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Giombi K, Thompson J, Wines C, Haughney R, Sullivan HW, Betts KR. A scoping review of empirical research on prescription drug promotion. Res Social Adm Pharm 2023; 19:859-872. [PMID: 36931982 DOI: 10.1016/j.sapharm.2023.02.012] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/14/2022] [Revised: 02/21/2023] [Accepted: 02/22/2023] [Indexed: 03/04/2023]
Abstract
BACKGROUND Pharmaceutical spending on prescription drug promotion is considerable, and exposure to advertising can influence demand and behavior. The U.S. Food and Drug Administration (FDA) provides industry guidance to help ensure that communications to consumers and health care providers about prescription drug promotion are truthful, balanced, and accurately communicated. As empirical research has accelerated on this topic in the past decade, an understanding of the current landscape of the science will help inform future research. OBJECTIVES Using systematic methods, this rigorous scoping review of the literature over the past decade (2012-2021) (1) examined the extent to which prescription drug promotion has been empirically investigated with consumers, patients, and health care providers; (2) examined the extent to which content and features of prescription drug promotion have been empirically investigated; and (3) identified themes across the literature to better understand the current landscape of prescription drug promotion. METHODS Databases searched include PubMed, Web of Science, CINAHL, APA PsycInfo, Business Source Corporate, Communication Source, Cochrane Library, and ClinicalTrials.gov for original research published in English from January 1, 2012, through November 10, 2021, using terms related to direct-to-consumer advertising, prescription drugs, and outcomes of interest (e.g., attitudes, perceptions, intentions, behaviors). RESULTS Of 804 screened references, 151 studies addressed the first research question, and 40 studies addressed the second. The most common theme across the body of evidence focused on testing of features and content in prescription drug promotional materials (84), followed by studies examining attitudes, perceptions, and behaviors toward prescription drug promotion more generally (43). Some (27) studies focused on targeted populations, such as patients, the elderly, non-English speaking people or individuals of a non-white race/ethnicity. Twenty-four studies assessed influence of exposure to prescription drug promotion on actual clinical outcomes, while 11 studies examined emerging technologies around prescription drug promotion. Seven studies evaluated the extent to which prescription drug promotion complied with existing guidelines and requirements. CONCLUSIONS Findings from this scoping review suggest there has been an increase in the number of empirical studies conducted on prescription drug promotion over the past decade. Potential areas that warrant further study include examination of emerging technologies, an expanded focus on targeted populations, and construct measurement.
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Affiliation(s)
| | | | - Candi Wines
- RTI International, Research Triangle Park, NC, USA
| | | | - Helen W Sullivan
- U.S. Food and Drug Administration, Office of Prescription Drug Promotion, Silver Spring, MD, USA
| | - Kevin R Betts
- U.S. Food and Drug Administration, Office of Prescription Drug Promotion, Silver Spring, MD, USA
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Liu J, Avery RJ, Kim JJ, Niederdeppe J. Maintaining a Fair Balance? Narrative and Non-Narrative Strategies in Televised Direct-to-Consumer Advertisements for Prescription Drugs Aired in the United States, 2003-2016. JOURNAL OF HEALTH COMMUNICATION 2022; 27:183-191. [PMID: 35593131 DOI: 10.1080/10810730.2022.2077863] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/15/2023]
Abstract
Televised direct-to-consumer advertising for prescription drugs (hereafter DTCA) are among the most widespread forms of health communication encountered by American adults. DTCA shape public understanding of health problems and support the commercial interests of pharmaceutical companies by offering prescription drugs as a treatment option. The U.S. Food and Drug Administration (FDA) requires DTCA to present fair and balanced information regarding drug benefits versus risks. While narrative persuasion theory suggests that narratives can enhance persuasion by facilitating message processing and reducing counter-arguing, prior assessments of the balance between drug benefits versus risk information in DTCA have largely overlooked whether the ads employ narratives and/or other evidentiary strategies that may confer a persuasive advantage. This study content analyzed narrativity in DTCA aired on television between 2003 and 2016 for four different health conditions (heart disease, diabetes, depression, and osteoarthritis). Results showed that while televised DTCA spent more time discussing drug risks than drug benefits, both narratives and factual evidence were more frequently used to communicate drug benefits than drug risks. These findings raise concerns that narratives are strategically used by DTCA to highlight drug benefits rather than drug risks, which could lead to inaccurate perceptions of drug risks among viewers.
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Affiliation(s)
- Jiawei Liu
- Department of Communication, Cornell University, Ithaca, NY, USA
| | - Rosemary J Avery
- Department of Policy Analysis and Management, Cornell University, Ithaca, NY, USA
| | - Jungyon Janice Kim
- Department of Policy Analysis and Management, Cornell University, Ithaca, NY, USA
| | - Jeff Niederdeppe
- Department of Communication, Cornell University, Ithaca, NY, USA
- Jeb E. Brooks School of Public Policy, Cornell University, Ithaca, NY, USA
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Khokhar B, Weathers S, Mattingly TJ. Direct‐to‐consumer advertising (
DTCA
) and the advancement of the quadruple aim: a narrative review. JOURNAL OF THE AMERICAN COLLEGE OF CLINICAL PHARMACY 2022. [DOI: 10.1002/jac5.1599] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
Affiliation(s)
- Bilal Khokhar
- Takeda Pharmaceutical Company Cambridge Massachusetts
- General Dynamics Information Technology Silver Spring Maryland
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Ball JG, Hollin IL. Attention to price disclosures in direct-to-consumer prescription drug advertising and the impact on drug perceptions. Res Social Adm Pharm 2021; 18:3402-3413. [PMID: 34819265 DOI: 10.1016/j.sapharm.2021.11.003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/06/2021] [Revised: 10/25/2021] [Accepted: 11/10/2021] [Indexed: 10/19/2022]
Abstract
BACKGROUND Mandatory disclosure of the price of prescription drugs within direct-to-consumer pharmaceutical advertisements (DTCA) has been proposed as a potential means of curbing rising drug costs in the United States. While price transparency in DTCA has widespread public support, empirical evidence regarding the effects of such drug prices disclosures remains limited. OBJECTIVES This study assessed the degree to which a price disclosure was noticed, the individual characteristics associated with price disclosure recognition, and the impact on perceived drug affordability, effectiveness, and safety. METHODS A randomized experiment was conducted among 2,138 members of the Amerispeak online panel. Participants were shown a television commercial for a drug treating either type II diabetes, deep vein thrombosis/pulmonary embolism (DVT/PE), or rheumatoid arthritis (RA) that disclosed the list price, disclosed the list price plus the average out-of-pocket cost, or had no price disclosure. RESULTS Roughly forty percent of participants noticed when a price was disclosed while 20-24% noticed information about individual costs varying (the higher of these percentages occurred when the average out-of-pocket cost was provided). Attention did not vary systematically with the cost amount. Recognition of the different elements of the price disclosure were most predicted by sociodemographic variables such as race, education, and income as well as health characteristics. Price disclosure altered perceived affordability of the advertised medication in a manner consistent with the costs provided, but such consistent significant effects were not found for perceived drug effectiveness and safety. CONCLUSIONS Repeated exposure to price disclosure in television DTCA or supplementary sources of price information may be necessary to increase attention to drug price information, especially among those who are most vulnerable to the burden of drug costs. Price transparency appears useful for adjusting affordability perceptions, but additional research needs to examine how such perceptions factor into healthcare decision-making and drug pricing.
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Affiliation(s)
- Jennifer Gerard Ball
- Department of Advertising and Public Relations, Klein College of Communication, Temple University, 300 Annenberg Hall, Philadelphia, PA, 19122, United States.
| | - Ilene L Hollin
- Department of Health Services Administration and Policy, College of Public Health, Temple University, 1301 Cecil B. Moore Ave, Philadelphia, PA, 19122, United States.
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Walker T. Resisting stigma and evaluating realism in a direct-to-consumer advertisement for psychiatric drugs. INTERNATIONAL JOURNAL OF PHARMACEUTICAL AND HEALTHCARE MARKETING 2021. [DOI: 10.1108/ijphm-10-2019-0069] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
Purpose
This study aims to examine how experience with mental illness influences perceptions of stigma and realism in a specific direct-to-consumer advertisement (DTCA) for bipolar depression.
Design/methodology/approach
An online survey had participants watch a 90 s advertisement for a prescription bipolar depression drug and then answer 24 questions about stigma, mental illness experience and the realism of the portrayals in the advertisement.
Findings
Findings show that people who identify as having experience with mental illness tend to see the ad as more stigmatizing and less realistic. Additionally, people who expressed more stigmatizing beliefs also tended to see more stigma present in the ad. Finally, the study reconfirms conclusions of previous research that people who have experience with mental health conditions possess fewer stigmatizing beliefs overall regarding mental illness.
Research limitations/implications
The sample population, while diverse in age and somewhat diverse in location, were highly educated, suggesting that they were not representative of the general population. Future studies may want to use more representative samples. A more nuanced approach to understanding experience is needed. While the sample in this study was purposively derived from communities with a higher rate of mental illness, a comprehensive experience scale to measure degrees of experience with mental illness would enhance understanding of this construct. Researchers may also want to look more deeply into the emotional responses of consumers who view these ads. To develop a greater understanding of the trajectory of DTCA, studies of online advertising for psychiatric drugs are needed.
Practical implications
The results of the study suggest that respondents with experience with mental illness may find ads that sell psychiatric medications unrealistic. This study presents the topic of realism in DTCA as an important construct for determining how consumers may perceive portrayals of disorders.
Social implications
The fact that people who have experience with mental illness found the Latuda ad to be generally unrealistic suggests that DTCA may be failing to represent mental illness in a way that demonstrates care for patients. Additionally, this research confirms that people who have had exposure to and experience with mental illness tend to hold less stigmatizing beliefs, (Link and Cullen, 1986; Corrigan et al., 2001; Angermeyer et al., 2004) a finding which supports the continuing project of increasing mental health literacy and awareness in the general population.
Originality/value
This study investigates the reactions of people who identify as having some experience with mental illness to see if they accept the portrayals of mental illness in DTCA or resist them by challenging their realism or identifying stigmatizing elements.
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Zagrodney KAP, Sheikhan NY, Pinto A, Sheikhan T, Witek TJ. Drug Advertising Violations: A Longitudinal Trend Analysis of FDA Enforcement Letters from 2005 to 2019. Pharmaceut Med 2021; 35:31-38. [PMID: 33453042 DOI: 10.1007/s40290-020-00370-9] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 11/28/2020] [Indexed: 11/30/2022]
Abstract
INTRODUCTION In the United States, all pharmaceutical promotional activities must comply with regulatory standards set by the Food and Drug Administration (FDA); failure to comply may lead to receiving an FDA enforcement letter. Letters include details of the specific advertisement in violation, as well as the action that is required by the company to rectify the non-compliant promotion. OBJECTIVES The aim of this study was to determine trends in enforcement letters from the FDA to parties responsible for pharmaceutical promotion violations from 2005 to 2019. METHODS A longitudinal trend analysis was conducted of FDA enforcement letters sent to pharmaceutical companies from 2005 to 2019 (n = 318). Publicly available enforcement letters released by the Office of Prescription Drug Promotion were accessed and analysed online through the Center for Drug Evaluation and Research, a part of the FDA. Variables analysed included number of letters by year, violation categories, venues, intended audience, drug age and company revenues. Publicly available revenue was the major source for company revenue information. RESULTS The total number of enforcement letters significantly decreased over time. Violations concerning risk information were significantly more prevalent than all other violation categories. Online promotional materials were most frequently cited. Proportionally, larger companies received the majority of letters in earlier years of observation, and smaller companies in later years (2013-2019). CONCLUSIONS These trends are of value for industry and regulators alike in refining policy to ensure fair, balanced and meaningful information in pharmaceutical promotion. The frequency of violation letters has decreased in recent years; however, smaller companies have increasingly received the majority of letters. Small firms must increase their compliance around informing drug risk potential with balanced safety information across all promotional venues. Specifically, these findings are useful for pharmaceutical companies to direct educational efforts to promotional staff and their advertising agencies, especially regarding online advertising.
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Affiliation(s)
- Katherine A P Zagrodney
- Institute of Health Policy, Management and Evaluation (IHPME), University of Toronto, Toronto, ON, Canada.,Dalla Lana School of Public Health, University of Toronto, 155 College Street, Toronto, ON, M5T 3M6, Canada
| | - Natasha Y Sheikhan
- Dalla Lana School of Public Health, University of Toronto, 155 College Street, Toronto, ON, M5T 3M6, Canada
| | - Ashlyn Pinto
- Michael G. DeGroote School of Medicine, McMaster University, 1280 Main Street West, Hamilton, ON, L8S 4L8, Canada
| | - Tania Sheikhan
- University College London, Gower Street, London, WCIE 6BT, UK
| | - Theodore J Witek
- Institute of Health Policy, Management and Evaluation (IHPME), University of Toronto, Toronto, ON, Canada. .,Dalla Lana School of Public Health, University of Toronto, 155 College Street, Toronto, ON, M5T 3M6, Canada.
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Adams C, Harder BM, Chatterjee A, Hayes Mathias L. Healthworlds, Cultural Health Toolkits, and Choice: How Acculturation Affects Patients' Views of Prescription Drugs and Prescription Drug Advertising. QUALITATIVE HEALTH RESEARCH 2019; 29:1419-1432. [PMID: 30741092 DOI: 10.1177/1049732319827282] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/09/2023]
Abstract
How do minorities differ from Whites in their interactions with the broader consumeristic health culture in the United States? We explore this question by investigating the role that acculturation plays in minority and White patients' views of prescription drugs and the direct-to-consumer advertising (DTCA) of prescription drugs. Drawing on data from six race-based focus groups, we find that patients' views of prescription drugs affect their responses to DTCA. While both minorities and Whites value the information they receive from DTCA, level of acculturation predicts how minorities use the information they receive from DTCA. Less acculturated minorities have healthworlds and cultural health toolkits that are not narrowly focused on prescription drugs. This results in skepticism on the part of less acculturated minorities toward pharmaceuticals as treatment options. In this article, we argue that researchers must consider the role acculturation plays in explaining patients' health dispositions and their consumeristic health orientations.
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Betts KR, Boudewyns V, Aikin KJ, Squire C, Dolina S, Hayes JJ, Southwell BG. Serious and actionable risks, plus disclosure: Investigating an alternative approach for presenting risk information in prescription drug television advertisements. Res Social Adm Pharm 2017; 14:951-963. [PMID: 28844621 DOI: 10.1016/j.sapharm.2017.07.015] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/07/2017] [Revised: 06/19/2017] [Indexed: 11/25/2022]
Abstract
BACKGROUND Broadcast direct-to-consumer (DTC) prescription drug ads that present product claims are required to also present the product's major risks. Debate exists regarding how much information should be included in these major risk statements. Some argue that such statements expose people to unnecessary amounts of information, while others argue that they leave out important information. OBJECTIVES Examine the impact of type of risk statement (unedited versus serious and actionable risks only) and a disclosure indicating that not all risks are presented on consumers' ability to remember the important risks and benefits of a drug following exposure to a DTC television advertisement (ad). Risk and benefit perceptions, ad-prompted actions, recognition of the disclosure statement, and evaluations of both the disclosure and risk statement were also examined. METHODS A web-based experiment was conducted in which US adults who self-reported as having depression (N = 500), insomnia (N = 500), or high cholesterol (N = 500) were randomly assigned to view one of four versions of the television ad, and then complete a questionnaire. RESULTS The type of risk statement had a significant effect on risk recall and recognition, benefit recognition, perceived risk severity (depression condition only), and perceived benefit magnitude (high cholesterol condition only). Disclosure recognition (using bias-corrected scores) ranged from 63% to 70% across the three illness samples. CONCLUSIONS The revised risk statement improved overall processing of the television ad, as evidenced by improved risk recall and recognition and improved benefit recognition. Further, the presence of the disclosure did not adversely affect consumers' processing of drug risk and benefit information. Therefore, limiting the risks presented in DTC television ads and including a disclosure alerting consumers that not all risks are presented may be an effective strategy for communicating product risks.
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Affiliation(s)
- Kevin R Betts
- U.S. Food and Drug Administration, Office of Prescription Drug Promotion, 10903 New Hampshire Ave., Silver Spring, MD 20993, USA.
| | - Vanessa Boudewyns
- RTI International, Center for Communication Science, 3040 E. Cornwallis Rd., Research Triangle Park, NC 27709, USA.
| | - Kathryn J Aikin
- U.S. Food and Drug Administration, Office of Prescription Drug Promotion, 10903 New Hampshire Ave., Silver Spring, MD 20993, USA.
| | - Claudia Squire
- RTI International, Center for Communication Science, 3040 E. Cornwallis Rd., Research Triangle Park, NC 27709, USA.
| | - Suzanne Dolina
- RTI International, Center for Communication Science, 3040 E. Cornwallis Rd., Research Triangle Park, NC 27709, USA.
| | - Jennifer J Hayes
- RTI International, Center for Communication Science, 3040 E. Cornwallis Rd., Research Triangle Park, NC 27709, USA.
| | - Brian G Southwell
- RTI International, Center for Communication Science, 3040 E. Cornwallis Rd., Research Triangle Park, NC 27709, USA.
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Curtis JR, Chen L, Higginbotham P, Nowell WB, Gal-Levy R, Willig J, Safford M, Coe J, O'Hara K, Sa'adon R. Social media for arthritis-related comparative effectiveness and safety research and the impact of direct-to-consumer advertising. Arthritis Res Ther 2017; 19:48. [PMID: 28270190 PMCID: PMC5341200 DOI: 10.1186/s13075-017-1251-y] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2016] [Accepted: 02/01/2017] [Indexed: 11/10/2022] Open
Abstract
Background Social media may complement traditional data sources to answer comparative effectiveness/safety questions after medication licensure. Methods The Treato platform was used to analyze all publicly available social media data including Facebook, blogs, and discussion boards for posts mentioning inflammatory arthritis (e.g. rheumatoid, psoriatic). Safety events were self-reported by patients and mapped to medical ontologies, resolving synonyms. Disease and symptom-related treatment indications were manually redacted. The units of analysis were unique terms in posts. Pre-specified conditions (e.g. herpes zoster (HZ)) were selected based upon safety signals from clinical trials and reported as pairwise odds ratios (ORs); drugs were compared with Fisher’s exact test. Empirically identified events were analyzed using disproportionality analysis and reported as relative reporting ratios (RRRs). The accuracy of a natural language processing (NLP) classifier to identify cases of shingles associated with arthritis medications was assessed. Results As of October 2015, there were 785,656 arthritis-related posts. Posts were predominantly US posts (75%) from patient authors (87%) under 40 years of age (61%). For HZ posts (n = 1815), ORs were significantly increased with tofacitinib versus other rheumatoid arthritis therapies. ORs for mentions of perforated bowel (n = 13) were higher with tocilizumab versus other therapies. RRRs associated with tofacitinib were highest in conditions related to baldness and hair regrowth, infections and cancer. The NLP classifier had a positive predictive value of 91% to identify HZ. There was a threefold increase in posts following television direct-to-consumer advertisement (p = 0.04); posts expressing medication safety concerns were significantly more frequent than favorable posts. Conclusion Social media is a challenging yet promising data source that may complement traditional approaches for comparative effectiveness research for new medications.
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Affiliation(s)
- Jeffrey R Curtis
- The University of Alabama at Birmingham, FOT 802, 1720 2nd Ave S, Birmingham, AL, 35294-3408, USA.
| | - Lang Chen
- The University of Alabama at Birmingham, FOT 802, 1720 2nd Ave S, Birmingham, AL, 35294-3408, USA
| | - Phillip Higginbotham
- The University of Alabama at Birmingham, FOT 802, 1720 2nd Ave S, Birmingham, AL, 35294-3408, USA
| | | | | | - James Willig
- The University of Alabama at Birmingham, FOT 802, 1720 2nd Ave S, Birmingham, AL, 35294-3408, USA
| | | | - Joseph Coe
- Global Healthy Living Foundation/CreakyJoints, Upper Nyack, NY, USA
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Minard LV, Corkum A, Sketris I, Fisher J, Zhang Y, Saleh A. Trends in Statin Use in Seniors 1999 to 2013: Time Series Analysis. PLoS One 2016; 11:e0158608. [PMID: 27434392 PMCID: PMC4951112 DOI: 10.1371/journal.pone.0158608] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2016] [Accepted: 06/17/2016] [Indexed: 01/24/2023] Open
Abstract
PURPOSE To examine HMG-CoA reductase inhibitor (statin) drug dispensing patterns to Nova Scotia Seniors' Pharmacare program (NSSPP) beneficiaries over a 14-year period in response to: 1) rosuvastatin market entry in 2003, 2) JUPITER trial publication in 2008, and 3) generic atorvastatin availability in 2010. METHODS All NSSPP beneficiaries who redeemed at least one prescription for a statin from April 1, 1999 to March 31, 2013 were included. Aggregated, anonymous monthly prescription counts were extracted by the Nova Scotia Department of Health and Wellness (Nova Scotia, Canada) and changes in dispensing patterns of statins were measured. Data were analyzed using descriptive analyses and interrupted time series methods. RESULTS The percentage of NSSPP beneficiaries dispensed any statin increased from 5.3% in April 1999 to 20.7% in March 2013. In 1999, most NSSPP beneficiaries were dispensed either simvastatin (29.5%) or atorvastatin (28.7%). When rosuvastatin was added to the NSSPP Formulary in August 2003, prescriptions dispensed for simvastatin, lovastatin, pravastatin, and fluvastatin declined significantly (slope change, -0.0027; 95% confidence interval (CI), (-0.0046, -0.0009)). This significant decline continued following the publication of JUPITER (level change, -0.1974; 95% CI, (-0.2991, -0.0957)) and the availability of generic atorvastatin (level change, -0.2436; 95% CI, (-0.3314, -0.1558)). Atorvastatin was not significantly affected by any of the three interventions, although it maintained an overall decreasing trend. Only upon the availability of generic atorvastatin did the upward trend in rosuvastatin use decrease significantly (slope change, -0.0010, 95% CI, (-0.0015, -0.0005)). CONCLUSIONS The type and rate of statins dispensed to NSSPP beneficiaries changed from 1999 to 2013 in response to the availability of new agents and publication of the JUPITER trial. The overall proportion of NSSPP beneficiaries dispensed a statin increased approximately 4-fold during the study period. In 2013, rosuvastatin was the most commonly dispensed statin (44.1%) followed by atorvastatin (39.1%).
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Affiliation(s)
- Laura V. Minard
- College of Pharmacy, Dalhousie University, Halifax, Nova Scotia, Canada
| | - Amber Corkum
- Statistical Consulting Unit, Acadia University, Wolfville, Nova Scotia, Canada
| | - Ingrid Sketris
- College of Pharmacy, Dalhousie University, Halifax, Nova Scotia, Canada
| | - Judith Fisher
- Nova Scotia Department of Health and Wellness, Halifax, Nova Scotia, Canada
| | - Ying Zhang
- Statistical Consulting Unit, Acadia University, Wolfville, Nova Scotia, Canada
| | - Ahmed Saleh
- Faculty of Medicine, Dalhousie University, Halifax, Nova Scotia, Canada
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