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Pednekar D, Russell J, Bardolia C, Thacker D, Amin NS. Chronic Pain Management in a CYP2D6 Poor Metabolizer: A Case Report for Oxycodone. Sr Care Pharm 2024; 39:137-142. [PMID: 38528335 DOI: 10.4140/tcp.n.2024.137] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/27/2024]
Abstract
The objective of this case report is to illustrate pharmacogenomics (PGx)-guided oxycodone treatment, given the conflicting data on the analgesic response from oxycodone in Cytochrome P450 (CYP)2D6 poor metabolizers (PMs). PGx-guided therapy can help improve treatment outcomes. This case report describes a 58-year-old patient who was prescribed oxycodone for chronic pain management. The patient presented with a history of inadequate pain control despite analgesic treatment with oxycodone (morphine milliequivalent [MME] = 22.5). Pharmacogenetic testing revealed that the patient was a CYP2D6 Poor Metabolizer (PM), which may shed light on the observed lack of analgesic response to oxycodone. The clinical pharmacist recommended switching to an alternative opioid not metabolized via the CYP2D6 pathway. The patient was subsequently switched to hydromorphone (MME = 16), resulting in improved pain control and fewer side effects. The newer hydromorphone dose accounted for a 30% MME dose reduction. The patient's initial average and worst pain score were 7 and 9 out of 10, respectively, per the numeric rating scale (NRS). Upon follow-up with the patient in two weeks, her average and worst pain scores improved to 3 and 3.5 out of 10, respectively, per the NRS. Further PGx testing results led to an overall positive outcome, such as her willingness to participate in physical therapy as a result of improved pain scores. This case highlights the importance of considering individual variability in drug metabolism when prescribing medications, particularly opioids such as oxycodone, to ensure optimal therapeutic outcomes and minimize the risk of adverse events in CYP2D6 PMs.
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Affiliation(s)
- Deepa Pednekar
- 1 Office of Translational Research and Residency Programs, Tabula Rasa HealthCare, Moorestown, New Jersey
| | - Joshua Russell
- 1 Office of Translational Research and Residency Programs, Tabula Rasa HealthCare, Moorestown, New Jersey
| | - Chandni Bardolia
- 1 Office of Translational Research and Residency Programs, Tabula Rasa HealthCare, Moorestown, New Jersey
| | - David Thacker
- 2 Precision Pharmacotherapy Research & Development Institute, Tabula Rasa HealthCare, Orlando, Florida
| | - Nishita Shah Amin
- 1 Office of Translational Research and Residency Programs, Tabula Rasa HealthCare, Moorestown, New Jersey
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Vernacchia N, Toro-Pagán ND, Bardolia C, Amin NS. Utilizing Pharmacogenomics Results to Guide Antidepressant Selection: A Case Report. Sr Care Pharm 2024; 39:143-150. [PMID: 38528337 DOI: 10.4140/tcp.n.2024.143] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/27/2024]
Abstract
The case discussion demonstrates the benefit of using Pharmacogenomic (PGx) results to aid in the selection of antidepressant therapy and improve response to treatment. Nearly half of patients diagnosed with major depressive disorder fail initial therapy and may require multiple trials of antidepressants. Genetic variation in several metabolic enzymes contribute to the variable response to antidepressant therapy. PGx testing provides an opportunity to inform antidepressant selection and optimize therapeutic outcomes, while minimizing risk of adverse events. A 79-year-old female who had been experiencing a suboptimal response to escitalopram following dose escalation over a period of three years was referred for a PGx consultation. A clinical pharmacist assessed significant drug-gene, drug-drug, and drug-drug-gene interactions, and relevant clinical information to recommend alternative antidepressant therapy, which resulted in mood improvement.
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Affiliation(s)
- Nicholas Vernacchia
- 1 Office of Translational Research and Residency Programs, Tabula Rasa HealthCare, Moorestown, New Jersey
| | - Nicole Del Toro-Pagán
- 1 Office of Translational Research and Residency Programs, Tabula Rasa HealthCare, Moorestown, New Jersey
| | - Chandni Bardolia
- 1 Office of Translational Research and Residency Programs, Tabula Rasa HealthCare, Moorestown, New Jersey
| | - Nishita Shah Amin
- 1 Office of Translational Research and Residency Programs, Tabula Rasa HealthCare, Moorestown, New Jersey
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Thornby KA, Brazeau GA, Chen AMH. Reducing Student Workload Through Curricular Efficiency. AMERICAN JOURNAL OF PHARMACEUTICAL EDUCATION 2023; 87:100015. [PMID: 37597906 DOI: 10.1016/j.ajpe.2022.12.002] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/24/2022] [Revised: 11/17/2022] [Accepted: 12/20/2022] [Indexed: 08/21/2023]
Abstract
OBJECTIVE This integrative review will examine the current literature assessing student workload, outcomes of increased workload and cognitive load, and approaches to evaluate and reduce student workload. Recommendations to better inform curriculum planning efforts will be presented along with a call to action to address the dilemma of student workload and curricular efficiency efforts. FINDINGS Literature supports that perceptions of heavy workload can influence students' approach to learning and lead to the adoption of surface learning rather than a deep approach that involves higher-order processing and critical thinking. Additionally, ongoing evidence suggests that workload expansion affects student well-being and potential burnout in professional programs, and specifically that students perceive workload as directly related to their well-being and satisfaction. Intentional planning by faculty and programs can address this issue through streamlining classroom content, reducing lecture time, and modifying preclass work to allow for efficient learning. Even if the curriculum is lecture-based, workload perceptions can be affected by developing clearer guidance to set expectations for learners, intentionality in classroom design, and creating opportunities for student engagement. SUMMARY Cognitive overload is multifactorial and complicated, given the increased standards of professional education accreditation and licensure requirements. As the Academy deliberately considers methods to improve curricular efficiency, there is an opportunity to focus on curriculum delivery with an appropriate balance of breadth and depth of instruction to ensure effective assessment and cognitive load.
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Affiliation(s)
- Krisy-Ann Thornby
- Palm Beach Atlantic University, Lloyd L. Gregory School of Pharmacy, West Palm Beach, FL, USA.
| | - Gayle A Brazeau
- Marshall University, School of Pharmacy, Huntington, WV, USA; Editor, American Journal of Pharmaceutical Education, Arlington, VA, USA
| | - Aleda M H Chen
- Cedarville University, School of Pharmacy, Cedarville, OH, USA
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Cui H, Sun R, Wang Y, Lin L, Duo R, Li Y, Ma F, Li H. Investigation and influencing factors of the behavioral intention of nurses voluntarily participating in the care of older adults with disabilities. Int J Nurs Sci 2023; 10:64-71. [PMID: 36860707 PMCID: PMC9969068 DOI: 10.1016/j.ijnss.2022.12.008] [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: 06/20/2022] [Revised: 11/17/2022] [Accepted: 12/16/2022] [Indexed: 01/09/2023] Open
Abstract
Objectives This study aimed to analyze nurses' intention and influencing factors to participate in voluntary care services for older adults with disabilities, and build a structural equation model to clarify the influence of behavioral attitude, subjective norms, and perceived behavioral control on the behavioral intention, to lay the foundation for establishing voluntary care teams for older adults with disabilities. Methods This cross-sectional study was conducted in 30 hospitals of different levels from August to November 2020. Participants were selected by convenience sampling. A self-designed questionnaire was used to survey nurses to investigate their intention to participate in voluntary care services for older adults with disabilities, including four dimensions: behavioral intention (three items), behavioral attitude (seven items), subjective norms (eight items), and perceived behavioral control (eight items), a total of 26 items. Logistic regression was used to analyze the influence of general information on behavioral intention. Smart PLS 3.0 software was used to build the structural equation model, and the influence of behavioral attitude, subjective norms, and perceived behavioral control on behavioral intention was analyzed. Results A total of 1,998 nurses were enrolled, 1,191 (59.6%) were willing to participate in volunteer care for older adults with disabilities, and the willingness of nurses to participate in volunteer care for older adults with disabilities was above the medium level. The scores of behavioral attitude, subjective norm, perceived behavioral control, and behavioral intention dimension were 26.31 ± 5.94, 30.93 ± 6.62, 27.58 ± 6.70, and 10.78 ± 2.50, respectively. Logistic regression analysis showed that the nurses who had urban household registration, held a management positions in the department, received free help from other volunteers, and was rewarded by hospitals or organizations for voluntary activities were more willing to participate (P < 0.05). The partial least squares analysis showed that behavioral attitudes (β = 0.456, P < 0.001), subjective norms (β = 0.167, P < 0.01), and perceived behavioral control (β = 0.123, P < 0.01) had a significant positive impact on behavioral intention. The more positive the attitude, the more support, the fewer the obstacles, and the greater the intention of the nurses to participate. Conclusion Mobilizing nurses to volunteer care for older adults with disabilities is feasible in the future. Therefore, policymakers and leaders need to improve relevant laws and regulations to ensure the safety of volunteers, reduce the external hindrance factors of volunteer activities, pay attention to the cultivation of nursing staff values, identify the internal needs of nursing staff and improve incentive measures, to improve the willingness of nursing staff to participate and transform it into practical action.
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Affiliation(s)
- Hengmei Cui
- School of Nursing, Medical College of Soochow University, Suzhou, Jiangsu, China
| | - Rui Sun
- Department of Nursing, Peking Union Medical College Hospital, Beijing, China
| | - Yaling Wang
- School of Nursing, Medical College of Soochow University, Suzhou, Jiangsu, China
| | - Lu Lin
- School of Nursing, Medical College of Soochow University, Suzhou, Jiangsu, China
- Department of Nursing, The First Affiliated Hospital of Soochow University, Suzhou, Jiangsu, China
| | - Ran Duo
- Department of Nursing, Peking Union Medical College Hospital, Beijing, China
| | - Yuchen Li
- School of Nursing, Medical College of Soochow University, Suzhou, Jiangsu, China
| | - Fei Ma
- School of Nursing, Medical College of Soochow University, Suzhou, Jiangsu, China
| | - Huiling Li
- School of Nursing, Medical College of Soochow University, Suzhou, Jiangsu, China
- Department of Nursing, The First Affiliated Hospital of Soochow University, Suzhou, Jiangsu, China
- Corresponding author. School of Nursing, Medical College of Soochow University, Suzhou, Jiangsu, China.
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Ha M, Furman A, Al Rihani SB, Michaud V, Turgeon J, Bankes DL. Pharmacist-driven interventions to de-escalate urinary antimuscarinics in the Programs of All-Inclusive Care for the Elderly. J Am Geriatr Soc 2022; 70:3230-3238. [PMID: 35900034 PMCID: PMC9796471 DOI: 10.1111/jgs.17965] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2022] [Accepted: 05/23/2022] [Indexed: 01/01/2023]
Abstract
BACKGROUND Given associations with serious cognitive and physical adverse effects (e.g., dementia, falls), strong anticholinergics, like urinary antimuscarinics (UAMs), should be avoided in older adults. This feasibility study aimed to (1) evaluate the implementation rate of pharmacists' recommendations intended to de-escalate UAMs, (2) quantify the change in overall anticholinergic dosing exposure from these recommendations, and (3) investigate factors that predict recommendation implementation. METHODS This was a retrospective, observational, before-and-after study. Pharmacists (n = 18) devised strategies to de-escalate UAMs in 187 participants (mean age 72.4 ± 9.4; 77.0% female; mean number of medications 12.9 ± 4.6) of 35 Programs of All-Inclusive Care for the Elderly (PACE). PACE prescribers (non-physicians and physicians) determined whether to implement recommendations. Implementation was defined as a change in the prescription records consistent with the pharmacist's recommendation at 2-, 4-, 6-, and 9-months post-recommendation. Anticholinergic dosing exposure was measured at each time point using standardized daily doses (SDD). Multivariable logistic regression was used to identify factors that predicted recommendation implementation. RESULTS Across 9 months, recommendations were implemented in 118 out of 187 participants, yielding a 63.1% implementation rate. Of these, 77.1% (n = 91/118) implemented by month 2. Implementers' mean overall anticholinergic SDD decreased 65.4% from baseline (baseline: 2.6 [95% CI: 2.2, 3.0] to month 9: 0.9 [95% CI: 0.6,1.2], p < 0.001) whereas non-implementers demonstrated no significant change (p = 0.52). Taking <10 baseline medications (OR 2.75; 95% CI: 1.09, 7.61); baseline UAM SDD ≥2 (OR 2.20; 95% CI: 1.11, 4.44); uncomplicated recommendations (OR 3.38; 95% CI: 1.67-7.03); and baseline calcium channel blocker use (OR 2.19; 95% CI: 1.09, 4.52) predicted implementation. CONCLUSION Our high implementation rate indicates that pharmacists' recommendations to de-escalate UAMs as a way to reduce overall anticholinergic exposure is feasible in medically complex, community-dwelling older adults. Future research should investigate whether these recommendations benefit cognitive (e.g., delirium, dementia) and/or physical functioning (e.g., falls).
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Affiliation(s)
- Meghan Ha
- Office of Translational Research and Residency Programs (OTRRP), Tabula Rasa HealthCare, Inc.MoorestownNew JerseyUSA
- Wolters KluwerFranklinTennesseeUSA
| | - Anna Furman
- Office of Translational Research and Residency Programs (OTRRP), Tabula Rasa HealthCare, Inc.MoorestownNew JerseyUSA
- Optum Care, Inc.Eden PrairieMinnesotaUSA
| | - Sweilem B. Al Rihani
- Precision Pharmacotherapy Research & Development Institute, Tabula Rasa HealthCare, Inc.OrlandoFloridaUSA
| | - Veronique Michaud
- Precision Pharmacotherapy Research & Development Institute, Tabula Rasa HealthCare, Inc.OrlandoFloridaUSA
- Faculty of Pharmacy, Université de Montréal, Pavillon Jean‐Coutu, 2940 Chemin de PolytechniqueQCCanada
| | - Jacques Turgeon
- Precision Pharmacotherapy Research & Development Institute, Tabula Rasa HealthCare, Inc.OrlandoFloridaUSA
- Faculty of Pharmacy, Université de Montréal, Pavillon Jean‐Coutu, 2940 Chemin de PolytechniqueQCCanada
| | - David L. Bankes
- Office of Translational Research and Residency Programs (OTRRP), Tabula Rasa HealthCare, Inc.MoorestownNew JerseyUSA
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Jin H, Yang S, Bankes D, Finnel S, Turgeon J, Stein A. Evaluating the Impact of Medication Risk Mitigation Services in Medically Complex Older Adults. Healthcare (Basel) 2022; 10:healthcare10030551. [PMID: 35327028 PMCID: PMC8950840 DOI: 10.3390/healthcare10030551] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2021] [Revised: 03/11/2022] [Accepted: 03/14/2022] [Indexed: 12/29/2022] Open
Abstract
Adverse drug events (ADEs) represent an expensive societal burden that disproportionally affects older adults. Therefore, value-based organizations that provide care to older adults—such as the Program of All-Inclusive Care for the Elderly (PACE)—should be highly motivated to identify actual or potential ADEs to mitigate risks and avoid downstream costs. We sought to determine whether PACE participants receiving medication risk mitigation (MRM) services exhibit improvements in total healthcare costs and other outcomes compared to participants not receiving structured MRM. Data from 2545 PACE participants from 19 centers were obtained for the years 2018 and 2019. We compared the year-over-year changes in outcomes between patients not receiving (control) or receiving structured MRM services. Data were adjusted based on participant multimorbidity and geographic location. Our analyses demonstrate that costs in the MRM cohort exhibited a significantly smaller year-to-year increase compared to the control (MRM: USD 4386/participant/year [95% CI, USD 3040−5732] vs. no MRM: USD 9410/participant/year [95% CI, USD 7737−11,084]). Therefore, receipt of structured MRM services reduced total healthcare costs (p < 0.001) by USD 5024 per participant from 2018 to 2019. The large majority (75.8%) of the reduction involved facility-related expenditures (e.g., hospital admission, emergency department visits, skilled nursing). In sum, our findings suggest that structured MRM services can curb growing year-over-year healthcare costs for PACE participants.
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Affiliation(s)
- Hubert Jin
- Office of Healthcare Analytics, Tabula Rasa HealthCare, Moorestown, NJ 08057, USA; (H.J.); (S.Y.); (S.F.)
| | - Sue Yang
- Office of Healthcare Analytics, Tabula Rasa HealthCare, Moorestown, NJ 08057, USA; (H.J.); (S.Y.); (S.F.)
| | - David Bankes
- Office of Translational Research and Residency Programs, Tabula Rasa HealthCare, Moorestown, NJ 08057, USA;
| | - Stephanie Finnel
- Office of Healthcare Analytics, Tabula Rasa HealthCare, Moorestown, NJ 08057, USA; (H.J.); (S.Y.); (S.F.)
| | - Jacques Turgeon
- Precision Pharmacotherapy Research and Development Institute, 13485 Veteran’s Way, Suite 410, Lake Nona, Orlando, FL 32827, USA;
| | - Alan Stein
- Office of Healthcare Analytics, Tabula Rasa HealthCare, Moorestown, NJ 08057, USA; (H.J.); (S.Y.); (S.F.)
- Correspondence: ; Tel.: +1-856-242-2595
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Del Toro-Pagán NM, Matos A, Bardolia C, Michaud V, Turgeon J, Amin NS. Pharmacist assessment of drug-gene interactions and drug-induced phenoconversion in major depressive disorder: a case report. BMC Psychiatry 2022; 22:46. [PMID: 35057765 PMCID: PMC8772164 DOI: 10.1186/s12888-021-03659-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/25/2021] [Accepted: 12/17/2021] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Response to antidepressant therapy is highly variable among individuals. Pharmacogenomic (PGx) testing presents an opportunity to guide drug selection while optimizing therapy outcomes and/or decreasing the risk for toxicity. CASE PRESENTATION A patient with multiple comorbidities, including severe major depressive disorder (MDD), experienced adverse drug events and undesirable response to multiple antidepressant medications (i.e., bupropion, escitalopram, and venlafaxine). A clinical pharmacist assessed significant drug-gene, drug-drug, and drug-drug-gene interactions as well as other clinical factors to provide recommendations for antidepressant therapy optimization. CONCLUSION This case highlights the importance of PGx testing and the key role of pharmacists in identifying and mitigating drug-related problems and optimizing drug therapy in patients with MDD.
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Affiliation(s)
- N. M. Del Toro-Pagán
- Office of Translational Research and Residency Programs, Tabula Rasa HealthCare, 228 Strawbridge Drive, Moorestown, NJ 08057 USA
| | - A. Matos
- Office of Translational Research and Residency Programs, Tabula Rasa HealthCare, 228 Strawbridge Drive, Moorestown, NJ 08057 USA
| | - C. Bardolia
- Office of Translational Research and Residency Programs, Tabula Rasa HealthCare, 228 Strawbridge Drive, Moorestown, NJ 08057 USA
| | - V. Michaud
- Precision Pharmacotherapy Research & Development Institute, Tabula Rasa HealthCare, Lake Nona, FL USA ,grid.14848.310000 0001 2292 3357Faculty of Pharmacy, Université de Montréal, Montreal, Quebec, Canada
| | - J. Turgeon
- Precision Pharmacotherapy Research & Development Institute, Tabula Rasa HealthCare, Lake Nona, FL USA ,grid.14848.310000 0001 2292 3357Faculty of Pharmacy, Université de Montréal, Montreal, Quebec, Canada
| | - N. S. Amin
- Office of Translational Research and Residency Programs, Tabula Rasa HealthCare, 228 Strawbridge Drive, Moorestown, NJ 08057 USA
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Pharmacist-Led Medication Evaluation Considering Pharmacogenomics and Drug-Induced Phenoconversion in the Treatment of Multiple Comorbidities: A Case Report. MEDICINA-LITHUANIA 2021; 57:medicina57090955. [PMID: 34577878 PMCID: PMC8466444 DOI: 10.3390/medicina57090955] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/11/2021] [Revised: 09/01/2021] [Accepted: 09/02/2021] [Indexed: 12/12/2022]
Abstract
Pharmacogenomic (PGx) information can guide drug and dose selection, optimize therapy outcomes, and/or decrease the risk of adverse drug events (ADEs). This report demonstrates the impact of a pharmacist-led medication evaluation, with PGx assisted by a clinical decision support system (CDSS), of a patient with multiple comorbidities. Following several sub-optimal pharmacotherapy attempts, PGx testing was recommended. The results were integrated into the CDSS, which supported the identification of clinically significant drug–drug, drug–gene, and drug–drug–gene interactions that led to the phenoconversion of cytochrome P450. The pharmacist evaluated PGx results, concomitant medications, and patient-specific factors to address medication-related problems. The results identified the patient as a CYP2D6 intermediate metabolizer (IM). Duloxetine-mediated competitive inhibition of CYP2D6 resulted in phenoconversion, whereby the patient’s CYP2D6 phenotype was converted from IM to poor metabolizer for CYP2D6 co-medication. The medication risk score suggested a high risk of ADEs. Recommendations that accounted for PGx and drug-induced phenoconversion were accepted. After 1.5 months, therapy changes led to improved pain control, depression status, and quality of life, as well as increased heart rate, evidenced by patient-reported improved sleep patterns, movement, and cognition. This case highlights the pharmacist’s role in using PGx testing and a CDSS to identify and mitigate medication-related problems to optimize medication regimen and medication safety.
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Bain KT, Knowlton CH, Matos A. Cost avoidance related to a pharmacist-led pharmacogenomics service for the Program of All-inclusive Care for the Elderly. Pharmacogenomics 2020; 21:651-661. [PMID: 32515286 DOI: 10.2217/pgs-2019-0197] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/29/2022] Open
Abstract
Aim: Estimate cost avoidance of pharmacist recommendations for participants enrolled in the Program of All-inclusive Care for the Elderly. Materials & methods: Convenience sample of 200 pharmacogenomics consultations from the PHARM-GENOME-PACE study. Genetic variants, drug-gene interactions, drug-drug-gene interactions and phenoconversions were interrogated. Cost avoidance was estimated and adjusted for inflation. Results: In total, 165 participants had at least one actionable drug-gene pair totaling 429 drug-gene pairs, of which 158 (36.8%) were clinically actionable. Most (70.5%) pharmacists' recommendations were accepted. Estimated cost avoidance was $233,945 when all recommendations were included but conservatively $162,031 based on acceptance rates. Overall mean cost avoidance per actionable drug-gene pair was $1063 or $1983 per participant. Conclusion: Pharmacist-led pharmacogenomics services added to the traditional medication review can avoid substantial costs for payers. Clinical trial registration number: NCT03257605.
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Affiliation(s)
- Kevin T Bain
- Department of Applied Precision Pharmacotherapy Institute, Tabula Rasa HealthCare, Moorestown, NJ 08057, USA.,Biophilia, LLC, Swedesboro, NJ 08085, USA
| | - Calvin H Knowlton
- Executive Department, Tabula Rasa HealthCare, Moorestown, NJ 08057, USA
| | - Adriana Matos
- Department of Applied Precision Pharmacotherapy Institute, Tabula Rasa HealthCare, Moorestown, NJ 08057, USA
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Association of a Novel Medication Risk Score with Adverse Drug Events and Other Pertinent Outcomes Among Participants of the Programs of All-Inclusive Care for the Elderly. PHARMACY 2020; 8:pharmacy8020087. [PMID: 32443719 PMCID: PMC7356194 DOI: 10.3390/pharmacy8020087] [Citation(s) in RCA: 20] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/22/2020] [Revised: 05/08/2020] [Accepted: 05/15/2020] [Indexed: 12/20/2022] Open
Abstract
Preventable adverse drug events (ADEs) represent a significant public health challenge for the older adult population, since they are associated with higher medical expenditures and more hospitalizations and emergency department (ED) visits. This study examines whether a novel medication risk prediction tool, the MedWise Risk Score™ (MRS), is associated with ADEs and other pertinent outcomes in participants of the Programs of All-Inclusive Care for the Elderly (PACE). Unlike other risk predictors, this tool produces actionable information that pharmacists can easily use to reduce ADE risk. This was a retrospective cross-sectional study that analyzed administrative medical claims data of 1965 PACE participants in 2018. To detect ADEs, we identified all claims that had ADE-related International Classification of Diseases and Health Related Problems, 10th revision (ICD-10) codes. Using logistic and linear regression models, we examined the association between the MRS and a variety of outcomes, including the number of PACE participants with an ADE, total medical expenditures, ED visits, hospitalizations, and hospital length of stay. We found significant associations for every outcome. Specifically, every point increase in the MRS corresponded to an 8.6% increase in the odds of having one or more ADEs per year (OR = 1.086, 95% CI: 1.060, 1.113), $1037 USD in additional annual medical spending (adjusted R2 of 0.739; p < 0.001), 3.2 additional ED visits per 100 participants per year (adjusted R2 of 0.568; p < 0.001), and 2.1 additional hospitalizations per 100 participants per year (adjusted R2 of 0.804; p < 0.001). Therefore, the MRS can risk stratify PACE participants and predict a host of important and relevant outcomes pertaining to medication-related morbidity.
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Cytochrome P450 (CYP450) Interactions Involving Atypical Antipsychotics are Common in Community-Dwelling Older Adults Treated for Behavioral and Psychological Symptoms of Dementia. PHARMACY 2020; 8:pharmacy8020063. [PMID: 32276526 PMCID: PMC7355621 DOI: 10.3390/pharmacy8020063] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/20/2020] [Revised: 04/02/2020] [Accepted: 04/03/2020] [Indexed: 12/11/2022] Open
Abstract
Treatment of behavioral and psychological symptoms of dementia (BPSD) and comorbidities often necessitates the concomitant use of antipsychotics and non-antipsychotic drugs, thereby potentiating the risk for drug–drug interactions (DDIs). The primary objective of our study was to identify potentially clinically relevant cytochrome P450 (CYP)-mediated DDIs involving antipsychotics among participants enrolled in the Program of All-Inclusive Care for the Elderly (PACE) with BPSD. Additionally, we wanted to determine the prevalence of antipsychotic use in this population. The study included 10,001 PACE participants. The practice setting used a proprietary clinical decision support system (CDSS) to analyze simultaneous multidrug interactions. A retrospective analysis of pharmacy claims data was conducted to identify DDIs involving antipsychotics prescribed for BPSD, using snapshots of medication profiles paired with the CDSS. Of the participants who met inclusion criteria, 1190 (11.9%) were prescribed an antipsychotic; of those, 1071 (90.0%) were prescribed an atypical antipsychotic. Aripiprazole commonly caused (being a perpetrator drug 94.6% of the time) potential DDIs with antidepressants (e.g., duloxetine, venlafaxine, mirtazapine), opioids (e.g., hydrocodone, oxycodone, tramadol) and metoprolol via the CYP2D6 isoform. Risperidone commonly caused (85.7%) potential DDIs with donepezil, lamotrigine and trazodone via the CYP3A4 isoform. Quetiapine exclusively suffered (100%) from potential DDIs with amlodipine, buspirone, omeprazole or topiramate via the CYP3A4 isoform. Antipsychotics are commonly prescribed to PACE participants for BPSD treatment and they may interact with other drugs used to treat comorbidities. A thorough review of concomitant medications will help mitigate the likelihood of potentially dangerous CYP-mediated DDIs involving antipsychotics.
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Bankes DL, Schamp RO, Knowlton CH, Bain KT. Prescriber-Initiated Engagement of Pharmacists for Information and Intervention in Programs of All-Inclusive Care for the Elderly. PHARMACY 2020; 8:pharmacy8010024. [PMID: 32098064 PMCID: PMC7151697 DOI: 10.3390/pharmacy8010024] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2020] [Revised: 02/13/2020] [Accepted: 02/18/2020] [Indexed: 02/08/2023] Open
Abstract
Little is known about the types of drug information inquiries (DIIs) prescribers caring for older adults ask pharmacists during routine practice. The objective of this research was to analyze the types of DIIs prescribing clinicians of Programs of All-Inclusive Care for the Elderly (PACE) made to clinical pharmacists during routine patient care. This was a retrospective analysis of documented pharmacists' encounters with PACE prescribers between March through December, 2018. DIIs were classified using a developed taxonomy that describes prescribers' motivations for consulting with pharmacists and their drug information needs. Prescribers made 414 DIIs during the study period. Medication safety concerns motivated the majority of prescribers' inquiries (223, 53.9%). Inquiries received frequently involved modifying drug therapy (94, 22.7%), identifying or resolving adverse drug events (75, 18.1%), selecting or adjusting doses (61, 14.7%), selecting new drug therapies (57, 13.8%), and identifying or resolving drug interactions (52, 12.6%). Central nervous system medications (e.g., antidepressants and opioids), were involved in 38.6% (n = 160) of all DIIs. When answering DIIs, pharmacists made 389 recommendations. Start alternative medications (18.0%), start new medications (16.7%), and change doses (12.1%) were the most frequent recommendations rendered. Prescribers implemented at least 79.3% (n = 268) of recommendations based on pharmacy records (n = 338 verifiable recommendations). During clinical practice, PACE prescribers commonly ask pharmacists a variety of DIIs, largely related to medication safety concerns. In response to these DIIs, pharmacists provide medication management recommendations, which are largely implemented by prescribers.
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Bankes DL, Amin NS, Bardolia C, Awadalla MS, Knowlton CH, Bain KT. Medication-related problems encountered in the Program of All-Inclusive Care for the Elderly: An observational study. J Am Pharm Assoc (2003) 2019; 60:319-327. [PMID: 31859218 DOI: 10.1016/j.japh.2019.10.012] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/02/2019] [Revised: 09/20/2019] [Accepted: 10/23/2019] [Indexed: 11/30/2022]
Abstract
OBJECTIVE To evaluate pharmacist-encountered medication-related problems (MRPs) among the participants of the Program of All-Inclusive Care for the Elderly (PACE). DESIGN This was a retrospective analysis of proprietary pharmacy records detailing pharmacist encounters with PACE clinical staff. SETTING AND PARTICIPANTS A national provider of pharmacy services to more than 75 PACE organizations. In total, 1057 PACE participants at 69 PACE sites across the United States with documented pharmacist encounters between March and May 2018. OUTCOME MEASURES MRPs were classified using the Hepler-Strand taxonomy, and pharmacists' recommendations made to prescribers to resolve these MRPs were classified using a modified Hoth taxonomy. In addition, pharmacists' communication methods and prescribers' responses were analyzed. RESULTS Overall, 2004 MRPs were encountered. The most frequent MRPs identified were related to medication safety concerns, including drug interactions (720, 35.9%), adverse drug reactions (ADRs, 356, 17.8%), high doses (270, 13.5%), and unindicated drugs (252, 12.6%). Drug interactions frequently involved competitive inhibition, 3 or more drugs, opioids, anticoagulants, antiplatelets, and antidepressants. Deprescribe medication (561, 24.8%), start alternative therapy (553, 24.4%), change doses (457, 20.2%), and monitor (243, 10.7%) were the top 4 types of recommendations made by pharmacists. Among 1730 responses obtained from PACE prescribers, 78.1% (n = 1351) of pharmacists' recommendations were accepted. Compared with electronic communication, telephonic communication was associated with more acceptance and less prescriber nonresponse (χ2 = 78.5, P < 0.001). CONCLUSION Pharmacists identified a substantial number of MRPs in PACE, especially those related to medication safety such as drug interactions and ADRs. In this practice setting, significant collaboration occured between pharmacists and PACE prescribers, as evidenced by the rate of prescribers' acceptance of pharmacists' recommendations. Further research is needed to fully evaluate the economic, clinical, and humanistic outcomes associated with pharmacists' encounters in PACE.
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Bain KT, Matos A, Knowlton CH, McGain D. Genetic variants and interactions from a pharmacist-led pharmacogenomics service for PACE. Pharmacogenomics 2019; 20:709-718. [DOI: 10.2217/pgs-2019-0047] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/02/2023] Open
Abstract
Aim: Evaluate results of pharmacogenomics testing for participants enrolled in the Program of All-inclusive Care for the Elderly (PACE). Materials & methods: A convenience sample of 100 participants from the PHARM-GENOME-PACE study. Genetic variants were determined by pharmacogenomics testing. Drug–gene interactions (DGIs), drug–drug–gene interactions (DDGIs) and phenoconversions were interrogated from a clinical decision support system. Results: In total, 146 genetic variants, 169 DGIs and 125 DDGIs were detected. DGIs and DDGIs occurred most commonly with the CYP2D6 gene (36.1 and 39.2%, respectively). There were 280 instances of phenoconversions; majority (62.9%) affecting the CYP3A4 isoenzyme. Conclusion: Prevalence of exposures to DGIs and DDGIs among PACE participants is high. Pharmacists using a clinical decision support system can support PACE practitioners with assessing multidrug simultaneous interactions. Clinical trial registration: NCT03257605
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Affiliation(s)
- Kevin T Bain
- Tabula Rasa HealthCare, Department of Research & Development, 228 Strawbridge Drive, Moorestown, NJ 08057, USA
- University of the Sciences, Philadelphia College of Pharmacy, Department of Pharmacy Practice and Administration, 600 South 43rd Street, Philadelphia, PA 19104, USA
| | - Adriana Matos
- Tabula Rasa HealthCare, Department of Research & Development, 228 Strawbridge Drive, Moorestown, NJ 08057, USA
| | - Calvin H Knowlton
- Tabula Rasa HealthCare, Executive Department, 228 Strawbridge Drive, Moorestown, NJ 08057, USA
| | - David McGain
- Tabula Rasa HealthCare, Department of Research & Development, 228 Strawbridge Drive, Moorestown, NJ 08057, USA
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Stokes J, Struckmann V, Kristensen SR, Fuchs S, van Ginneken E, Tsiachristas A, Rutten van Mölken M, Sutton M. Towards incentivising integration: A typology of payments for integrated care. Health Policy 2018; 122:963-969. [PMID: 30033204 DOI: 10.1016/j.healthpol.2018.07.003] [Citation(s) in RCA: 48] [Impact Index Per Article: 6.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/02/2018] [Revised: 05/29/2018] [Accepted: 07/01/2018] [Indexed: 11/26/2022]
Abstract
Traditional provider payment mechanisms may not create appropriate incentives for integrating care. Alternative payment mechanisms, such as bundled payments, have been introduced without uniform definitions, and existing payment typologies are not suitable for describing them. We use a systematic review combined with example integrated care programmes identified from practice in the Horizon2020 SELFIE project to inform a new typology of payment mechanisms for integrated care. The typology describes payments in terms of the scope of payment (Target population, Time, Sectors), the participation of providers (Provider coverage, Financial pooling/sharing), and the single provider/patient involvement (Income, Multiple disease/needs focus, and Quality measurement). There is a gap between rhetoric on the need for new payment mechanisms and those implemented in practice. Current payments for integrated care are mostly sector- and disease-specific, with questionable impact on those with the most need for integrated care. The typology provides a basis to improve financial incentives supporting more effective and efficient integrated care systems.
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Affiliation(s)
- Jonathan Stokes
- Manchester Centre for Health Economics, University of Manchester, Jean McFarlane Building, Oxford Road, Manchester M13 9PL, United Kingdom.
| | - Verena Struckmann
- Berlin University of Technology, Department of Health Care Management, Straße des 17.Juni 135, Berlin 10623, Germany.
| | - Søren Rud Kristensen
- Manchester Centre for Health Economics, University of Manchester, Jean McFarlane Building, Oxford Road, Manchester M13 9PL, United Kingdom; Centre for Health Policy, Institute of Global Health Innovation, Imperial College London, United Kingdom.
| | - Sabine Fuchs
- Department of Health Care Management, Berlin University of Technology, Straße des 17. Juni 135, Berlin 10623, Germany.
| | - Ewout van Ginneken
- European Observatory on Health Systems and Policies, Berlin University of Technology, Strasse des 17. Juni 135, Berlin 10623, Germany.
| | - Apostolos Tsiachristas
- Health Economics Research Centre, Nuffield Department of Population Health, University of Oxford, Richard Doll Building, Old Road Campus, Oxford OX3 7LF, United Kingdom.
| | - Maureen Rutten van Mölken
- Erasmus School of Health Policy and Management and Institute for Medical Technology Assessment, Erasmus University Rotterdam, P.O. Box 1738, Rotterdam 3000 DR, The Netherlands.
| | - Matt Sutton
- Manchester Centre for Health Economics, University of Manchester, Jean McFarlane Building, Oxford Road, Manchester M13 9PL, United Kingdom.
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Bain KT, Schwartz EJ, Knowlton OV, Knowlton CH, Turgeon J. Implementation of a pharmacist-led pharmacogenomics service for the Program of All-Inclusive Care for the Elderly (PHARM-GENOME-PACE). J Am Pharm Assoc (2003) 2018; 58:281-289.e1. [PMID: 29602745 DOI: 10.1016/j.japh.2018.02.011] [Citation(s) in RCA: 38] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/27/2017] [Revised: 01/19/2018] [Accepted: 02/25/2018] [Indexed: 02/02/2023]
Abstract
OBJECTIVES To determine the feasibility of implementing a pharmacist-led pharmacogenomics (PGx) service for the Program of All-Inclusive Care for the Elderly (PACE). SETTING A national centralized pharmacy providing PGx services to community-based PACE centers. PRACTICE DESCRIPTION Individuals 55 years of age and older enrolled in PACE who underwent PGx testing as part of their medical care (n = 296). PRACTICE INNOVATION Pharmacist-led PGx testing, interpreting, and consulting. EVALUATION Implementation processes and roles were ascertained by reviewing policies and procedures for the PGx service and documented observations made by pharmacists providing the service. Genetic variants and drug-gene interactions (DGIs) were determined by interpretations of PGx test results. Types of recommendations provided by pharmacists were ascertained from PGx consultations. Prescribers' acceptance of recommendations were ascertained by documented responses or drug changes made after PGx consultations. RESULTS Challenges to implementation included lack of systems interoperability, limited access to medical electronic health records, determining prescribers' responses, and knowledge and competency gaps in PGx. Pharmacist roles most essential to overcoming challenges were interpreting and applying PGx data, determining how to disseminate those data to prescribers, advocating for appropriate PGx testing, and educating about the application of test results to clinical practice. Participants frequently used drugs posing DGI risks, with the majority (73.6%) reporting more than 1 interaction. The overwhelming majority (89.0%) of pharmacists' recommendations to mitigate risks were accepted by referring prescribers. CONCLUSION Implementing a pharmacist-led PGx service for PACE is feasible. Implementation of this service highlights the leadership role of pharmacists in moving PGx from research to practice.
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Vouri SM, Seaton SM, Sutcliffe S, Austin S. Changes in Mood in New Enrollees at a Program of All-Inclusive Care for the Elderly. THE CONSULTANT PHARMACIST : THE JOURNAL OF THE AMERICAN SOCIETY OF CONSULTANT PHARMACISTS 2015; 30:463-71. [PMID: 26260643 PMCID: PMC4605402 DOI: 10.4140/tcp.n.2015.463] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
Abstract
OBJECTIVES To examine changes in mood after nine months of enrollment in a Program of All-Inclusive Care for the Elderly (PACE). DESIGN Cohort study. SETTING Alexian Brothers PACE, St. Louis, Missouri. PARTICIPANTS Newly enrolled patients 55 years of age and older, living in the PACE service area, eligible for nursing facility care and able to live safely in the community, with continuous care, for at least nine months (N = 182). MAIN OUTCOME MEASURES Geriatric Depression Scale (GDS)-15 score at the pre-admission evaluation (PAE) and the nine-month evaluation (9ME). RESULTS Of the 182 patients evaluated, 27% (n = 49) met the definition of depression as defined by the GDS-15 score of ≥ 6 at the PAE. At the 9ME, only 11% of patients met the depression criteria (P < 0.001). Of the patients who met the criteria for depression at the PAE, 80% of patients (n = 39) no longer met these criteria at the 9ME (P = 0.029). Similar findings were observed by age, gender, and race. Greater improvement was observed among those who were depressed at the PAE; the depressed cohort improved by 5.0 points (P < 0.001) on the GDS-15 scale from the PAE to the 9ME, whereas the nondepressed cohort improved by 0.6 points (P = 0.003). CONCLUSION The use of PACE as an alternative intervention may be a good option to improve mood in older adults.
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Affiliation(s)
- Scott Martin Vouri
- St. Louis College of Pharmacy, 4588 Parkview Place, St. Louis, MO 63110, Phone: 314-446-8551 Fax: 314-446-8550
| | - Stephanie M. Seaton
- St. Louis College of Pharmacy 4588 Parkview Place, St. Louis, MO 63110, Phone: 314-446-8199
| | - Siobhan Sutcliffe
- Washington University School of Medicine, 660 S. Euclid Ave., Box 8100, Rm 208S, St. Louis, MO 63110, Phone: 314-362-3788
| | - Shane Austin
- St. Louis College of Pharmacy 4588 Parkview Place, St. Louis, MO 63110, Phone: 314-446-8551
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Resnick B. Consultant pharmacists, advanced practice nurses, and the interdisciplinary team. ACTA ACUST UNITED AC 2014; 29:149-53. [PMID: 24589764 DOI: 10.4140/tcp.n.2014.149] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
Abstract
Although in geriatrics we are better than many other clinical disciplines in terms of providing interdisciplinary care to older adults, I hope that we will continue to recognize how much more could actually be done. Before addressing the relationship between advanced practice nurses (APNs) and consultant pharmacists in real world settings, I want to review teamwork in geriatrics in general. It is critical to define what we mean by team, what type of team, and what the goals are of this teamwork.
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Affiliation(s)
- Barbara Resnick
- University of Maryland School of Nursing, Baltimore, Maryland
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Vouri SM, Tiemeier A. The Ins and Outs of Pharmacy Services at a Program of All-Inclusive Care for the Elderly. ACTA ACUST UNITED AC 2012; 27:803-7. [PMID: 23168930 DOI: 10.4140/tcp.n.2012.803] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
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