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Gawronski BE, Fofanova I, Miranda AM, Malave JG, Duarte JD. Implementation of clinical pharmacogenetic testing in medically underserved patients: a narrative review. Pharmacogenomics 2025; 26:107-119. [PMID: 40211878 DOI: 10.1080/14622416.2025.2490461] [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: 01/30/2025] [Accepted: 04/04/2025] [Indexed: 04/13/2025] Open
Abstract
As an emerging health technology, pharmacogenetic (PGx) testing has the capacity to improve medication therapy. However, implementation in medically underserved populations (MUPs) remains limited, which has the potential to increase healthcare disparities. While there is no single accepted definition for MUPs, demographic, socioeconomic, cultural, and geographic factors can lead to reduced access to healthcare, which contributes to disparate health outcomes in these populations. In the case of PGx testing, as MUPs have an increased risk of adverse drug events, have lower numbers of healthcare encounters, and are prescribed more medications which can be guided by PGx testing, additional benefits from PGx testing may occur in MUPs. Study of the acceptability and perceptions of PGx testing in MUPs, as reported in literature, provides support for the development of successful PGx testing implementations. Additionally, a few limited pilot PGx testing implementations in MUPs have assessed feasibility. However, further studies establishing the feasibility and effectiveness of PGx testing implementations in MUPs will enable more widespread PGx testing in those who are medically underserved. Thus, this narrative review explores the impact of medical underservice on health, PGx testing's potential impact on MUPs, and the research and early clinical implementations of PGx in MUPs.
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Affiliation(s)
- Brian E Gawronski
- Department Pharmacotherapy and Translational Research and Center for Pharmacogenomics and Precision Medicine, College of Pharmacy, University of Florida, Gainesville, FL, USA
| | - Irina Fofanova
- Department Pharmacotherapy and Translational Research and Center for Pharmacogenomics and Precision Medicine, College of Pharmacy, University of Florida, Gainesville, FL, USA
| | - Angel M Miranda
- Department Pharmacotherapy and Translational Research and Center for Pharmacogenomics and Precision Medicine, College of Pharmacy, University of Florida, Gainesville, FL, USA
| | - Jean G Malave
- Department Pharmacotherapy and Translational Research and Center for Pharmacogenomics and Precision Medicine, College of Pharmacy, University of Florida, Gainesville, FL, USA
| | - Julio D Duarte
- Department Pharmacotherapy and Translational Research and Center for Pharmacogenomics and Precision Medicine, College of Pharmacy, University of Florida, Gainesville, FL, USA
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Zhao Z, Zhu L, Luo Y, Xu H, Zhang Y. Collateral lethality: A unique type of synthetic lethality in cancers. Pharmacol Ther 2025; 265:108755. [PMID: 39581504 DOI: 10.1016/j.pharmthera.2024.108755] [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: 08/10/2024] [Revised: 10/31/2024] [Accepted: 11/19/2024] [Indexed: 11/26/2024]
Abstract
Genetic interactions play crucial roles in cell-essential functions. Intrinsic genetic defects in tumors typically involve gain-of- and loss-of-function mutations in tumor suppressor genes (TSGs) and oncogenes, respectively, providing potential antitumor vulnerabilities. Moreover, tumor cells with TSG deficiencies exhibit heightened sensitivity to the inhibition of compensatory pathways. Synthetic and collateral lethality are two strategies used for exploiting novel drug targets in multiple types of cancer. Collateral lethality is a unique type of synthetic lethality that occurs when passenger genes are co-deleted in neighboring TSGs. Although synthetic lethality has already been successfully demonstrated in clinical practice, antitumor therapeutics based on collateral lethality are predominantly still in the preclinical phase. Therefore, screening for potential genetic interactions within the cancer genome has emerged as a promising approach for drug development. Here, the two conceptual therapeutic strategies that involve the deletion or inactivation of cancer-specific TSGs are discussed. Moreover, existing approaches for screening and identifying potential gene partners are also discussed. Particularly, this review highlights the current advances of "collateral lethality" in the preclinical phase and addresses the challenges involved in translating them into therapeutic applications. This review provides insights into these strategies as new opportunities for the development of personalized antitumor therapies.
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Affiliation(s)
- Zichen Zhao
- Department of Medical Oncology, Cancer Center, West China Hospital, Sichuan University, Chengdu, China; Lung Cancer Center/Lung Cancer Institute, West China Hospital, Sichuan University, Chengdu, China
| | - Lingling Zhu
- Department of Medical Oncology, Cancer Center, West China Hospital, Sichuan University, Chengdu, China; Lung Cancer Center/Lung Cancer Institute, West China Hospital, Sichuan University, Chengdu, China
| | - Yu Luo
- Lung Cancer Center/Lung Cancer Institute, West China Hospital, Sichuan University/West China School of Nursing, Sichuan University, Chengdu, China
| | - Heng Xu
- Institute of General Surgery, West China Hospital, Sichuan University, Chengdu, Sichuan, China; Department of Laboratory Medicine/Research Center of Clinical Laboratory Medicine, State Key Laboratory of Biotherapy and Cancer Center, West China Hospital, Sichuan University, Chengdu, Sichuan, China
| | - Yan Zhang
- Department of Medical Oncology, Cancer Center, West China Hospital, Sichuan University, Chengdu, China; Lung Cancer Center/Lung Cancer Institute, West China Hospital, Sichuan University, Chengdu, China.
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Ewasiuk E, Emery J, Reid G, Saya S. Implementing pharmacogenomic testing in Australian general practice: an exploratory qualitative study. Pharmacogenomics 2024; 25:377-389. [PMID: 39109497 PMCID: PMC11418283 DOI: 10.1080/14622416.2024.2382078] [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: 03/22/2024] [Accepted: 07/12/2024] [Indexed: 09/21/2024] Open
Abstract
Aim: To explore general practitioners' (GPs) views on implementing pharmacogenomic testing in Australian general practice.Methods: Semi-structured interviews were conducted with nine GPs in Australia, recruited from primary care networks. Interviews were analyzed using thematic analysis. Themes were mapped onto the Consolidated Framework for Implementation Research domains.Results: Barriers to implementation included lack of knowledge, education, standardized pharmacogenomic reports and national clinical guidelines and financial inaccessibility. Facilitators included positive exposure to pharmacogenomics, peer influences, interdisciplinary collaboration and proven clinical utility. Current uptake was minimal; however, GPs shared positive perceptions of clinical use.Conclusion: Recommendations for successful implementation include building and disseminating clinical evidence, developing national guidelines and standardized reports, incorporation into formal education and increasing financial accessibility.
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Affiliation(s)
- Emma Ewasiuk
- Department of Paediatrics, University of Melbourne, Melbourne, 3010, Australia
| | - Jon Emery
- Department of General Practice, Melbourne Medical School, University of Melbourne, Melbourne, 3010, Australia
- Center for Cancer Research, University of Melbourne,Melbourne, 3000, Australia
| | - Gabrielle Reid
- Department of Paediatrics, University of Melbourne, Melbourne, 3010, Australia
| | - Sibel Saya
- Department of General Practice, Melbourne Medical School, University of Melbourne, Melbourne, 3010, Australia
- Center for Cancer Research, University of Melbourne,Melbourne, 3000, Australia
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Skaar TC, Myers RA, Fillingim RB, Callaghan JT, Cicali E, Eadon MT, Elwood EN, Ginsburg GS, Lynch S, Nguyen KA, Obeng AO, Park H, Pratt VM, Rosenman M, Sadeghpour A, Shuman S, Singh R, Tillman EM, Volpi S, Wiisanen K, Winterstein AG, Horowitz CR, Voora D, Orlando L, Chakraborty H, Van Driest S, Peterson JF, Cavallari LA, Johnson JA, Dexter PR, the IGNITE Pragmatic Trials Network. Implementing a pragmatic clinical trial to tailor opioids for chronic pain on behalf of the IGNITE ADOPT PGx investigators. Clin Transl Sci 2024; 17:e70005. [PMID: 39177194 PMCID: PMC11342225 DOI: 10.1111/cts.70005] [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: 04/29/2024] [Revised: 07/15/2024] [Accepted: 08/04/2024] [Indexed: 08/24/2024] Open
Abstract
Chronic pain is a prevalent condition with enormous economic burden. Opioids such as tramadol, codeine, and hydrocodone are commonly used to treat chronic pain; these drugs are activated to more potent opioid receptor agonists by the hepatic CYP2D6 enzyme. Results from clinical studies and mechanistic understandings suggest that CYP2D6-guided therapy will improve pain control and reduce adverse drug events. However, CYP2D6 is rarely used in clinical practice due in part to the demand for additional clinical trial evidence. Thus, we designed the ADOPT-PGx (A Depression and Opioid Pragmatic Trial in Pharmacogenetics) chronic pain study, a multicenter, pragmatic, randomized controlled clinical trial, to assess the effect of CYP2D6 testing on pain management. The study enrolled 1048 participants who are taking or being considered for treatment with CYP2D6-impacted opioids for their chronic pain. Participants were randomized to receive immediate or delayed (by 6 months) genotyping of CYP2D6 with clinical decision support (CDS). CDS encouraged the providers to follow the CYP2D6-guided trial recommendations. The primary study outcome is the 3-month absolute change in the composite pain intensity score assessed using Patient-Reported Outcomes Measurement Information System (PROMIS) measures. Follow-up will be completed in July 2024. Herein, we describe the design of this trial along with challenges encountered during enrollment.
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Affiliation(s)
- Todd C. Skaar
- Division of Clinical PharmacologyIndiana University School of MedicineIndianapolisIndianaUSA
| | - Rachel A. Myers
- Department of Medicine, Clinical Research UnitDuke University School of Medicine, Duke UniversityDurhamNorth CarolinaUSA
| | - Roger B. Fillingim
- Department of Community Dentistry and Behavioral ScienceUniversity of Florida College of DentistryGainesvilleFloridaUSA
| | - John T. Callaghan
- Division of Clinical PharmacologyIndiana University School of MedicineIndianapolisIndianaUSA
| | - Emily Cicali
- Department of Pharmacotherapy and Translational Research and Center for Pharmacogenomics and Precision MedicineCollege of Pharmacy, University of FloridaGainesvilleFloridaUSA
| | - Michael T. Eadon
- Division of Clinical PharmacologyIndiana University School of MedicineIndianapolisIndianaUSA
- Division of NephrologyIndiana University School of MedicineIndianapolisIndianaUSA
| | - Erica N. Elwood
- Department of Pharmacotherapy and Translational Research and Center for Pharmacogenomics and Precision MedicineCollege of Pharmacy, University of FloridaGainesvilleFloridaUSA
| | | | - Sheryl Lynch
- Division of Clinical PharmacologyIndiana University School of MedicineIndianapolisIndianaUSA
| | - Khoa A. Nguyen
- Department of Pharmacotherapy and Translational Research and Center for Pharmacogenomics and Precision MedicineCollege of Pharmacy, University of FloridaGainesvilleFloridaUSA
| | - Aniwaa Owusu Obeng
- Pharmacy DepartmentMount Sinai Health SystemNew YorkNew YorkUSA
- The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount SinaiNew YorkNew YorkUSA
- Department of Medicine, Division of General Internal MedicineIcahn School of Medicine at Mount SinaiNew YorkNew YorkUSA
| | - Haesuk Park
- Department of Pharmaceutical Outcomes and PolicyCollege of Pharmacy, University of FloridaGainesvilleFloridaUSA
- Center for Drug Evaluation and SafetyUniversity of FloridaGainesvilleFloridaUSA
| | - Victoria M. Pratt
- Department of Medical & Molecular GeneticsIndiana University School of MedicineIndianapolisIndianaUSA
| | - Marc Rosenman
- Department of PediatricsIndiana University School of MedicineIndianapolisIndianaUSA
- Ann & Robert H. Lurie Children's Hospital of Chicago and Feinberg School of Medicine, Northwestern UniversityChicagoIllinoisUSA
| | - Azita Sadeghpour
- Duke Precision Medicine Program, Department of MedicineDuke UniversityDurhamNorth CarolinaUSA
| | | | - Rajbir Singh
- Department of MedicineMeharry Medical CollegeNashvilleTennesseeUSA
| | - Emma M. Tillman
- Division of Clinical PharmacologyIndiana University School of MedicineIndianapolisIndianaUSA
| | - Simona Volpi
- Division of Genomic MedicineNational Human Genome Research InstituteBethesdaMarylandUSA
| | - Kristin Wiisanen
- Department of Pharmacotherapy and Translational Research and Center for Pharmacogenomics and Precision MedicineCollege of Pharmacy, University of FloridaGainesvilleFloridaUSA
| | - Almut G. Winterstein
- Department of Pharmaceutical Outcomes and PolicyCollege of Pharmacy, University of FloridaGainesvilleFloridaUSA
- Center for Drug Evaluation and SafetyUniversity of FloridaGainesvilleFloridaUSA
| | - Carol R. Horowitz
- Institute for Health Equity Research, Icahn School of Medicine at Mount SinaiNew York CityNew YorkUSA
| | - Deepak Voora
- Duke Precision Medicine Program, Department of MedicineDuke UniversityDurhamNorth CarolinaUSA
| | - Lori Orlando
- Duke Precision Medicine Program, Department of MedicineDuke UniversityDurhamNorth CarolinaUSA
| | | | - Sara Van Driest
- Department of PediatricsVanderbilt University Medical CenterNashvilleTennesseeUSA
- Present address:
All of Us Research Program, Office of the DirectorNational Institutes of HealthBethesdaMarylandUSA
| | - Josh F. Peterson
- Department of Biomedical InformaticsVanderbilt University Medical CenterNashvilleTennesseeUSA
| | - Larisa A. Cavallari
- Department of Pharmacotherapy and Translational Research and Center for Pharmacogenomics and Precision MedicineCollege of Pharmacy, University of FloridaGainesvilleFloridaUSA
| | - Julie A. Johnson
- Department of Pharmacotherapy and Translational Research and Center for Pharmacogenomics and Precision MedicineCollege of Pharmacy, University of FloridaGainesvilleFloridaUSA
- Present address:
Center for Clinical and Translational ScienceColleges of Medicine and Pharmacy, The Ohio State UniversityColumbusOhioUSA
| | - Paul R. Dexter
- Department of MedicineIndiana University School of MedicineIndianapolisIndianaUSA
- Regenstrief Institute, Inc.IndianapolisIndianaUSA
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Brown G, Warrington N, Ulph F, Booth N, Harvey K, James R, Tricker K, Wilson P, Newman W, Mcdermott JH, Stoddard D, Mahaveer A, Turner M, Corry R, Garlick J, Miele G, Ainsworth S, Kemp L, Bruce I, Body R, Roberts P, Macleod R. Exploring NICU nurses' views of a novel genetic point-of-care test identifying neonates at risk of antibiotic-induced ototoxicity: A qualitative study. J Adv Nurs 2024; 80:3359-3370. [PMID: 38186205 DOI: 10.1111/jan.16045] [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: 05/19/2023] [Revised: 12/07/2023] [Accepted: 12/17/2023] [Indexed: 01/09/2024]
Abstract
AIM To explore the views of neonatal intensive care nursing staff on the deliverability of a novel genetic point-of-care test detecting a genetic variant associated with antibiotic-induced ototoxicity. DESIGN An interpretive, descriptive, qualitative interview study. METHODS Data were collected using semi-structured interviews undertaken between January and November 2020. Participants were neonatal intensive care nursing staff taking part in the Pharmacogenetics to Avoid Loss of Hearing trial. RESULTS Thematic analysis resulted in four themes: perceived clinical utility; the golden hour; point-of-care device; training and support. Recommendations were made to streamline the protocol and ongoing training and support were considered key to incorporating the test into routine care. CONCLUSION Exploring the views of nurses involved in the delivery of the point-of-care test was essential in its implementation. By the study endpoint, all participants could see the value of routine clinical introduction of the point-of care test. IMPLICATIONS FOR THE PROFESSION AND/OR PATIENT CARE Nurses are in a key position to support the delivery of point-of-care genetic testing into mainstream settings. This study has implications for the successful integration of other genetic point-of-care tests in acute healthcare settings. IMPACT The study will help to tailor the training and support required for routine deployment of the genetic point-of-care test. The study has relevance for nurses involved in the development and delivery of genetic point-of-care tests in other acute hospital settings. REPORTING METHOD This qualitative study adheres to the Standards for Reporting Qualitative Research EQUATOR guidelines and utilizes COREQ and SRQR checklists. PATIENT OR PUBLIC CONTRIBUTION All staff working on the participating neonatal intensive care units were trained to use the genetic point-of-care test. All inpatients on the participating units were eligible to have testing via the point-of-care test. The Pharmacogenetics to Avoid Loss of Hearing Patient and Public Involvement and Engagement group provided valuable feedback. TRIAL AND PROTOCOL REGISTRATION Registered within the University of Manchester. Ethics approval reference numbers: IRAS: 253102 REC reference: 19/NW/0400. Also registered with the ISRCTN ref: ISRCTN13704894.
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Affiliation(s)
- Georgia Brown
- Manchester Centre for Genomic Medicine, St Mary's Hospital, Manchester University NHS Foundation Trust, Manchester, UK
- Division of Evolution and Genomic Sciences, School of Biological Sciences, University of Manchester, Manchester, UK
| | - Natalie Warrington
- Manchester Centre for Genomic Medicine, St Mary's Hospital, Manchester University NHS Foundation Trust, Manchester, UK
- Division of Evolution and Genomic Sciences, School of Biological Sciences, University of Manchester, Manchester, UK
| | - Fiona Ulph
- Division of Psychology and Mental Health, School of Health Sciences, Faculty of Biology, Medicine and Health, University of Manchester, Manchester Academic Health Science Centre, Manchester, UK
| | - Nicola Booth
- Newborn Intensive Care Unit, Manchester University NHS Foundation Trust, Manchester, UK
| | - Karen Harvey
- Newborn Intensive Care Unit, Liverpool Women's Hospital, Liverpool, UK
| | - Rachel James
- Manchester Centre for Genomic Medicine, St Mary's Hospital, Manchester University NHS Foundation Trust, Manchester, UK
- Division of Evolution and Genomic Sciences, School of Biological Sciences, University of Manchester, Manchester, UK
| | - Karen Tricker
- Manchester Centre for Genomic Medicine, St Mary's Hospital, Manchester University NHS Foundation Trust, Manchester, UK
| | - Paul Wilson
- Alliance Manchester Business School, University of Manchester, Manchester, UK
| | - William Newman
- Manchester Centre for Genomic Medicine, St Mary's Hospital, Manchester University NHS Foundation Trust, Manchester, UK
- Division of Evolution and Genomic Sciences, School of Biological Sciences, University of Manchester, Manchester, UK
| | - John Henry Mcdermott
- Manchester Centre for Genomic Medicine, St Mary's Hospital, Manchester University NHS Foundation Trust, Manchester, UK
- Division of Evolution and Genomic Sciences, School of Biological Sciences, University of Manchester, Manchester, UK
| | | | - Ajit Mahaveer
- Newborn Intensive Care Unit, Manchester University NHS Foundation Trust, Manchester, UK
| | - Mark Turner
- Newborn Intensive Care Unit, Liverpool Women's Hospital, Liverpool, UK
| | - Rachel Corry
- Manchester Centre for Genomic Medicine, St Mary's Hospital, Manchester University NHS Foundation Trust, Manchester, UK
| | - Julia Garlick
- Manchester Centre for Genomic Medicine, St Mary's Hospital, Manchester University NHS Foundation Trust, Manchester, UK
| | - Gino Miele
- Genedrive Diagnostics Ltd, Manchester, UK
| | | | - Laura Kemp
- Genedrive Diagnostics Ltd, Manchester, UK
| | - Iain Bruce
- Hearing Health Theme Manchester NIHR Biomedical Research Centre, Manchester, UK
- Paediatric ENT Department, Royal Manchester Children's Hospital, Manchester University NHS Foundation Trust, Manchester, UK
| | - Richard Body
- Emergency Department, Manchester University NHS Foundation Trust, Manchester, UK
- Division of Cardiovascular Sciences, University of Manchester, Manchester, UK
| | - Peter Roberts
- Market Access and Reimbursement Solutions Ltd, Liverpool, Merseyside, UK
| | - Rhona Macleod
- Manchester Centre for Genomic Medicine, St Mary's Hospital, Manchester University NHS Foundation Trust, Manchester, UK
- Division of Evolution and Genomic Sciences, School of Biological Sciences, University of Manchester, Manchester, UK
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Principi N, Petropulacos K, Esposito S. Impact of Pharmacogenomics in Clinical Practice. Pharmaceuticals (Basel) 2023; 16:1596. [PMID: 38004461 PMCID: PMC10675377 DOI: 10.3390/ph16111596] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/16/2023] [Revised: 11/03/2023] [Accepted: 11/06/2023] [Indexed: 11/26/2023] Open
Abstract
Polymorphisms of genes encoding drug metabolizing enzymes and transporters can significantly modify pharmacokinetics, and this can be associated with significant differences in drug efficacy, safety, and tolerability. Moreover, genetic variants of some components of the immune system can explain clinically relevant drug-related adverse events. However, the implementation of drug dose individualization based on pharmacogenomics remains scarce. In this narrative review, the impact of genetic variations on the disposition, safety, and tolerability of the most commonly prescribed drugs is reported. Moreover, reasons for poor implementation of pharmacogenomics in everyday clinical settings are discussed. The literature analysis showed that knowledge of how genetic variations can modify the effectiveness, safety, and tolerability of a drug can lead to the adjustment of usually recommended drug dosages, improve effectiveness, and reduce drug-related adverse events. Despite some efforts to introduce pharmacogenomics in clinical practice, presently very few centers routinely use genetic tests as a guide for drug prescription. The education of health care professionals seems critical to keep pace with the rapidly evolving field of pharmacogenomics. Moreover, multimodal algorithms that incorporate both clinical and genetic factors in drug prescribing could significantly help in this regard. Obviously, further studies which definitively establish which genetic variations play a role in conditioning drug effectiveness and safety are needed. Many problems must be solved, but the advantages for human health fully justify all the efforts.
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Affiliation(s)
| | | | - Susanna Esposito
- Pediatric Clinic, Department of Medicine and Surgery, University Hospital of Parma, 43126 Parma, Italy
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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: 3] [Impact Index Per Article: 1.5] [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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Sadee W, Wang D, Hartmann K, Toland AE. Pharmacogenomics: Driving Personalized Medicine. Pharmacol Rev 2023; 75:789-814. [PMID: 36927888 PMCID: PMC10289244 DOI: 10.1124/pharmrev.122.000810] [Citation(s) in RCA: 54] [Impact Index Per Article: 27.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/18/2022] [Revised: 03/09/2023] [Accepted: 03/10/2023] [Indexed: 03/18/2023] Open
Abstract
Personalized medicine tailors therapies, disease prevention, and health maintenance to the individual, with pharmacogenomics serving as a key tool to improve outcomes and prevent adverse effects. Advances in genomics have transformed pharmacogenetics, traditionally focused on single gene-drug pairs, into pharmacogenomics, encompassing all "-omics" fields (e.g., proteomics, transcriptomics, metabolomics, and metagenomics). This review summarizes basic genomics principles relevant to translation into therapies, assessing pharmacogenomics' central role in converging diverse elements of personalized medicine. We discuss genetic variations in pharmacogenes (drug-metabolizing enzymes, drug transporters, and receptors), their clinical relevance as biomarkers, and the legacy of decades of research in pharmacogenetics. All types of therapies, including proteins, nucleic acids, viruses, cells, genes, and irradiation, can benefit from genomics, expanding the role of pharmacogenomics across medicine. Food and Drug Administration approvals of personalized therapeutics involving biomarkers increase rapidly, demonstrating the growing impact of pharmacogenomics. A beacon for all therapeutic approaches, molecularly targeted cancer therapies highlight trends in drug discovery and clinical applications. To account for human complexity, multicomponent biomarker panels encompassing genetic, personal, and environmental factors can guide diagnosis and therapies, increasingly involving artificial intelligence to cope with extreme data complexities. However, clinical application encounters substantial hurdles, such as unknown validity across ethnic groups, underlying bias in health care, and real-world validation. This review address the underlying science and technologies germane to pharmacogenomics and personalized medicine, integrated with economic, ethical, and regulatory issues, providing insights into the current status and future direction of health care. SIGNIFICANCE STATEMENT: Personalized medicine aims to optimize health care for the individual patients with use of predictive biomarkers to improve outcomes and prevent adverse effects. Pharmacogenomics drives biomarker discovery and guides the development of targeted therapeutics. This review addresses basic principles and current trends in pharmacogenomics, with large-scale data repositories accelerating medical advances. The impact of pharmacogenomics is discussed, along with hurdles impeding broad clinical implementation, in the context of clinical care, ethics, economics, and regulatory affairs.
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Affiliation(s)
- Wolfgang Sadee
- Department of Cancer Biology and Genetics, College of Medicine, The Ohio State University, Columbus Ohio (W.S., A.E.T.); Department of Pharmacotherapy and Translational Research, College of Pharmacy, University of Florida, Gainesville, Florida (D.W.); Department of Radiology, Hospital of the University of Pennsylvania, Philadelphia, Pennsylvania (K.H.); Department of Bioengineering and Therapeutic Sciences, Schools of Pharmacy and Medicine, University of California San Francisco, San Francisco, California (W.S.); and Aether Therapeutics, Austin, Texas (W.S.)
| | - Danxin Wang
- Department of Cancer Biology and Genetics, College of Medicine, The Ohio State University, Columbus Ohio (W.S., A.E.T.); Department of Pharmacotherapy and Translational Research, College of Pharmacy, University of Florida, Gainesville, Florida (D.W.); Department of Radiology, Hospital of the University of Pennsylvania, Philadelphia, Pennsylvania (K.H.); Department of Bioengineering and Therapeutic Sciences, Schools of Pharmacy and Medicine, University of California San Francisco, San Francisco, California (W.S.); and Aether Therapeutics, Austin, Texas (W.S.)
| | - Katherine Hartmann
- Department of Cancer Biology and Genetics, College of Medicine, The Ohio State University, Columbus Ohio (W.S., A.E.T.); Department of Pharmacotherapy and Translational Research, College of Pharmacy, University of Florida, Gainesville, Florida (D.W.); Department of Radiology, Hospital of the University of Pennsylvania, Philadelphia, Pennsylvania (K.H.); Department of Bioengineering and Therapeutic Sciences, Schools of Pharmacy and Medicine, University of California San Francisco, San Francisco, California (W.S.); and Aether Therapeutics, Austin, Texas (W.S.)
| | - Amanda Ewart Toland
- Department of Cancer Biology and Genetics, College of Medicine, The Ohio State University, Columbus Ohio (W.S., A.E.T.); Department of Pharmacotherapy and Translational Research, College of Pharmacy, University of Florida, Gainesville, Florida (D.W.); Department of Radiology, Hospital of the University of Pennsylvania, Philadelphia, Pennsylvania (K.H.); Department of Bioengineering and Therapeutic Sciences, Schools of Pharmacy and Medicine, University of California San Francisco, San Francisco, California (W.S.); and Aether Therapeutics, Austin, Texas (W.S.)
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