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Maruf AA, Shields M, Fryza A, Wondrasek A, Leong C, Kowalec K, Bousman C. Knowledge and perceptions of pharmacogenomics among pharmacists in Manitoba, Canada. Pharmacogenomics 2024; 25:175-186. [PMID: 38506345 DOI: 10.2217/pgs-2024-0013] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/21/2024] Open
Abstract
Objective: This work was designed to describe the knowledge and perceptions of pharmacogenomics (PGx) among pharmacists in the Canadian province of Manitoba. Methods: A 40-item, web-based survey was distributed to pharmacists in Manitoba. Results: Of 74 participants, one third had some education or training in PGx, and 12.2% had used PGx test results in their practice. Participants' self-rated knowledge of PGx testing and common PGx resources (e.g., Pharmacogenomics Knowledge Base, Clinical Pharmacogenetics Implementation Consortium) was low. Most pharmacists surveyed believe that PGx can improve medication efficacy (82.4%) or prevent adverse drug reactions (81.1%). Most (91%) desired more education on PGx. Conclusion: Manitoba pharmacists reported positive perceptions toward PGx. However, they are currently underprepared to implement PGx into practice.
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Affiliation(s)
- Abdullah Al Maruf
- College of Pharmacy, University of Manitoba, Winnipeg, MB, R3E 0T5, Canada
- Children's Hospital Research Institute of Manitoba, Winnipeg, Manitoba, R3E 3P4, Canada
- The Mathison Centre for Mental Health Research & Education, Hotchkiss Brain Institute, University of Calgary, Calgary, AB, T2N 4Z6, Canada
- Department of Psychiatry, Cumming School of Medicine, University of Calgary, Calgary, AB, T2N 1N4, Canada
| | - Meagan Shields
- Department of Medical Genetics, University of Calgary, Calgary, AB, T2N 4N2, Canada
| | - Amber Fryza
- College of Pharmacy, University of Manitoba, Winnipeg, MB, R3E 0T5, Canada
| | - Amanda Wondrasek
- College of Pharmacy, University of Manitoba, Winnipeg, MB, R3E 0T5, Canada
| | - Christine Leong
- College of Pharmacy, University of Manitoba, Winnipeg, MB, R3E 0T5, Canada
- Children's Hospital Research Institute of Manitoba, Winnipeg, Manitoba, R3E 3P4, Canada
- Department of Psychiatry, Max Rady College of Medicine, University of Manitoba, MB, R3E 3N4, Canada
| | - Kaarina Kowalec
- College of Pharmacy, University of Manitoba, Winnipeg, MB, R3E 0T5, Canada
- Department of Medical Epidemiology & Biostatistics, Karolinska Institute, Stockholm, Sweden
| | - Chad Bousman
- The Mathison Centre for Mental Health Research & Education, Hotchkiss Brain Institute, University of Calgary, Calgary, AB, T2N 4Z6, Canada
- Department of Psychiatry, Cumming School of Medicine, University of Calgary, Calgary, AB, T2N 1N4, Canada
- Department of Medical Genetics, University of Calgary, Calgary, AB, T2N 4N2, Canada
- Departments of Physiology & Pharmacology & Community Health Sciences, University of Calgary, Calgary, AB, T2N 1N4, Canada
- Alberta Children's Hospital Research Institute, University of Calgary, Calgary, AB, T2N 4N1, Canada
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Soueid R, Michael TJF, Cairns R, Charles KA, Stocker SL. A Scoping Review of Pharmacogenomic Educational Interventions to Improve Knowledge and Confidence. AMERICAN JOURNAL OF PHARMACEUTICAL EDUCATION 2024; 88:100668. [PMID: 38331197 DOI: 10.1016/j.ajpe.2024.100668] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/17/2023] [Revised: 01/31/2024] [Accepted: 02/02/2024] [Indexed: 02/10/2024]
Abstract
OBJECTIVES Poor knowledge and confidence in pharmacogenomics are key barriers to implementation. Education of future health care professionals is required to enhance appropriate use of pharmacogenomics; however, the optimal education approach is unclear. This systematic scoping review evaluates pharmacogenomic educational interventions to improve knowledge and confidence. FINDINGS A total of 24 studies were included. Most (90%) studies delivered pharmacogenomic education to pharmacy students and consisted of didactic lectures and workshops with case studies. To supplement case studies, self or class aggregated (52%, 12 of 23), mock (43%, 10 of 23) or faculty member provided (4%, 1 of 23) pharmacogenomic data were used in the case scenarios. All studies used quantitative methods, including student assessments and scaled surveys to assess the impact of the educational intervention on knowledge and/or confidence in pharmacogenomics. On average, the educational interventions improved knowledge acquisition by 21%, confidence in pharmacogenomic data interpretation by 37%, confidence in communication of pharmacogenomic information to patients by 41% and to health care professionals by 44%. Improvement in communication with other health care professionals was greater in students involved in interprofessional learning compared to self-pharmacogenomic testing. SUMMARY The measures used to determine the effect of educational interventions on student knowledge and confidence varied. Innovative pedagogy, specifically interactive case-based learning and simulation such as interprofessional learning, enhances the knowledge and confidence of students in pharmacogenomics. Course-embedded self-pharmacogenomic testing may offer a supplementary, interactive component to case-based learning by using real-life reports as the foundation of knowledge and confidence acquisition.
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Affiliation(s)
- Ruby Soueid
- School of Pharmacy, Faculty of Medicine and Health, The University of Sydney, Camperdown, NSW, Australia
| | - Toni J F Michael
- School of Pharmacy, Faculty of Medicine and Health, The University of Sydney, Camperdown, NSW, Australia
| | - Rose Cairns
- School of Pharmacy, Faculty of Medicine and Health, The University of Sydney, Camperdown, NSW, Australia
| | - Kellie A Charles
- School of Pharmacy, Faculty of Medicine and Health, The University of Sydney, Camperdown, NSW, Australia
| | - Sophie L Stocker
- School of Pharmacy, Faculty of Medicine and Health, The University of Sydney, Camperdown, NSW, Australia; School of Clinical Medicine, Faculty of Medicine and Healthy, University of New South Wales, Sydney, NSW, Australia; Department of Clinical Pharmacology and Toxicology, St Vincent's Hospital, Sydney, Sydney, NSW, Australia.
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Li LJ, Legeay S, Gagnon AL, Frigon MP, Tessier L, Tremblay K. Moving towards the implementation of pharmacogenetic testing in Quebec. Front Genet 2024; 14:1295963. [PMID: 38234998 PMCID: PMC10791884 DOI: 10.3389/fgene.2023.1295963] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/17/2023] [Accepted: 12/11/2023] [Indexed: 01/19/2024] Open
Abstract
Clinical implementation of pharmacogenetics (PGx) into routine care will elevate the current paradigm of treatment decisions. However, while PGx tests are increasingly becoming reliable and affordable, several barriers have limited their widespread usage in Canada. Globally, over ninety successful PGx implementors can serve as models. The purpose of this paper is to outline the PGx implementation barriers documented in Quebec (Canada) to suggest efficient solutions based on existing PGx clinics and propose an adapted clinical implementation model. We conclude that the province of Quebec is ready to implement PGx.
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Affiliation(s)
- Ling Jing Li
- Centre Intégré Universitaire de Santé et de Services Sociaux Du Saguenay-Lac-Saint-Jean (Chicoutimi University Hospital), Research Center, Saguenay, QC, Canada
- Medicine Department, Faculty of Medicine and Health Sciences, Université de Sherbrooke, Saguenay, QC, Canada
| | - Samuel Legeay
- Centre Intégré Universitaire de Santé et de Services Sociaux Du Saguenay-Lac-Saint-Jean (Chicoutimi University Hospital), Research Center, Saguenay, QC, Canada
- Medicine Department, Faculty of Medicine and Health Sciences, Université de Sherbrooke, Saguenay, QC, Canada
- University Angers, [CHU Angers], Inserm, CNRS, MINT, Angers, France
| | - Ann-Lorie Gagnon
- Centre Intégré Universitaire de Santé et de Services Sociaux Du Saguenay-Lac-Saint-Jean (Chicoutimi University Hospital), Research Center, Saguenay, QC, Canada
| | - Marie-Pier Frigon
- Centre Intégré Universitaire de Santé et de Services Sociaux Du Saguenay-Lac-Saint-Jean (Chicoutimi University Hospital), Research Center, Saguenay, QC, Canada
- Pediatrics Department, Faculty of Medicine and Health Sciences, Université de Sherbrooke, Sherbrooke, QC, Canada
| | - Laurence Tessier
- Centre Intégré Universitaire de Santé et de Services Sociaux Du Saguenay-Lac-Saint-Jean (Chicoutimi University Hospital), Research Center, Saguenay, QC, Canada
- Pharmacology-Physiology Department, Faculty of Medicine and Health Sciences, Université de Sherbrooke, Saguenay, QC, Canada
| | - Karine Tremblay
- Centre Intégré Universitaire de Santé et de Services Sociaux Du Saguenay-Lac-Saint-Jean (Chicoutimi University Hospital), Research Center, Saguenay, QC, Canada
- Pharmacology-Physiology Department, Faculty of Medicine and Health Sciences, Université de Sherbrooke, Saguenay, QC, Canada
- Centre de Recherche Du Centre Hospitalier Universitaire de Sherbrooke (CR-CHUS), Sherbrooke, QC, Canada
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Wondrasek A, Fryza A, Aziz MA, Leong C, Kowalec K, Maruf AA. Knowledge, perceptions, and attitudes toward pharmacogenomics among pharmacists and pharmacy students: A systematic review. Health Sci Rep 2024; 7:e1844. [PMID: 38274140 PMCID: PMC10809028 DOI: 10.1002/hsr2.1844] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/12/2023] [Revised: 12/09/2023] [Accepted: 01/08/2024] [Indexed: 01/27/2024] Open
Abstract
Background and Aims Pharmacists have been recognized as one of the most qualified healthcare professionals in the clinical implementation of pharmacogenomics, yet its widespread implementation in clinical pharmacy practice has remained limited. The review aims to systematically investigate knowledge, perceptions, and attitudes toward pharmacogenomics among pharmacists and pharmacy students to inform the future delivery of pharmacogenomics education programs. Methods PubMed, MEDLINE, Embase, Scopus, and the International Pharmaceutical Abstracts were searched up to May 17, 2022. Studies were selected if they included data on pharmacists' or pharmacy students' knowledge, perception, or attitude about pharmacogenomics and were published in a peer-reviewed, English-language journal with full-text availability. Any published study not deemed original research was excluded. All included studies were critically appraised using the Center for Evidence-Based Management's critical appraisal tools. The data were descriptively analyzed and presented based on pharmacists' and pharmacy students' knowledge/awareness, perception/attitudes toward pharmacogenomic (PGx), confidence in using or interpreting PGx testing results, and their desire to get further PGx education or their most preferred method of further education. Results A combined total of 12,430 pharmacists and pharmacy students from 26 countries are represented in the 52 included studies. Despite overwhelmingly positive attitudes and perceptions toward pharmacogenomics among pharmacists and pharmacy students, an overall lack of adequate knowledge and confidence was found. The review also found a strong desire for further pharmacogenomics education among pharmacists and pharmacy students. Conclusion Pharmacists and pharmacy students have positive perceptions and attitudes toward pharmacogenomics, which is hindered by a lack of knowledge and confidence. However, inadequate control for confounders, limited representativeness of the studied population or region, and small sample sizes diminish the generalizability of the review results. Knowledge and confidence could be improved through enhanced delivery of pharmacogenomic courses within the pharmacy curriculum and continuing education programs.
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Affiliation(s)
- Amanda Wondrasek
- College of Pharmacy, Rady Faculty of Health SciencesUniversity of ManitobaWinnipegCanada
| | - Amber Fryza
- College of Pharmacy, Rady Faculty of Health SciencesUniversity of ManitobaWinnipegCanada
| | - Md. Abdul Aziz
- College of Pharmacy, Rady Faculty of Health SciencesUniversity of ManitobaWinnipegCanada
- Bangladesh Pharmacogenomics Research Network (BdPGRN)DhakaBangladesh
| | - Christine Leong
- College of Pharmacy, Rady Faculty of Health SciencesUniversity of ManitobaWinnipegCanada
- Department of Psychiatry, Max Rady College of MedicineUniversity of ManitobaWinnipegCanada
| | - Kaarina Kowalec
- College of Pharmacy, Rady Faculty of Health SciencesUniversity of ManitobaWinnipegCanada
- Department of Medical Epidemiology and BiostatisticsKarolinska InstituteStockholmSweden
| | - Abdullah Al Maruf
- College of Pharmacy, Rady Faculty of Health SciencesUniversity of ManitobaWinnipegCanada
- Bangladesh Pharmacogenomics Research Network (BdPGRN)DhakaBangladesh
- The Mathison Centre for Mental Health Research & Education, Cumming School of Medicine, Department of PsychiatryUniversity of CalgaryCalgaryCanada
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Maruf AA, Aziz MA. The Potential Roles of Pharmacists in the Clinical Implementation of Pharmacogenomics. PHARMACY 2023; 11:180. [PMID: 37987390 PMCID: PMC10661263 DOI: 10.3390/pharmacy11060180] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2023] [Accepted: 11/17/2023] [Indexed: 11/22/2023] Open
Abstract
The field of pharmacogenomics is at the forefront of a healthcare revolution, promising to usher in a new era of precision medicine [...].
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Affiliation(s)
- Abdullah Al Maruf
- College of Pharmacy, Rady Faculty of Health Sciences, University of Manitoba, Winnipeg, MB R3E OT5, Canada;
- Bangladesh Pharmacogenomics Research Network (BdPGRN), Dhaka 1219, Bangladesh
- The Mathison Centre for Mental Health Research & Education, Hotchkiss Brain Institute, University of Calgary, Calgary, AB T2N 4Z6, Canada
- Department of Psychiatry, Cumming School of Medicine, University of Calgary, Calgary, AB T2N 4N1, Canada
| | - Md. Abdul Aziz
- College of Pharmacy, Rady Faculty of Health Sciences, University of Manitoba, Winnipeg, MB R3E OT5, Canada;
- Bangladesh Pharmacogenomics Research Network (BdPGRN), Dhaka 1219, Bangladesh
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Hjemås BJ, Bøvre K, Bjerknes K, Mathiesen L, Mellingsaeter MCR, Molden E. Implementation of pharmacogenetic testing in medication reviews in a hospital setting. Br J Clin Pharmacol 2023; 89:3116-3125. [PMID: 37277227 DOI: 10.1111/bcp.15815] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/16/2023] [Revised: 05/15/2023] [Accepted: 05/28/2023] [Indexed: 06/07/2023] Open
Abstract
AIM To investigate whether it is feasible to perform pharmacogenetic testing and implement the test results as part of medication reviews during hospitalization of multimorbid patients. METHODS Patients with ≥2 chronic conditions and ≥5 regular drugs with at least one potential gene-drug interaction (GDI) were included from one geriatric and one cardiology ward for pharmacogenetic testing. After inclusion by the study pharmacist, blood samples were collected and shipped to the laboratory for analysis. For patients still hospitalized at the time when the pharmacogenetic test results were available, the information was used in medication reviews. Recommendations from the pharmacist on actionable GDIs were communicated to the hospital physicians, who subsequently decided on potential immediate changes or forwarded suggestions in referrals to general practitioners. RESULTS The pharmacogenetic test results were available for medication review in 18 of the 46 patients (39.1%), where median length of hospital stay was 4.7 days (1.6-18.3). The pharmacist recommended medication changes for 21 of 49 detected GDIs (42.9%). The hospital physicians accepted 19 (90.5%) of the recommendations. The most commonly detected GDIs involved metoprolol (CYP2D6 genotype), clopidogrel (CYP2C19 genotype) and atorvastatin (CYP3A4/5 and SLCOB1B1 genotype). CONCLUSIONS The study shows that implementation of pharmacogenetic testing for medication review of hospitalized patients has the potential to improve drug treatment before being transferred to primary care. However, the logistics workflow needs to be further optimized, as test results were available during hospitalization for less than half of the patients included in the study.
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Affiliation(s)
| | - Katrine Bøvre
- Hospital Pharmacies Enterprise, South Eastern Norway, Oslo, Norway
| | | | - Liv Mathiesen
- Department of Pharmacy, University of Oslo, Oslo, Norway
| | | | - Espen Molden
- Department of Pharmacy, University of Oslo, Oslo, Norway
- Center for Psychopharmacology, Diakonhjemmet Hospital, Oslo, Norway
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7
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Ramsey LB, Prows CA, Tang Girdwood S, Van Driest S. Current Practices in Pharmacogenomics. Pediatr Clin North Am 2023; 70:995-1011. [PMID: 37704356 PMCID: PMC10865383 DOI: 10.1016/j.pcl.2023.05.010] [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] [Indexed: 09/15/2023]
Abstract
Pharmacogenomics, where genomic information is used to tailor medication management, is a strategy to maximize drug efficacy and minimize toxicity. Although pediatric evidence is less robust than for adults, medications influenced by pharmacogenomics are prescribed to children and adolescents. Evidence-based guidelines and drug label annotations are available from the Clinical Pharmacogenetics Implementation Consortium (CPIC) and the Pharmacogenomics Knowledgebase (PharmGKB). Some pediatric health care facilities use pharmacogenomics to provide dosing recommendations to pediatricians. Herein, we use a case-based approach to illustrate the use of pharmacogenomic data in pediatric clinical care and provide resources for finding and using pharmacogenomic guidelines.
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Affiliation(s)
- Laura B Ramsey
- Division of Clinical Pharmacology, Cincinnati Children's Hospital Medical Center, College of Medicine, University of Cincinnati, 3333 Burnet Avenue, MLC 6018, Cincinnati, OH 45229, USA; Division of Research in Patient Services, Cincinnati Children's Hospital Medical Center, College of Medicine, University of Cincinnati, 3333 Burnet Avenue, MLC 6018, Cincinnati, OH 45229, USA; Department of Pediatrics, University of Cincinnati College of Medicine, 3333 Burnet Avenue, MLC 9016, Cincinnati, OH 45529, USA.
| | - Cynthia A Prows
- Division of Human Genetics, Department of Pediatrics and Center for Professional Excellence, Patient Services, Cincinnati Children's Hospital Medical Center, College of Medicine, University of Cincinnati, 3333 Burnet Avenue, MLC 6018, Cincinnati, OH 45229, USA
| | - Sonya Tang Girdwood
- Department of Pediatrics, University of Cincinnati College of Medicine, 3333 Burnet Avenue, MLC 9016, Cincinnati, OH 45529, USA; Division of Hospital Medicine, Cincinnati Children's Hospital Medical Center, 3333 Burnet Avenue, MLC 9016, Cincinnati, OH 45529, USA; Division of Clinical Pharmacology, Cincinnati Children's Hospital Medical Center, 3333 Burnet Avenue, MLC 9016, Cincinnati, OH 45529, USA
| | - Sara Van Driest
- Department of Pediatrics, Vanderbilt University Medical Center, 2200 Children's Way, 8232 DOT, Nashville, TN 37205, USA
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Murry LT, Hillman LA, Allen JD, Bishop JR. Intersection and Considerations for Patient-Centered Care, Patient Experience, and Medication Experience in Pharmacogenomics. PHARMACY 2023; 11:146. [PMID: 37736918 PMCID: PMC10514786 DOI: 10.3390/pharmacy11050146] [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: 07/10/2023] [Revised: 08/25/2023] [Accepted: 09/11/2023] [Indexed: 09/23/2023] Open
Abstract
As healthcare continues to embrace the concept of person- and patient-centered care, pharmacogenomics, patient experience, and medication experience will continue to play an increasingly important role in care delivery. This review highlights the intersection between these concepts and provides considerations for patient-centered medication and pharmacogenomic experiences. Elements at the patient, provider, and system level can be considered in the discussion, supporting the use of pharmacogenomics, with components of the patient and medication experience contributing to the mitigation of barriers surrounding patient use and the valuation of pharmacogenomic testing.
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Affiliation(s)
- Logan T. Murry
- College of Pharmacy, The University of Iowa, Iowa City, IA 52242, USA
| | - Lisa A. Hillman
- College of Pharmacy, The University of Minnesota, Minneapolis, MN 55455, USA; (L.A.H.); or (J.D.A.); (J.R.B.)
| | - Josiah D. Allen
- College of Pharmacy, The University of Minnesota, Minneapolis, MN 55455, USA; (L.A.H.); or (J.D.A.); (J.R.B.)
- Department of Pharmacy, St. Elizabeth Healthcare, Edgewood, KY 41017, USA
| | - Jeffrey R. Bishop
- College of Pharmacy, The University of Minnesota, Minneapolis, MN 55455, USA; (L.A.H.); or (J.D.A.); (J.R.B.)
- Medical School, The University of Minnesota, Minneapolis, MN 55455, USA
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Haga SB. The Critical Role of Pharmacists in the Clinical Delivery of Pharmacogenetics in the U.S. PHARMACY 2023; 11:144. [PMID: 37736916 PMCID: PMC10514841 DOI: 10.3390/pharmacy11050144] [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: 07/31/2023] [Revised: 09/05/2023] [Accepted: 09/05/2023] [Indexed: 09/23/2023] Open
Abstract
Since the rebirth of pharmacogenomics (PGx) in the 1990s and 2000s, with new discoveries of genetic variation underlying adverse drug response and new analytical technologies such as sequencing and microarrays, there has been much interest in the clinical application of PGx testing. The early involvement of pharmacists in clinical studies and the establishment of organizations to support the dissemination of information about PGx variants have naturally resulted in leaders in clinical implementation. This paper presents an overview of the evolving role of pharmacists, and discusses potential challenges and future paths, primarily focused in the U.S. Pharmacists have positioned themselves as leaders in clinical PGx testing, and will prepare the next generation to utilize PGx testing in their scope of practice.
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Affiliation(s)
- Susanne B Haga
- Division of General Internal Medicine, Department of Medicine, School of Medicine, Duke University, 101 Science Drive, Durham, NC 27708, USA
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10
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Farrell CL, Goodbar N, McCaslan M, Moore H, Lee JA, Wu J, Messersmith A. Assessing the pharmacy students' knowledge of genetic counseling with genetic variants that are associated with inherited disease. CURRENTS IN PHARMACY TEACHING & LEARNING 2023; 15:754-760. [PMID: 37507313 DOI: 10.1016/j.cptl.2023.07.006] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/03/2022] [Revised: 06/02/2023] [Accepted: 07/12/2023] [Indexed: 07/30/2023]
Abstract
BACKGROUND AND PURPOSE To assess pharmacy students' understanding of the importance of genetic counseling through a didactic lecture and active in-class learning exercise in a required pharmacogenomics course. EDUCATIONAL ACTIVITY AND SETTING During the second year, students are enrolled in a two-credit hour pharmacogenomics course which is taught by multiple faculty members from various disciplines. The pharmacy students were taught the clinical importance of genetic results and counseling patients on their individualized reports by a clinical laboratory geneticist and a clinical genetic counselor. After completion of the didactic portion of the class, students practiced genetic counseling skills through role playing with clinical cases involving genetic reports. Students' knowledge of clinical applications of pharmacogenomic data was assessed prior to and following the counseling experience. FINDINGS A paired sample t-test was chosen to analyze the data to determine if there was a difference in mean scores upon the completion of the lecture. There was a statistically significant mean difference between the total scores for the pretest (mean (M) = 37.89, SD = 6.66) and the total scores for the posttest (M = 48.33, SD = 5.24); t(140) = 17.53, P < .001, α = 0.05. The effect size for this analysis (d = 1.74) surpassed Cohen's determination for large effect (d = 0.8). SUMMARY The genetic counseling lecture and activity increased the students' overall awareness of the importance of how sensitive genetic information is reported and delivered to patients.
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Affiliation(s)
- Christopher L Farrell
- Department of Pharmaceutical and Administrative Sciences, Presbyterian College School of Pharmacy, Clinton, SC, United States.
| | - Nancy Goodbar
- Department of Pharmacy Practice, Presbyterian College School of Pharmacy, Clinton, SC, United States
| | - Mandy McCaslan
- Presbyterian College School of Pharmacy, Clinton, SC, United States
| | - Hannah Moore
- Greenwood Genetics Center, Greenwood, SC, United States
| | | | - Jun Wu
- Department of Pharmaceutical and Administrative Sciences, Presbyterian College School of Pharmacy, Clinton, SC, United States
| | - Amy Messersmith
- Department of Pharmaceutical and Administrative Sciences, Presbyterian College School of Pharmacy, Clinton, SC, United States
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Levens AD, den Haan MC, Jukema JW, Heringa M, van den Hout WB, Moes DJAR, Swen JJ. Feasibility of Community Pharmacist-Initiated and Point-of-Care CYP2C19 Genotype-Guided De-Escalation of Oral P2Y12 Inhibitors. Genes (Basel) 2023; 14:genes14030578. [PMID: 36980851 PMCID: PMC10048116 DOI: 10.3390/genes14030578] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/07/2023] [Revised: 02/16/2023] [Accepted: 02/21/2023] [Indexed: 03/02/2023] Open
Abstract
Tailoring antiplatelet therapy based on CYP2C19 pharmacogenetic (PGx) testing can improve cardiovascular outcomes and potentially reduce healthcare costs in patients on a P2Y12-inhibitor regime with prasugrel or ticagrelor. However, ubiquitous adoption—particularly in an outpatient setting—remains limited. We conducted a proof-of-concept study to evaluate the feasibility of CYP2C19-guided de-escalation of prasugrel/ticagrelor to clopidogrel through point-of-care (POC) PGx testing in the community pharmacy. Multiple feasibility outcomes were assessed. Overall, 144 patients underwent CYP2C19 PGx testing in 27 community pharmacies. Successful test results were obtained in 142 patients (98.6%). De-escalation to clopidogrel occurred in 19 patients (20%) out of 95 (67%) eligible for therapy de-escalation, which was mainly due to PGx testing not being included in cardiology guidelines. Out of the 119 patients (84%) and 14 pharmacists (100%) surveyed, 109 patients (92%) found the community pharmacy a suitable location for PGx testing, and the majority of pharmacists (86%) thought it has added value. Net costs due to PGx testing were estimated at €43 per patient, which could be reduced by earlier testing and could turn into savings if de-escalation would double to 40%. Although the observed de-escalation rate was low, POC CYP2C19-guided de-escalation to clopidogrel appears feasible in a community pharmacy setting.
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Affiliation(s)
- Amar D. Levens
- Department of Clinical Pharmacy & Toxicology, Leiden University Medical Center, 2333 ZA Leiden, The Netherlands
| | - Melina C. den Haan
- Department of Cardiology, Leiden University Medical Center, 2333 ZA Leiden, The Netherlands
| | - J. Wouter Jukema
- Department of Cardiology, Leiden University Medical Center, 2333 ZA Leiden, The Netherlands
- Netherlands Heart Institute, 3511 EP Utrecht, The Netherlands
| | - Mette Heringa
- SIR Institute for Pharmacy Practice and Policy, 2331 JE Leiden, The Netherlands
| | - Wilbert B. van den Hout
- Department of Biomedical Data Sciences, Leiden University Medical Center, 2333 ZA Leiden, The Netherlands
| | - Dirk Jan A. R. Moes
- Department of Clinical Pharmacy & Toxicology, Leiden University Medical Center, 2333 ZA Leiden, The Netherlands
| | - Jesse J. Swen
- Department of Clinical Pharmacy & Toxicology, Leiden University Medical Center, 2333 ZA Leiden, The Netherlands
- Correspondence:
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Isono T, Hira D, Ikeda Y, Kawahara M, Noda S, Nishida A, Inatomi O, Fujimoto N, Andoh A, Terada T, Morita SY. Single-Nucleotide Polymorphisms, c.415C > T (Arg139Cys) and c.416G > A (Arg139His), in the NUDT15 Gene Are Associated with Thiopurine-Induced Leukopenia. Biol Pharm Bull 2023; 46:412-418. [PMID: 36858569 DOI: 10.1248/bpb.b22-00686] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/03/2023]
Abstract
While nucleoside diphosphate-linked moiety X-type motif 15 (NUDT15) gene polymorphism Arg139Cys (rs116855232) is known to be a risk factor for thiopurine-induced severe leukopenia, association with the NUDT15 gene polymorphism Arg139His (rs147390019) has not yet been clarified. In addition, the accuracy of TaqMan PCR to assess these two polymorphisms has not been investigated. In this study, we evaluated TaqMan PCR for detection of the NUDT15 single-nucleotide polymorphisms (SNPs) and examined the clinical impact of Arg139His on thiopurine-induced leukopenia. First, we demonstrated that a TaqMan PCR assay successfully detected the Arg139His polymorphism of NUDT15 in clinical samples. Next, the NUDT15 gene polymorphisms (Arg139Cys and Arg139His) were separately analyzed by TaqMan Real-Time PCR in 189 patients from August 2018 to July 2019. The incidences of leukopenia within 2 years were 16.2, 57.9, and 100% for arginine (Arg)/Arg, Arg/cysteine (Cys), and Arg/histidine (His), respectively. The leukopenia was significantly increased in Arg/Cys and Arg/His compared with Arg/Arg. This retrospective clinical study indicated that, in addition to Arg139Cys, Arg139His may be clinically associated with a high risk of leukopenia. Pharmacogenomics will help in selecting drugs and determining the individualized dosage of thiopurine drugs.
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Affiliation(s)
- Tetsuichiro Isono
- Department of Pharmacy, Shiga University of Medical Science Hospital
| | - Daiki Hira
- Department of Pharmacy, Shiga University of Medical Science Hospital.,Department of Clinical Pharmacology and Therapeutics, Kyoto University Hospital.,College of Pharmaceutical Sciences, Ritsumeikan University
| | - Yoshito Ikeda
- Department of Pharmacy, Shiga University of Medical Science Hospital
| | - Masahiro Kawahara
- Department of Gastroenterology and Hematology, Shiga University of Medical Science
| | - Satoshi Noda
- Department of Pharmacy, Shiga University of Medical Science Hospital
| | - Atsushi Nishida
- Department of Gastroenterology and Hematology, Shiga University of Medical Science
| | - Osamu Inatomi
- Department of Gastroenterology and Hematology, Shiga University of Medical Science
| | - Noriki Fujimoto
- Department of Dermatology, Shiga University of Medical Science
| | - Akira Andoh
- Department of Gastroenterology and Hematology, Shiga University of Medical Science
| | - Tomohiro Terada
- Department of Pharmacy, Shiga University of Medical Science Hospital.,Department of Clinical Pharmacology and Therapeutics, Kyoto University Hospital
| | - Shin-Ya Morita
- Department of Pharmacy, Shiga University of Medical Science Hospital
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Hayashi M, Bousman CA. Experience, Knowledge, and Perceptions of Pharmacogenomics among Pharmacists and Nurse Practitioners in Alberta Hospitals. PHARMACY 2022; 10:pharmacy10060139. [PMID: 36412815 PMCID: PMC9680290 DOI: 10.3390/pharmacy10060139] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2022] [Revised: 10/18/2022] [Accepted: 10/21/2022] [Indexed: 12/14/2022] Open
Abstract
BACKGROUND Despite evidence of clinical utility and the availability of prescription guidelines, pharmacogenomics (PGx) is not broadly used in institutional settings in Canada. To inform future implementation, this study aimed to identify healthcare provider knowledge, experience, and perceptions of PGx in Alberta, Canada. METHODS An online 44-item survey was distributed to pharmacists, nurse practitioners, and physicians employed or contracted with Alberta Health Services from January to May 2022. Questions included: demographics, professional history, PGx education and exposure, knowledge, and ability to use PGx, and attitudes towards, feasibility, clinical utility, education, and implementation. RESULTS Ninety-one pharmacists, 37 nurse practitioners, and 6 physicians completed the survey. Fifty-nine percent had 10 or more years of experience, and 71% practiced in urban settings. Only one-third had training in PGx, and one-quarter had used PGx. Most respondents (63%) had no knowledge of PGx resources, including the Pharmacogenomics Knowledge Base (75%), or the Clinical Pharmacogenetics Implementation Consortium guidelines (85%). While participants agreed that they understood genetic (75%) and PGx (63%) concepts, most disagreed with their ability regarding practical applications of PGx such as translating genotype to phenotype (74%) or counselling patients on results (66%). Participants agreed on the clinical utility of PGx in preventing adverse drug reactions (80%) and enhancing medication efficacy (77%), and identified oncology (62%), cardiovascular/stroke (60%), and psychiatry (56%) as therapeutic areas to consider implementation. At present, healthcare provider knowledge (87%), cost (81%), and limited guidelines/evidence (70%) are seen as the greatest barriers to implementation. CONCLUSION Alberta healthcare providers have limited training, experience, or knowledge in PGx. However, most appear to have a positive outlook regarding clinical utility, especially within oncology, cardiology, and psychiatry. More effort is required to socialize the availability and quality of evidence and guidelines for the interpretation of PGx test results, address other knowledge gaps, and improve financial limitations.
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Affiliation(s)
- Meagan Hayashi
- Pharmacy Services, Alberta Health Services, Edmonton, AB T6G 2R3, Canada
- Faculty of Pharmacy and Pharmaceutical Sciences, University of Alberta, Edmonton, AB T6G 2R3, Canada
- Correspondence: ; Tel.: +780-906-5344
| | - Chad A. Bousman
- Departments of Medical Genetics, Psychiatry, Physiology & Pharmacology, Community Health Sciences, University of Calgary, Calgary, AB T2N 1N4, Canada
- Alberta Children’s Hospital Research Institute, University of Calgary, Calgary, AB T2N 1N4, Canada
- Mathison Centre for Mental Health Research and Education, Hotchkiss Brain Institute, University of Calgary, Calgary, AB T2N 1N4, Canada
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14
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Advances in Pharmacy Practice: A Look towards the Future. PHARMACY 2022; 10:pharmacy10050125. [PMID: 36287446 PMCID: PMC9608826 DOI: 10.3390/pharmacy10050125] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/22/2022] [Revised: 09/21/2022] [Accepted: 09/21/2022] [Indexed: 11/07/2022] Open
Abstract
This review looks at the factors that may influence practice in the future. Transformation could occur at 3 levels. Firstly, the traditional profession of the pharmacist as a dispenser of medicines is expanding. Secondly, the pharmacist’s activities are progressing into new healthcare fields. Thirdly, other changes are stimulated by global developments. This review may be helpful for pharmacy and healthcare leaders looking at the future configuration and aims of their pharmacy services.
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Alhaddad ZA, AlMousa HA, Younis NS. Pharmacists' Knowledge, and Insights in Implementing Pharmacogenomics in Saudi Arabia. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2022; 19:10073. [PMID: 36011723 PMCID: PMC9407761 DOI: 10.3390/ijerph191610073] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 05/17/2022] [Revised: 08/05/2022] [Accepted: 08/11/2022] [Indexed: 06/15/2023]
Abstract
BACKGROUND Pharmacogenomics (PGx) and personalized medicine embrace the potential to optimize drug treatment and improve the patient's quality of life. Pharmacists' roles include contributing to genetic testing, patient counseling, and pharmacotherapies selection for superior treatment outcomes. The aim of this study is to assess the pharmacists' knowledge, insight, and self-confidence toward PGx testing, identify their future preferred education patterns, and determine the barriers to pharmacogenomic testing implementation. METHOD A cross-sectional study was conducted using a previously validated questionnaire among pharmacists working in the Kingdom of Saudi Arabia (KSA). The questionnaire was designed in seven major categories, consisting of 26 questions. RESULTS A total of 671 pharmacists participated in this survey. As for knowledge, only 29.8% of pharmacists had good knowledge regarding PGx, while 42.9% had poor knowledge levels. Respectable PGx knowledge was significantly higher among outpatient dispensing pharmacists (33.6%; p = 0.049) and among pharmacists who had completed PGx testing-related training or education (40.3%; p = 0.001). Considering perception, it was positive among 50% of pharmacists and negative among 19.8%. With regard to self-confidence, it was high among 39.2% of male pharmacists (p = 0.042), among 43% of clinical pharmacists (p = 0.006), and among 44.8% of pharmacists who had extra credentials (p = 0.001). The utmost favored continuing-education learning approaches were workshops or seminars. The barriers to the implementation of PGx testing included a lack of testing devices, clinical guidelines, training or education, and personnel. CONCLUSION The present study revealed that pharmacists in KSA had inadequate knowledge and understanding of PGx. Nevertheless, the majority established that PGx is a valuable tool for augmenting drug efficacy and safety.
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Salamone S, Spirito S, Simmaco M, Unger M, Preissner S, Gohlke BO, Eckert A, Preissner R. Prescription Advice Based on Data of Drug-Drug-Gene Interaction of Patients with Polypharmacy. Pharmgenomics Pers Med 2022; 15:765-773. [PMID: 36004008 PMCID: PMC9394521 DOI: 10.2147/pgpm.s368606] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/07/2022] [Accepted: 06/29/2022] [Indexed: 11/23/2022] Open
Abstract
Purpose Pharmacogenetic counselling is a complex task and requires the efforts of an interdisciplinary team, which cannot be implemented in most cases. Therefore, simple rules could help to minimize the risk of medications incompatible with each other or with frequent genetic variants. Patients and Methods One hundred and eighty-four multi-morbid Caucasian patients suffering from side effects or inefficient therapy were enrolled and genotyped. Their medication was analyzed by a team of specialists using Drug-PIN® (medication support system) and individual recommendations for 34 drug classes were generated. Results In each of the critical drug classes, 50% of the drugs cannot be recommended to be prescribed in typical drug cocktails. PPIs and SSRI/SNRIs represent the most critical drug classes without showing a single favorable drug. Among the well-tolerated drugs (not recommended for less than 5% of the patients) are metamizole, celecoxib, olmesartan and famotidine. For each drug class, a ranking of active ingredients according to their suitability is presented. Conclusion Genotyping and its profound analysis are not available in many settings today. The consideration of frequent alterations of metabolic elimination routes and drug–drug–gene interactions by using simple rankings can help to avoid many incompatibilities, side effects and inefficient therapies.
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Affiliation(s)
- Sandro Salamone
- Science-IT and Institute of Physiology, Charité – Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin and Berlin Institute of Health, Berlin, Germany
| | - Sara Spirito
- Department of Neurosciences, Mental Health and Sensory Organs, Faculty of Medicine and Psychology, Sapienza University and Laboratory of Clinical Biochemistry, Sant’Andrea Hospital, Rome, Italy
| | - Maurizio Simmaco
- Department of Neurosciences, Mental Health and Sensory Organs, Faculty of Medicine and Psychology, Sapienza University and Laboratory of Clinical Biochemistry, Sant’Andrea Hospital, Rome, Italy
| | - Marius Unger
- Science-IT and Institute of Physiology, Charité – Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin and Berlin Institute of Health, Berlin, Germany
| | - Saskia Preissner
- Department Oral and Maxillofacial Surgery, Charité – Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin and Berlin Institute of Health, Berlin, Germany
| | - Björn-Oliver Gohlke
- Science-IT and Institute of Physiology, Charité – Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin and Berlin Institute of Health, Berlin, Germany
| | - Andreas Eckert
- Science-IT and Institute of Physiology, Charité – Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin and Berlin Institute of Health, Berlin, Germany
| | - Robert Preissner
- Science-IT and Institute of Physiology, Charité – Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin and Berlin Institute of Health, Berlin, Germany
- Correspondence: Robert Preissner, Science-IT and Institute of Physiology, Charité – Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin and Berlin Institute of Health, Philippstr. 12, Berlin, 10115, Germany, Tel +49 30 450 655 208, Fax +49 30 450 655 300, Email
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17
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Hayashi M, Mahmoud SH, Hamdy DA. The Efficacy of a Didactic and Case-Based Pharmacogenomics Education Program on Improving the Knowledge and Confidence of Alberta Pharmacists. Pharmgenomics Pers Med 2022; 15:409-427. [PMID: 35496350 PMCID: PMC9045709 DOI: 10.2147/pgpm.s348851] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2022] [Accepted: 04/03/2022] [Indexed: 12/22/2022] Open
Abstract
Background Pharmacogenomics (PGx) is the study of how genetic variations for functional proteins, such as metabolizing enzymes and drug receptors, impact drug pharmacokinetics and pharmacodynamics. In theory, pharmacists are well suited to utilize PGx in tailoring medications to patient genetics when providing medication therapy management services. However, PGx education needs to reach pharmacists prior to implementation. The aim of this study is to develop and evaluate a PGx course for pharmacists. Methods A PGx education program was created and offered synchronously (virtual) and asynchronously (self-study) to pharmacists in Alberta, Canada. Lectures were delivered by experts live (virtual) with a question-and-answer period for synchronous sessions. These sessions were recorded for asynchronous delivery. Six case studies were discussed in large and small groups (“breakout rooms”) in synchronous sessions, and provided for self-study in the asynchronous subgroup. Topics included genetic and PGx concepts; therapeutic applications; ethical, legal, and social considerations; and practical implementation. Pre- and post-course surveys measured self-rated knowledge using a 5-point Likert Scale and tested objective knowledge with a graded quiz. Results Thirty-six pharmacists completed the course and both surveys. Participants reported backgrounds in community (88.9%) and hospital (38.9%) practice. Prior education in PGx was reported by 44.4% from degree programs and 27.8% from continuing education. Overall responses to statements about confidence in PGx moved from a median of “Disagree” at baseline to “Agree” after receiving PGx education (2-point difference [1,2] on 5-point Likert Scale; p < 0.001), indicating an increase in self-assessed competency in PGx. Likewise, mean participant grades on the knowledge quiz improved (20.8±21.9% pre-course vs 70.2±19.1% post-course, p < 0.001). There was no difference in these results between synchronous and asynchronous groups. Conclusion A didactic and case-based PGx education program was effective at increasing pharmacist knowledge and confidence in PGx in both synchronous and asynchronous environments. Knowledge gained can be utilized in delivery of patient-centered, personalized medication therapy management in the pharmacy setting.
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Affiliation(s)
- Meagan Hayashi
- Faculty of Pharmacy and Pharmaceutical Sciences, University of Alberta, Edmonton, AB, Canada
| | - Sherif Hanafy Mahmoud
- Faculty of Pharmacy and Pharmaceutical Sciences, University of Alberta, Edmonton, AB, Canada
| | - Dalia A Hamdy
- Faculty of Pharmacy and Pharmaceutical Sciences, University of Alberta, Edmonton, AB, Canada.,AbEx Health Services LTD, Fort, Saskatchewan, AB, Canada.,AbEx Pharmacy Beaumont Ltd, Beaumont, AB, Canada
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18
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Real-World Impact of a Pharmacogenomics-Enriched Comprehensive Medication Management Program. J Pers Med 2022; 12:jpm12030421. [PMID: 35330421 PMCID: PMC8949247 DOI: 10.3390/jpm12030421] [Citation(s) in RCA: 20] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/15/2022] [Revised: 02/23/2022] [Accepted: 03/07/2022] [Indexed: 02/04/2023] Open
Abstract
The availability of clinical decision support systems (CDSS) and other methods for personalizing medicine now allows evaluation of their real-world impact on healthcare delivery. For example, addressing issues associated with polypharmacy in older patients using pharmacogenomics (PGx) and comprehensive medication management (CMM) is thought to hold great promise for meaningful improvements across the goals of the Quadruple Aim. However, few studies testing these tools at scale, using relevant system-wide metrics, and under real-world conditions, have been published to date. Here, we document a reduction of ~$7000 per patient in direct medical charges (a total of $37 million over 5288 enrollees compared to 22,357 non-enrolled) in Medicare Advantage patients (≥65 years) receiving benefits through a state retirement system over the first 32 months of a voluntary PGx-enriched CMM program. We also observe a positive shift in healthcare resource utilization (HRU) away from acute care services and toward more sustainable and cost-effective primary care options. Together with improvements in medication risk assessment, patient/provider communication via pharmacist-mediated medication action plans (MAP), and the sustained positive trends in HRU, we suggest these results validate the use of a CDSS to unify PGx and CMM to optimize care for this and similar patient populations.
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19
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Kistler CE, Austin CA, Liu JJ, Cauble M, Wise A, Patel SM, Ward K, Wiltshire T, Zou F, Szeto AH, Crona DJ. The feasibility and potential of pharmacogenetics to reduce adverse drug events in nursing home residents. J Am Geriatr Soc 2022; 70:1573-1578. [PMID: 35157308 PMCID: PMC9106864 DOI: 10.1111/jgs.17679] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2021] [Revised: 11/26/2021] [Accepted: 01/09/2022] [Indexed: 10/19/2022]
Affiliation(s)
- Christine E Kistler
- Department of Family Medicine, University of North Carolina School of Medicine, Chapel Hill, North Carolina, USA.,Cecil G. Sheps Center for Health Services Research, University of North Carolina, Chapel Hill, North Carolina, USA
| | - Charles Adrian Austin
- Department of Medicine, University of North Carolina School of Medicine, Chapel Hill, North Carolina, USA
| | - Junjian J Liu
- Department of Quantitative and Computational Biology, University of Southern California, Los Angeles, California, USA
| | | | - Andrew Wise
- Medical College of Georgia, Augusta, Georgia, USA
| | - Sheel M Patel
- Division of Pharmacotherapy and Experimental Therapeutics, UNC Eshelman School of Pharmacy, University of North Carolina, Chapel Hill, North Carolina, USA
| | - Kimberly Ward
- Cecil G. Sheps Center for Health Services Research, University of North Carolina, Chapel Hill, North Carolina, USA
| | - Tim Wiltshire
- Division of Pharmacotherapy and Experimental Therapeutics, UNC Eshelman School of Pharmacy, University of North Carolina, Chapel Hill, North Carolina, USA
| | - Fei Zou
- Department of Biostatistics, University of North Carolina, Chapel Hill, North Carolina, USA.,Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
| | - Andy H Szeto
- Division of Pharmacotherapy and Experimental Therapeutics, UNC Eshelman School of Pharmacy, University of North Carolina, Chapel Hill, North Carolina, USA
| | - Daniel J Crona
- Division of Pharmacotherapy and Experimental Therapeutics, UNC Eshelman School of Pharmacy, University of North Carolina, Chapel Hill, North Carolina, USA.,Department of Pharmacy, University of North Carolina Hospitals and Clinics, Chapel Hill, North Carolina, USA
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