Faculty of Pharmacy (Gomes, Mamdani, Tadrous) at the University of Toronto, Toronto, Ont.; Department of Family Medicine (Paterson), McMaster University, Hamilton, Ont.; Women's College Hospital (Tadrous), Ontario Drug Policy Research Network (Gomes, McCormack, Kitchen, Paterson, Mamdani, Proulx, Bayliss, Tadrous), Toronto, Ont
| | - Sophie A Kitchen
- Unity Health Toronto and the Li Ka Shing Knowledge Institute (Gomes, Kitchen, Mamdani), St. Michael's Hospital; ICES (Gomes, McCormack, Paterson, Mamdani, Tadrous); Canada; Institute for Health Policy, Management, and Evaluation (Gomes, Paterson, Mamdani), and the Leslie Dan Faculty of Pharmacy (Gomes, Mamdani, Tadrous) at the University of Toronto, Toronto, Ont.; Department of Family Medicine (Paterson), McMaster University, Hamilton, Ont.; Women's College Hospital (Tadrous), Ontario Drug Policy Research Network (Gomes, McCormack, Kitchen, Paterson, Mamdani, Proulx, Bayliss, Tadrous), Toronto, Ont
| | - J Michael Paterson
- Unity Health Toronto and the Li Ka Shing Knowledge Institute (Gomes, Kitchen, Mamdani), St. Michael's Hospital; ICES (Gomes, McCormack, Paterson, Mamdani, Tadrous); Canada; Institute for Health Policy, Management, and Evaluation (Gomes, Paterson, Mamdani), and the Leslie Dan Faculty of Pharmacy (Gomes, Mamdani, Tadrous) at the University of Toronto, Toronto, Ont.; Department of Family Medicine (Paterson), McMaster University, Hamilton, Ont.; Women's College Hospital (Tadrous), Ontario Drug Policy Research Network (Gomes, McCormack, Kitchen, Paterson, Mamdani, Proulx, Bayliss, Tadrous), Toronto, Ont
| | - Muhammad M Mamdani
- Unity Health Toronto and the Li Ka Shing Knowledge Institute (Gomes, Kitchen, Mamdani), St. Michael's Hospital; ICES (Gomes, McCormack, Paterson, Mamdani, Tadrous); Canada; Institute for Health Policy, Management, and Evaluation (Gomes, Paterson, Mamdani), and the Leslie Dan Faculty of Pharmacy (Gomes, Mamdani, Tadrous) at the University of Toronto, Toronto, Ont.; Department of Family Medicine (Paterson), McMaster University, Hamilton, Ont.; Women's College Hospital (Tadrous), Ontario Drug Policy Research Network (Gomes, McCormack, Kitchen, Paterson, Mamdani, Proulx, Bayliss, Tadrous), Toronto, Ont
| | - Laurie Proulx
- Unity Health Toronto and the Li Ka Shing Knowledge Institute (Gomes, Kitchen, Mamdani), St. Michael's Hospital; ICES (Gomes, McCormack, Paterson, Mamdani, Tadrous); Canada; Institute for Health Policy, Management, and Evaluation (Gomes, Paterson, Mamdani), and the Leslie Dan Faculty of Pharmacy (Gomes, Mamdani, Tadrous) at the University of Toronto, Toronto, Ont.; Department of Family Medicine (Paterson), McMaster University, Hamilton, Ont.; Women's College Hospital (Tadrous), Ontario Drug Policy Research Network (Gomes, McCormack, Kitchen, Paterson, Mamdani, Proulx, Bayliss, Tadrous), Toronto, Ont
| | - Lorraine Bayliss
- Unity Health Toronto and the Li Ka Shing Knowledge Institute (Gomes, Kitchen, Mamdani), St. Michael's Hospital; ICES (Gomes, McCormack, Paterson, Mamdani, Tadrous); Canada; Institute for Health Policy, Management, and Evaluation (Gomes, Paterson, Mamdani), and the Leslie Dan Faculty of Pharmacy (Gomes, Mamdani, Tadrous) at the University of Toronto, Toronto, Ont.; Department of Family Medicine (Paterson), McMaster University, Hamilton, Ont.; Women's College Hospital (Tadrous), Ontario Drug Policy Research Network (Gomes, McCormack, Kitchen, Paterson, Mamdani, Proulx, Bayliss, Tadrous), Toronto, Ont
| | - Mina Tadrous
- Unity Health Toronto and the Li Ka Shing Knowledge Institute (Gomes, Kitchen, Mamdani), St. Michael's Hospital; ICES (Gomes, McCormack, Paterson, Mamdani, Tadrous); Canada; Institute for Health Policy, Management, and Evaluation (Gomes, Paterson, Mamdani), and the Leslie Dan Faculty of Pharmacy (Gomes, Mamdani, Tadrous) at the University of Toronto, Toronto, Ont.; Department of Family Medicine (Paterson), McMaster University, Hamilton, Ont.; Women's College Hospital (Tadrous), Ontario Drug Policy Research Network (Gomes, McCormack, Kitchen, Paterson, Mamdani, Proulx, Bayliss, Tadrous), Toronto, Ont
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