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Westergaard N, Lund T, Vermehren C. Predictive Biomarkers and Personalized Therapy: Use of Pharmacogenetic Testing in a Scandinavian Perspective. Basic Clin Pharmacol Toxicol 2025; 136:e70009. [PMID: 39971612 PMCID: PMC11839413 DOI: 10.1111/bcpt.70009] [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: 11/19/2024] [Revised: 02/05/2025] [Accepted: 02/06/2025] [Indexed: 02/21/2025]
Abstract
Precision medicine has significantly advanced through the development of predictive biomarkers based on pharmacogenetic (PGx) testing. These tests identify interactions between drugs and genetic variants that influence patient responses to treatments. Understanding genetic variations in drug-metabolizing enzymes, receptors and transporters and their impact on pharmacokinetics and pharmacodynamics allows for the prediction of drug effects and side effects, enabling tailored treatments for different patient groups. This review focuses on drugs metabolized by cytochrome P450 (CYP450) enzymes, for example, citalopram and clopidogrel or transported by the solute carrier organic anion transporter family member 1B1 (SLCO1B1), for example, atorvastatin and simvastatin, with PGx dosing guidelines, in the context of consumption in Scandinavian countries. A major barrier to the widespread adoption of PGx tests in clinical practice has been healthcare professionals' uncertainty about their efficacy, complexity in result interpretation and questions regarding the evidence base. However, recent studies have demonstrated PGx testing has the potential to improve treatment outcomes, reduce adverse drug reactions and achieve cost savings. These findings underscore the potential of PGx testing as a valuable tool in clinical decision making, promoting its use in a pre-emptive manner to enhance patient care.
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Affiliation(s)
| | - Trine Meldgaard Lund
- Department of Drug Design and PharmacologyFaculty of Health and Medical SciencesCopenhagenDenmark
| | - Charlotte Vermehren
- Department of Drug Design and PharmacologyFaculty of Health and Medical SciencesCopenhagenDenmark
- Hospital Pharmacy Capital Region of DenmarkCopenhagen University Hospital BispebjergCopenhagenDenmark
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Westergaard N, Baltzer Houlind M, Christrup LL, Juul-Larsen HG, Strandhave C, Olesen AE. Use of drugs with pharmacogenomics (PGx)-based dosing guidelines in a Danish cohort of persons with chronic kidney disease, both on dialysis and not on dialysis: Perspectives for prescribing optimization. Basic Clin Pharmacol Toxicol 2024; 134:531-542. [PMID: 38308569 DOI: 10.1111/bcpt.13985] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/23/2023] [Revised: 01/10/2024] [Accepted: 01/15/2024] [Indexed: 02/05/2024]
Abstract
AIM The objective of this registry study is to assess the utilization of pharmacogenomic (PGx) drugs among patients with chronic kidney disease (CKD). METHODS This study was a retrospective study of patients affiliated with the Department of Nephrology, Aalborg University Hospital, Denmark in 2021. Patients diagnosed with CKD were divided into CKD without dialysis and CKD with dialysis. PGx prescription drugs were retrieved from the Patient Administration System. Actionable dosing guidelines (AG) for specific drug-gene pairs for CYP2D6, CYP2C9, CYP2C19 and SLCO1B1 were retrieved from the PharmGKB homepage. RESULTS Out of 1241 individuals, 25.5% were on dialysis. The median number of medications for each patient was 9 within the non-dialysis group and 16 within the dialysis group. Thirty-one distinct PGx drugs were prescribed. Altogether, 76.0% (943 individuals) were prescribed at least one PGx drug and the prevalence of prescriptions of PGx drugs was higher in the dialysis group compared to the non-dialysis group. The most frequently prescribed drugs with AG were metoprolol, pantoprazole, atorvastatin, simvastatin and warfarin. CONCLUSION This study demonstrated that a substantial proportion of patients with CKD are exposed to drugs or drug combinations for which there exists AG related to PGx of CYP2D6, CYP2C19, CYP2C9 and SLCO1B1.
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Affiliation(s)
| | - Morten Baltzer Houlind
- Department of Clinical Research, Copenhagen University Hospital Amager and Hvidovre, Hvidovre, Denmark
- The Capital Region Pharmacy, Herlev, Denmark
- Department of Drug Design and Pharmacology, University of Copenhagen, Copenhagen, Denmark
| | - Lona Louring Christrup
- Department of Drug Design and Pharmacology, University of Copenhagen, Copenhagen, Denmark
| | - Helle Gybel Juul-Larsen
- Department of Clinical Research, Copenhagen University Hospital Amager and Hvidovre, Hvidovre, Denmark
| | | | - Anne Estrup Olesen
- Department of Clinical Medicine, Aalborg University, Aalborg, Denmark
- Department of Clinical Pharmacology, Aalborg University Hospital, Aalborg, Denmark
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Zhang T, Mohsen M, Abbaticchio A, Battistella M. Patients' experiences of medication management while navigating ongoing care between outpatient services: A qualitative case study of patients on hemodialysis. EXPLORATORY RESEARCH IN CLINICAL AND SOCIAL PHARMACY 2024; 13:100418. [PMID: 38374965 PMCID: PMC10875289 DOI: 10.1016/j.rcsop.2024.100418] [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: 01/05/2024] [Revised: 02/05/2024] [Accepted: 02/07/2024] [Indexed: 02/21/2024] Open
Abstract
Background Patients on hemodialysis have complex medical diagnoses and medication regimens, requiring access to numerous health services and consultation with various healthcare providers. While interprofessional collaboration can optimize care among hemodialysis patients, these patients commonly experience medication-related problems and frequent hospitalizations resulting from miscommunications and mismanagement of medications. Objectives This study aims to capture the lived experiences of patients on hemodialysis to reveal their medication management needs as they navigate ongoing care between various outpatient services. Methods A qualitative methodology was used to explore the perspectives of hemodialysis patients. One-on-one, in-person, semi-structured interviews were conducted at an outpatient hemodialysis clinic located inside an urban teaching hospital. English-speaking adults 18 years and older who have been followed at the clinic for at least three months were selected through random, convenience sampling. Interviews were recorded and transcribed verbatim. Patients were recruited and data were collected iteratively and continued until data saturation was reached. Data was analyzed through the lens of the Picker Principles of Patient Centered Care using a general inductive approach. Results A total of nine interviews were conducted. Two major themes, medication management and care navigation, were identified. Though patients had a wealth of knowledge about their medications, and they were motivated to self-manage their medications to enhance their well-being, they experienced barriers with medication management. Patients further expressed challenges with navigating care and spoke of the importance of having good rapport with healthcare providers who are attentive to their needs. Conclusions The results revealed a need for improved support for self-care and interprofessional collaboration to possibly reduce the burden of medications and care fragmentation experienced by patients and improve continuity of care for patients.
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Affiliation(s)
- Tracy Zhang
- Leslie Dan Faculty of Pharmacy, University of Toronto, Ontario, Canada
- Department of Nephrology, Toronto General Hospital – University Health Network, Ontario, Canada
| | - Mai Mohsen
- Leslie Dan Faculty of Pharmacy, University of Toronto, Ontario, Canada
- Department of Nephrology, Toronto General Hospital – University Health Network, Ontario, Canada
| | - Angelina Abbaticchio
- Department of Nephrology, Toronto General Hospital – University Health Network, Ontario, Canada
| | - Marisa Battistella
- Leslie Dan Faculty of Pharmacy, University of Toronto, Ontario, Canada
- Department of Nephrology, Toronto General Hospital – University Health Network, Ontario, Canada
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Sridharan K. Assessment of drug utilization and potentially inappropriate medications in hemodialysis patients with end-stage renal dysfunction: A study in a tertiary care hospital in Bahrain. INTERNATIONAL JOURNAL OF RISK & SAFETY IN MEDICINE 2024; 35:131-141. [PMID: 38393922 DOI: 10.3233/jrs-230004] [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: 02/25/2024]
Abstract
BACKGROUND Patients undergoing dialysis pose therapeutic challenges in terms of polypharmacy, administration of potentially inappropriate drugs, and drugs with the potential risk of toxicity. OBJECTIVE This study evaluated the use of drugs, potentially inappropriate medicines (PIM), drugs with risk of Torsades de Pointes (TdP), and the complexity of the prescribed regimen using the medication regimen complexity index scale in patients undergoing hemodialysis. METHODS A retrospective cohort study was carried out amongst patients receiving hemodialysis. Drugs were classified into one of four classes: (i) drugs used in managing renal complications, (ii) cardiovascular drugs, (iii) anti-diabetic drugs, (iv) drugs for symptomatic management, and (v) others. Drugs were considered as PIM according to the Can-SOLVE CKD working group from a network of Canadian nephrology health professionals. The study adhered to the CredibleMeds classification of drugs with known, possible, and conditional risk of TdP and the complexity of prescribed medicines was evaluated based on the pre-validated medication regimen complexity index scale based on form/route, frequency of dosing, and requirement of special instructions. RESULTS Sixty-three participants were included in the study (49 males and 14 females) with the median (range) age of 45 (21-66) years. Cardiovascular drugs followed by drugs used for managing renal complications were the most common classes administered. Notably, 12 (19.1%) patients received one of the non-steroidal anti-inflammatory drugs, 21 (33.3%) received a proton pump inhibitor, three (4.8%) received pregabalin, two (3.2%) received opioid drugs, and one (1.6%) was administered celecoxib. Atorvastatin, furosemide, omeprazole, and allopurinol were the most common PIM drugs administered to the study participants followed by others. Drugs used for symptomatic management had significantly more PIM compared to other classes (p < 0.0001). Six (9.5%) patients received drugs with known TdP risk, one with possible TdP risk, and 61 with conditional risk. Median (range) medical regimen complexity index score was 26.5 (2-62.5). CONCLUSION A huge burden of drug therapy was observed in the hemodialysis patients in terms of higher proportions of PIM, complex medical regimen, and prescription of drugs with risk of TdP. Implementation of clinical decision support tools enhancing rational prescription and identification of drugs with TdP risk, introducing antimicrobial stewardship, and stepwise deprescription of the drugs with the least benefit-risk ratio are warranted.
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Affiliation(s)
- Kannan Sridharan
- Department of Pharmacology and Therapeutics, College of Medicine and Medical Sciences, Manama, Kingdom of Bahrain E-mail:
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Onor IO, Ahmed F, Nguyen AN, Ezebuenyi MC, Obi CU, Schafer AK, Borghol A, Aguilar E, Okogbaa JI, Reisin E. Polypharmacy in chronic kidney disease: Health outcomes & pharmacy-based strategies to mitigate inappropriate polypharmacy. Am J Med Sci 2024; 367:4-13. [PMID: 37832917 DOI: 10.1016/j.amjms.2023.10.003] [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: 02/18/2023] [Revised: 10/06/2023] [Accepted: 10/09/2023] [Indexed: 10/15/2023]
Abstract
The rising prevalence of comorbidities in an increasingly aging population has sparked a reciprocal rise in polypharmacy. Patients with chronic kidney disease (CKD) have a greater burden of polypharmacy due to the comorbidities and complications associated with their disease. Polypharmacy in CKD patients has been linked to myriad direct and indirect costs for patients and the society at large. Pharmacists are uniquely positioned within the healthcare team to streamline polypharmacy management in the setting of CKD. In this article, we review the landscape of polypharmacy and examine its impacts through the lens of the ECHO model of Economic, Clinical, and Humanistic Outcomes. We also present strategies for healthcare teams to improve polypharmacy care through comprehensive medication management process that includes medication reconciliation during transitions of care, medication therapy management, and deprescribing. These pharmacist-led interventions have the potential to mitigate adverse outcomes associated with polypharmacy in CKD.
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Affiliation(s)
- IfeanyiChukwu O Onor
- College of Pharmacy, Xavier University of Louisiana, New Orleans, LA, USA; Department of Medicine, Louisiana State University Health Sciences Center School of Medicine, New Orleans, LA, USA; Department of Pharmacy, University Medical Center New Orleans, New Orleans, LA, USA.
| | - Fahamina Ahmed
- College of Pharmacy, Xavier University of Louisiana, New Orleans, LA, USA; East Jefferson General Hospital-Family Medicine Clinic, Metairie, LA, USA
| | - Anthony N Nguyen
- Department of Pharmacy, Ochsner Health System, Jefferson, LA, USA
| | - Michael C Ezebuenyi
- Department of Pharmacy, Our Lady of the Lake Regional Medical Center, Baton Rouge, LA, USA
| | - Collins Uchechukwu Obi
- Medical Laboratory Science Department, Nnamdi Azikiwe University, Nnewi Campus, Anambra, Nigeria
| | - Alison K Schafer
- Department of Medicine, Louisiana State University Health Sciences Center School of Medicine, New Orleans, LA, USA
| | - Amne Borghol
- College of Pharmacy, Xavier University of Louisiana, New Orleans, LA, USA; Department of Medicine, Louisiana State University Health Sciences Center School of Medicine, New Orleans, LA, USA; Department of Pharmacy, University Medical Center New Orleans, New Orleans, LA, USA
| | - Erwin Aguilar
- Department of Medicine, Section of Nephrology and Hypertension, Louisiana State University Health Sciences Center School of Medicine, New Orleans, LA, USA
| | - John I Okogbaa
- College of Pharmacy, Xavier University of Louisiana, New Orleans, LA, USA; Department of Medicine, Louisiana State University Health Sciences Center School of Medicine, New Orleans, LA, USA
| | - Efrain Reisin
- Department of Medicine, Section of Nephrology and Hypertension, Louisiana State University Health Sciences Center School of Medicine, New Orleans, LA, USA
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Pereira-Céspedes A, Jiménez-Morales A, Palomares-Bayo M, Martínez-Martínez F, Calleja-Hernández MÁ. Medication Review with Follow-Up for End-Stage Renal Disease: Drug-Related Problems and Negative Outcomes Associated with Medication-A Systematic Review. J Clin Med 2023; 12:5080. [PMID: 37568483 PMCID: PMC10419351 DOI: 10.3390/jcm12155080] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2023] [Revised: 07/24/2023] [Accepted: 07/29/2023] [Indexed: 08/13/2023] Open
Abstract
BACKGROUND This article reviews the available scientific literature on drug-related problems and negative outcomes associated with medications identified by medication review with follow-up for end-stage renal disease and discussed with the physicians. METHODS A systematic review was conducted of the scientific literature retrieved from the following databases: MEDLINE (via PubMed), Web of Science, SCOPUS, Cochrane Library: The Cochrane Central Register and Control Trials (CENTRAL) and Literatura Latinoamericana y del Caribe (LILACS), Medicina en Español (MEDES), and the SciELO bibliographic database (a collection of scientific journals). The following terms were used as descriptors and searched in free text: "end-stage renal disease", "medication review", "drug-related problems", and "negative outcomes associated with medication". The following limits were applied: "humans" and "adults (more than 18 years)". RESULTS A total of 59 references were recovered and, after applying inclusion/exclusion criteria, 16 articles were selected. Of these selected articles, 15 provided information on drug-related problems and only 1 on negative outcomes associated with medications. CONCLUSIONS It can be concluded that drug-related problems and negative outcomes associated with medications affect patients with end-stage renal disease, mainly those receiving renal replacement therapy. More evidence is needed, especially on negative outcomes associated with medication.
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Affiliation(s)
- Alfonso Pereira-Céspedes
- Pharmaceutical Care Research Group, Pharmacy Faculty, University of Granada, 18071 Granada, Spain; (A.J.-M.); (F.M.-M.); (M.Á.C.-H.)
- Pharmacy Department, Hospital Universitario Virgen de las Nieves, 18014 Granada, Spain
- Centro Nacional de Información de Medicamentos, Instituto de Investigaciones Farmacéuticas, Pharmacy Faculty, University of Costa Rica, San José 11501-2060, Costa Rica
- Nephrology Department, Hospital Universitario Virgen de las Nieves, 18014 Granada, Spain;
| | - Alberto Jiménez-Morales
- Pharmaceutical Care Research Group, Pharmacy Faculty, University of Granada, 18071 Granada, Spain; (A.J.-M.); (F.M.-M.); (M.Á.C.-H.)
- Pharmacy Department, Hospital Universitario Virgen de las Nieves, 18014 Granada, Spain
| | | | - Fernando Martínez-Martínez
- Pharmaceutical Care Research Group, Pharmacy Faculty, University of Granada, 18071 Granada, Spain; (A.J.-M.); (F.M.-M.); (M.Á.C.-H.)
| | - Miguel Ángel Calleja-Hernández
- Pharmaceutical Care Research Group, Pharmacy Faculty, University of Granada, 18071 Granada, Spain; (A.J.-M.); (F.M.-M.); (M.Á.C.-H.)
- Pharmacy Department, Hospital Universitario Virgen Macarena, 41009 Seville, Spain
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Salama L, Sica S, Cardone KE. Medicines for the Kidney. PHYSICIAN ASSISTANT CLINICS 2023. [DOI: 10.1016/j.cpha.2022.10.012] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/25/2023]
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Paik JM, Zhuo M, York C, Tsacogianis T, Kim SC, Desai RJ. Medication Burden and Prescribing Patterns in Patients on Hemodialysis in the USA, 2013-2017. Am J Nephrol 2021; 52:919-928. [PMID: 34814147 DOI: 10.1159/000520028] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/19/2021] [Accepted: 09/30/2021] [Indexed: 12/13/2022]
Abstract
INTRODUCTION The medication burden of patients with end-stage renal disease (ESRD) on hemodialysis, a patient population with a high comorbidity burden and complex care requirements, is among the highest of any of the chronic diseases. The goal of this study was to describe the medication burden and prescribing patterns in a contemporary cohort of patients with ESRD on hemodialysis in the USA. METHODS We used the United States Renal Data System database from January 1, 2013, and December 31, 2017, to quantify the medication burden of patients with ESRD on hemodialysis aged ≥18 years. We calculated the average number of prescription medications per patient during each respective year (January-December), number of medications within classes, including potentially harmful medications, and trends in the number of medications and classes over the 5-year study period. RESULTS We included a total of 163,228 to 176,133 patients from 2013 to 2017. The overall medication burden decreased slightly, from a mean of 7.4 (SD 3.8) medications in 2013 to 6.8 (SD 3.6) medications in 2017. Prescribing of potentially harmful medications decreased over time (74.0% with at least one harmful medication class in 2013-68.5% in 2017). In particular, the prescribing of non-benzodiazepine hypnotics, benzodiazepines, and opioids decreased from 2013 to 2017 (12.2%-6.3%, 23.4%-19.3%, and 60.0%-53.4%, respectively). This trend was consistent across subgroups of age, sex, race, and low-income subsidy status. CONCLUSIONS Patients with ESRD on hemodialysis continued to have a high overall medication burden, with a slight reduction over time accompanied by a decrease in prescribing of several classes of harmful medications. Continued emphasis on assessment of appropriateness of high medication burden in patients with ESRD is needed to avoid exposure to potentially harmful or futile medications in this patient population.
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Affiliation(s)
- Julie M Paik
- Division of Pharmacoepidemiology and Pharmacoeconomics, Brigham and Women's Hospital, Boston, Massachusetts, USA
- Division of Renal Medicine, Brigham and Women's Hospital, Boston, Massachusetts, USA
- New England Geriatric Research Education and Clinical Center, VA Boston Healthcare System, Boston, Massachusetts, USA
- Harvard Medical School, Boston, Massachusetts, USA
| | - Min Zhuo
- Division of Pharmacoepidemiology and Pharmacoeconomics, Brigham and Women's Hospital, Boston, Massachusetts, USA
- Division of Renal Medicine, Brigham and Women's Hospital, Boston, Massachusetts, USA
- Harvard Medical School, Boston, Massachusetts, USA
- Renal Division, Beth Israel Deaconess Medical Center, Boston, Massachusetts, USA
| | - Cassandra York
- Division of Pharmacoepidemiology and Pharmacoeconomics, Brigham and Women's Hospital, Boston, Massachusetts, USA
| | - Theodore Tsacogianis
- Division of Pharmacoepidemiology and Pharmacoeconomics, Brigham and Women's Hospital, Boston, Massachusetts, USA
| | - Seoyoung C Kim
- Division of Pharmacoepidemiology and Pharmacoeconomics, Brigham and Women's Hospital, Boston, Massachusetts, USA
- Harvard Medical School, Boston, Massachusetts, USA
- Division of Rheumatology, Inflammation, and Immunity, Department of Medicine, Brigham and Women's Hospital, Boston, Massachusetts, USA
| | - Rishi J Desai
- Division of Pharmacoepidemiology and Pharmacoeconomics, Brigham and Women's Hospital, Boston, Massachusetts, USA
- Harvard Medical School, Boston, Massachusetts, USA
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