1
|
Johnson D, Del Fiol G, Kawamoto K, Romagnoli KM, Sanders N, Isaacson G, Jenkins E, Williams MS. Genetically guided precision medicine clinical decision support tools: a systematic review. J Am Med Inform Assoc 2024; 31:1183-1194. [PMID: 38558013 PMCID: PMC11031215 DOI: 10.1093/jamia/ocae033] [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: 08/17/2023] [Revised: 02/06/2024] [Accepted: 02/26/2024] [Indexed: 04/04/2024] Open
Abstract
OBJECTIVES Patient care using genetics presents complex challenges. Clinical decision support (CDS) tools are a potential solution because they provide patient-specific risk assessments and/or recommendations at the point of care. This systematic review evaluated the literature on CDS systems which have been implemented to support genetically guided precision medicine (GPM). MATERIALS AND METHODS A comprehensive search was conducted in MEDLINE and Embase, encompassing January 1, 2011-March 14, 2023. The review included primary English peer-reviewed research articles studying humans, focused on the use of computers to guide clinical decision-making and delivering genetically guided, patient-specific assessments, and/or recommendations to healthcare providers and/or patients. RESULTS The search yielded 3832 unique articles. After screening, 41 articles were identified that met the inclusion criteria. Alerts and reminders were the most common form of CDS used. About 27 systems were integrated with the electronic health record; 2 of those used standards-based approaches for genomic data transfer. Three studies used a framework to analyze the implementation strategy. DISCUSSION Findings include limited use of standards-based approaches for genomic data transfer, system evaluations that do not employ formal frameworks, and inconsistencies in the methodologies used to assess genetic CDS systems and their impact on patient outcomes. CONCLUSION We recommend that future research on CDS system implementation for genetically GPM should focus on implementing more CDS systems, utilization of standards-based approaches, user-centered design, exploration of alternative forms of CDS interventions, and use of formal frameworks to systematically evaluate genetic CDS systems and their effects on patient care.
Collapse
Affiliation(s)
- Darren Johnson
- Department of Genomic Health, Geisinger Health Systems, Danville, PA 17822, United States
| | - Guilherme Del Fiol
- Department of Biomedical Informatics, University of Utah, Salt Lake City, UT 84108, United States
| | - Kensaku Kawamoto
- Department of Biomedical Informatics, University of Utah, Salt Lake City, UT 84108, United States
| | - Katrina M Romagnoli
- Department of Genomic Health, Geisinger Health Systems, Danville, PA 17822, United States
| | - Nathan Sanders
- School of Medicine, Geisinger Health Systems, Danville, PA 17822, United States
| | - Grace Isaacson
- Family Medicine, Penn Highlands Healthcare, DuBois, PA 16830, United States
| | - Elden Jenkins
- School of Medicine, Noorda College of Osteopathic Medicine, Provo, UT 84606, United States
| | - Marc S Williams
- Department of Genomic Health, Geisinger Health Systems, Danville, PA 17822, United States
| |
Collapse
|
2
|
Bar-Peled Y, Denton JJ, Richards JL, Brown D, Worthey E, Strong TV. Pharmacogenomics for Prader-Willi syndrome: caregiver interest and planned utilization. Pharmacogenomics 2024; 25:207-216. [PMID: 38506331 DOI: 10.2217/pgs-2023-0189] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/21/2024] Open
Abstract
Aim: The study aim was to determine caregiver interest and planned utilization of pharmacogenomic (PGx) results for their child with Prader-Willi syndrome. Methods: Caregivers consented to PGx testing for their child and completed a survey before receiving results. Results: Of all caregivers (n = 48), 93.8% were highly interested in their child's upcoming PGx results. Most (97.9%) planned to share results with their child's medical providers. However, only 47.9% of caregivers were confident providers would utilize the PGx results. Conclusion: Caregivers are interested in utilizing PGx but are uncertain providers will use these results in their child's care. More information about provider comfort with PGx utilization is needed to understand how PGx education would benefit providers and ultimately patients with PGx results.
Collapse
Affiliation(s)
- Yael Bar-Peled
- Department of Clinical & Diagnostic Sciences, University of Alabama at Birmingham, AL 35294, USA
| | - Jessica J Denton
- Department of Clinical & Diagnostic Sciences, University of Alabama at Birmingham, AL 35294, USA
| | - Jaimie L Richards
- Department of Preventive Medicine, University of Alabama at Birmingham, AL 35294, USA
- Department of Genetics & Pediatrics, University of Alabama at Birmingham Heersink School of Medicine, AL 35294, USA
| | - Donna Brown
- Department of Genetics & Pediatrics, University of Alabama at Birmingham Heersink School of Medicine, AL 35294, USA
| | - Elizabeth Worthey
- Department of Genetics & Pediatrics, University of Alabama at Birmingham Heersink School of Medicine, AL 35294, USA
| | - Theresa V Strong
- Department of Genetics, University of Alabama at Birmingham Heersink School of Medicine, AL 35294, USA
- Foundation for Prader-Willi Research, Covina, CA 91723, USA
| |
Collapse
|
3
|
Paetznick C, Okoro O. The Intersection between Pharmacogenomics and Health Equity: A Case Example. PHARMACY 2023; 11:186. [PMID: 38133461 PMCID: PMC10747429 DOI: 10.3390/pharmacy11060186] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/01/2023] [Revised: 10/25/2023] [Accepted: 11/22/2023] [Indexed: 12/23/2023] Open
Abstract
Pharmacogenomics (PGx) and the study of precision medicine has substantial power to either uplift health equity efforts or further widen the gap of our already existing health disparities. In either occurrence, the medication experience plays an integral role within this intersection on an individual and population level. Examples of this intertwined web are highlighted through a case discussion. With these perspectives in mind, several recommendations for the research and clinical communities are highlighted to promote equitable healthcare with PGx integrated.
Collapse
Affiliation(s)
| | - Olihe Okoro
- Department of Pharmacy Practice and Pharmaceutical Sciences, College of Pharmacy, University of Minnesota, Duluth, MN 55812, USA
| |
Collapse
|
4
|
Chen T, O'Donnell PH, Middlestadt M, Ruhnke GW, Danahey K, van Wijk XMR, Choksi A, Knoebel R, Hartman S, Yeo KTJ, Friedman PN, Ratain MJ, Nutescu EA, O'Leary KJ, Perera MA, Meltzer DO. Implementation of pharmacogenomics into inpatient general medicine. Pharmacogenet Genomics 2023; 33:19-23. [PMID: 36729768 DOI: 10.1097/fpc.0000000000000487] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/03/2023]
Abstract
Pharmacogenomics is a crucial piece of personalized medicine. Preemptive pharmacogenomic testing is only used sparsely in the inpatient setting and there are few models to date for fostering the adoption of pharmacogenomic treatment in the inpatient setting. We created a multi-institutional project in Chicago to enable the translation of pharmacogenomics into inpatient practice. We are reporting our implementation process and barriers we encountered with solutions. This study, 'Implementation of Point-of-Care Pharmacogenomic Decision Support Accounting for Minority Disparities', sought to implement pharmacogenomics into inpatient practice at three sites: The University of Chicago, Northwestern Memorial Hospital, and the University of Illinois at Chicago. This study involved enrolling African American adult patients for preemptive genotyping across a panel of actionable germline variants predicting drug response or toxicity risk. We report our approach to implementation and the barriers we encountered engaging hospitalists and general medical providers in the inpatient pharmacogenomic intervention. Our strategies included: a streamlined delivery system for pharmacogenomic information, attendance at hospital medicine section meetings, use of physician and pharmacist champions, focus on hospitalists' care and optimizing system function to fit their workflow, hand-offs, and dealing with hospitalists turnover. Our work provides insights into strategies for the initial engagement of inpatient general medicine providers that we hope will benefit other institutions seeking to implement pharmacogenomics in the inpatient setting.
Collapse
Affiliation(s)
- Thomas Chen
- Department of Medicine, The University of Chicago, Chicago, Illinois, USA
| | - Peter H O'Donnell
- Department of Medicine, The University of Chicago, Chicago, Illinois, USA
| | - Merisa Middlestadt
- Center for Personalized Therapeutics, The University of Chicago, Chicago, Illinois, USA
| | - Gregory W Ruhnke
- Department of Medicine, The University of Chicago, Chicago, Illinois, USA
| | - Keith Danahey
- Center for Personalized Therapeutics, The University of Chicago, Chicago, Illinois, USA
| | | | - Anish Choksi
- Department of Pharmacy, The University of Chicago, Chicago, Illinois, USA
| | - Randall Knoebel
- Department of Pharmacy, The University of Chicago, Chicago, Illinois, USA
| | - Seth Hartman
- Department of Pharmacy, The University of Chicago, Chicago, Illinois, USA
| | | | - Paula N Friedman
- Department of Pharmacology, Northwestern University, Chicago, Illinois, USA
| | - Mark J Ratain
- Department of Medicine, The University of Chicago, Chicago, Illinois, USA
| | - Edith A Nutescu
- Department of Pharmacy Practice, University of Illinois at Chicago, Chicago, Illinois, USA
| | - Kevin J O'Leary
- Department of Medicine, Northwestern University, Chicago, Illinois, USA
| | - Minoli A Perera
- Department of Pharmacology, Northwestern University, Chicago, Illinois, USA
| | - David O Meltzer
- Department of Medicine, The University of Chicago, Chicago, Illinois, USA
| |
Collapse
|
5
|
Haidar CE, Crews KR, Hoffman JM, Relling MV, Caudle KE. Advancing Pharmacogenomics from Single-Gene to Preemptive Testing. Annu Rev Genomics Hum Genet 2022; 23:449-473. [PMID: 35537468 PMCID: PMC9483991 DOI: 10.1146/annurev-genom-111621-102737] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
Pharmacogenomic testing can be an effective tool to enhance medication safety and efficacy. Pharmacogenomically actionable medications are widely used, and approximately 90-95% of individuals have an actionable genotype for at least one pharmacogene. For pharmacogenomic testing to have the greatest impact on medication safety and clinical care, genetic information should be made available at the time of prescribing (preemptive testing). However, the use of preemptive pharmacogenomic testing is associated with some logistical concerns, such as consistent reimbursement, processes for reporting preemptive results over an individual's lifetime, and result portability. Lessons can be learned from institutions that have implemented preemptive pharmacogenomic testing. In this review, we discuss the rationale and best practices for implementing pharmacogenomics preemptively.
Collapse
Affiliation(s)
- Cyrine E Haidar
- Department of Pharmacy and Pharmaceutical Sciences, St. Jude Children's Research Hospital, Memphis, Tennessee, USA; , , , ,
| | - Kristine R Crews
- Department of Pharmacy and Pharmaceutical Sciences, St. Jude Children's Research Hospital, Memphis, Tennessee, USA; , , , ,
| | - James M Hoffman
- Department of Pharmacy and Pharmaceutical Sciences, St. Jude Children's Research Hospital, Memphis, Tennessee, USA; , , , ,
- Office of Quality and Safety, St. Jude Children's Research Hospital, Memphis, Tennessee, USA
| | - Mary V Relling
- Department of Pharmacy and Pharmaceutical Sciences, St. Jude Children's Research Hospital, Memphis, Tennessee, USA; , , , ,
| | - Kelly E Caudle
- Department of Pharmacy and Pharmaceutical Sciences, St. Jude Children's Research Hospital, Memphis, Tennessee, USA; , , , ,
| |
Collapse
|
6
|
McDermott JH, Wright S, Sharma V, Newman WG, Payne K, Wilson P. Characterizing pharmacogenetic programs using the consolidated framework for implementation research: A structured scoping review. Front Med (Lausanne) 2022; 9:945352. [PMID: 36059837 PMCID: PMC9433561 DOI: 10.3389/fmed.2022.945352] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/17/2022] [Accepted: 07/29/2022] [Indexed: 12/11/2022] Open
Abstract
Several healthcare organizations have developed pre-emptive pharmacogenetic testing programs, where testing is undertaken prior to the prescription of a medicine. This review characterizes the barriers and facilitators which influenced the development of these programs. A bidirectional citation searching strategy identified relevant publications before a standardized data extraction approach was applied. Publications were grouped by program and data synthesis was undertaken using the Consolidated Framework for Implementation Research (CFIR). 104 publications were identified from 40 programs and 4 multi-center initiatives. 26 (66%) of the programs were based in the United States and 95% in high-income countries. The programs were heterogeneous in their design and scale. The Characteristics of the Intervention, Inner Setting, and Process domains were referenced by 92.5, 80, and 77.5% of programs, respectively. A positive institutional culture, leadership engagement, engaging stakeholders, and the use of clinical champions were frequently described as facilitators to implementation. Clinician self-efficacy, lack of stakeholder knowledge, and the cost of the intervention were commonly cited barriers. Despite variation between the programs, there were several similarities in approach which could be categorized via the CFIR. These form a resource for organizations planning the development of pharmacogenetic programs, highlighting key facilitators which can be leveraged to promote successful implementation.
Collapse
Affiliation(s)
- John H. McDermott
- Manchester Centre for Genomic Medicine, St Mary’s Hospital, Manchester University Hospitals NHS Foundation Trust, Manchester, United Kingdom
- Division of Evolution, Infection and Genomics, School of Biological Sciences, The University of Manchester, Manchester, United Kingdom
- *Correspondence: John H. McDermott,
| | - Stuart Wright
- Division of Population Health, Manchester Centre for Health Economics, Health Services Research and Primary Care, School of Health Sciences, The University of Manchester, Manchester, United Kingdom
| | - Videha Sharma
- Division of Informatics, Centre for Health Informatics, Imaging and Data Science, School of Health Sciences, The University of Manchester, Manchester, United Kingdom
| | - William G. Newman
- Manchester Centre for Genomic Medicine, St Mary’s Hospital, Manchester University Hospitals NHS Foundation Trust, Manchester, United Kingdom
- Division of Evolution, Infection and Genomics, School of Biological Sciences, The University of Manchester, Manchester, United Kingdom
| | - Katherine Payne
- Division of Population Health, Manchester Centre for Health Economics, Health Services Research and Primary Care, School of Health Sciences, The University of Manchester, Manchester, United Kingdom
| | - Paul Wilson
- Division of Population Health, Centre for Primary Care and Health Services Research, Health Services Research and Primary Care, School of Health Sciences, The University of Manchester, Manchester, United Kingdom
| |
Collapse
|
7
|
Pépin MA, Otis AS, Tremblay Z, Boulé M, Lebel D, Major P, Lortie A, Pinchefsky E, Rossignol E, Carleton B, Bussières JF, Métras MÉ. Pharmacogenetic testing in pediatric neurology: a pragmatic study evaluating clinician and patient perceptions. Per Med 2022; 19:423-434. [PMID: 35830229 DOI: 10.2217/pme-2021-0150] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
Aim: To evaluate clinicians' and patients' perceptions of pharmacogenetic testing in a clinical setting. Materials & methods: This is a pragmatic mixed-method prospective observational study. Hospital pharmacists and neurologists participated in focus groups regarding pharmacogenetic testing; patients who received pharmacogenetic testing and their community pharmacists completed surveys to assess their perception of these tests. Results: Most study participants had a positive view of pharmacogenetic testing. Three major themes were identified from the focus groups: receptiveness to pharmacogenetic testing, pharmacogenetic test characteristics and integrating pharmacogenetic tests into practice. Conclusion: The views reported are encouraging for the eventual implementation of pharmacogenetics in practice. Local integration of these tests is an essential step to improve patient care through personalized medicine.
Collapse
Affiliation(s)
- Marie-Anne Pépin
- Pharmacy Practice Research Unit & Department of Pharmacy, CHU Sainte-Justine, Montréal, Québec, H3T 1C5, Canada
| | - Anne-Sophie Otis
- Pharmacy Practice Research Unit & Department of Pharmacy, CHU Sainte-Justine, Montréal, Québec, H3T 1C5, Canada
| | - Zoë Tremblay
- Pharmacy Practice Research Unit & Department of Pharmacy, CHU Sainte-Justine, Montréal, Québec, H3T 1C5, Canada
| | - Marianne Boulé
- Pharmacy Practice Research Unit & Department of Pharmacy, CHU Sainte-Justine, Montréal, Québec, H3T 1C5, Canada
| | - Denis Lebel
- Pharmacy Practice Research Unit & Department of Pharmacy, CHU Sainte-Justine, Montréal, Québec, H3T 1C5, Canada
| | - Philippe Major
- Research Center & Division of Neurology, Department of Pediatrics, CHU Sainte-Justine, Montréal, Québec, H3T 1C5, Canada.,Department of Neuroscience, Université de Montréal, Montréal, Québec, H3T 1J4, Canada.,Department of Pediatrics, Université de Montréal, Montréal, Québec, H3T 1J4, Canada
| | - Anne Lortie
- Research Center & Division of Neurology, Department of Pediatrics, CHU Sainte-Justine, Montréal, Québec, H3T 1C5, Canada.,Department of Neuroscience, Université de Montréal, Montréal, Québec, H3T 1J4, Canada.,Department of Pediatrics, Université de Montréal, Montréal, Québec, H3T 1J4, Canada
| | - Elana Pinchefsky
- Research Center & Division of Neurology, Department of Pediatrics, CHU Sainte-Justine, Montréal, Québec, H3T 1C5, Canada.,Department of Neuroscience, Université de Montréal, Montréal, Québec, H3T 1J4, Canada
| | - Elsa Rossignol
- Research Center & Division of Neurology, Department of Pediatrics, CHU Sainte-Justine, Montréal, Québec, H3T 1C5, Canada.,Department of Neuroscience, Université de Montréal, Montréal, Québec, H3T 1J4, Canada.,Department of Pediatrics, Université de Montréal, Montréal, Québec, H3T 1J4, Canada
| | - Bruce Carleton
- Professor & Division Head, Translational Therapeutics, Department of Pediatrics, University of British-Columbia, Vancouver, British-Columbia, H3T 1J4, Canada.,Director, Pharmaceutical Outcomes Programme, BC Children's Hospital, Vancouver, British-Columbia, V6H 3N1, Canada.,Investigator, BC Children's Hospital Research Institute, Vancouver, British-Columbia, V6H 3N1, Canada
| | - Jean-François Bussières
- Pharmacy Practice Research Unit & Department of Pharmacy, CHU Sainte-Justine, Montréal, Québec, H3T 1C5, Canada.,Clinical Professor, Faculty of Pharmacy, Université de Montréal, Montréal, Québec, H3T 1J4, Canada
| | - Marie-Élaine Métras
- Pharmacy Practice Research Unit & Department of Pharmacy, CHU Sainte-Justine, Montréal, Québec, H3T 1C5, Canada.,Clinical Professor, Faculty of Pharmacy, Université de Montréal, Montréal, Québec, H3T 1J4, Canada
| |
Collapse
|
8
|
Bousman CA, Oomen A, Jessel CD, Tampi RR, Forester BP, Eyre HA, Lavretsky H, Müller DJ. Perspectives on the Clinical Use of Pharmacogenetic Testing in Late-Life Mental Healthcare: A Survey of the American Association of Geriatric Psychiatry Membership. Am J Geriatr Psychiatry 2022; 30:560-571. [PMID: 34740522 DOI: 10.1016/j.jagp.2021.09.013] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/25/2021] [Revised: 09/28/2021] [Accepted: 09/29/2021] [Indexed: 10/20/2022]
Abstract
OBJECTIVE To assess perspectives on pharmacogenetic (PGx) testing among members of the American Association of Geriatric Psychiatry (AAGP). DESIGN Cross-sectional survey. PARTICIPANTS Members of the AAGP. MEASUREMENTS Anonymous web-based survey consisting of 41 items covering experiences, indications, barriers, facilitators and ethical, legal and social implications for PGx testing. RESULTS A total of 124 surveys were completed (response rate = 13%). Most respondents (60%) had used PGx testing but an equal proportion (58%) was uncertain about the clinical usefulness of PGx testing in late-life mental health. Despite self-reported confidence in the ability to order and interpret PGx testing, 60% of respondents felt there was not enough clinical evidence for them to use PGx testing in their practice. This was compounded by uncertainties related to their ethical obligation and legal liability when interpreting and using (or not using) PGx testing results. Respondents strongly affirmed that clinical and legal guidelines for PGx testing in older adults are needed and would be helpful. CONCLUSION The findings suggest additional PGx research and physician education in late-life mental healthcare settings is required to reconcile uncertainties related to the clinical efficacy and ethico-legal aspects of PGx testing as well as address current knowledge barriers to testing uptake. These efforts would be further facilitated by the development of clinical practice guidelines to ensure equitable access to testing and standardized implementation of PGx-informed prescribing in older adults.
Collapse
Affiliation(s)
- Chad A Bousman
- Department of Medical Genetics, University of Calgary (CAB), Calgary, AB, Canada; Department of Psychiatry, University of Calgary (CAB), Calgary, AB, Canada; Department of Physiology & Pharmacology, University of Calgary (CAB), Calgary, AB, Canada; Alberta Children's Hospital Research Institute, University of Calgary (CAB, AO), Calgary, AB, Canada; Hotchkiss Brain Institute, Cumming School of Medicine, University of Calgary (CAB, CDJ), Calgary, AB, Canada.
| | - Anita Oomen
- Alberta Children's Hospital Research Institute, University of Calgary (CAB, AO), Calgary, AB, Canada
| | - Chaten D Jessel
- Hotchkiss Brain Institute, Cumming School of Medicine, University of Calgary (CAB, CDJ), Calgary, AB, Canada
| | - Rajesh R Tampi
- Department of Medicine, Cleveland Clinic Lerner College of Medicine of Case Western Reserve University (RRT), Cleveland, OH; Department of Psychiatry, Yale School of Medicine (RRT), New Haven, CT
| | - Brent P Forester
- Division of Geriatric Psychiatry, McLean Hospital (BPF), Belmont, MA; Harvard Medical School (BPF), Boston, MA
| | - Harris A Eyre
- Neuroscience-inspired Policy Initiative, Organisation for Economic Co-Operation and Development (OECD) and PRODEO Institute (HAE), Paris, France; Institute for Mental Health and Physical Health and Clinical Translation (IMPACT), Deakin University (HAE), Geelong, Victoria, Australia; Global Brain Health Institute, University of California, San Francisco and Trinity College Dublin (HAE), Dublin, Ireland; Department of Psychiatry, Baylor College of Medicine (HAE), Houston, TX
| | - Helen Lavretsky
- Department of Psychiatry, Semel Institute for Neuroscience, University of California Los Angeles (HL), Los Angeles, CA
| | - Daniel J Müller
- Department of Psychiatry, University of Toronto (DJM), Toronto, Ontario, Canada; Centre for Addiction and Mental Health, University of Toronto (DJM), Toronto, Ontario, Canada
| |
Collapse
|
9
|
Truong TM, Apfelbaum JL, Schierer E, Danahey K, Borden BA, Karrison T, Shahul S, Anitescu M, Gerlach R, Knoebel RW, Meltzer DO, Ratain MJ, O’Donnell PH. Anesthesia providers as stakeholders to adoption of pharmacogenomic information in perioperative care. Pharmacogenet Genomics 2022; 32:79-86. [PMID: 34570085 PMCID: PMC8940738 DOI: 10.1097/fpc.0000000000000455] [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] [Indexed: 11/26/2022]
Abstract
OBJECTIVES Integration of pharmacogenomics into clinical care is being studied in multiple disciplines. We hypothesized that understanding attitudes and perceptions of anesthesiologists, critical care and pain medicine providers would uncover unique considerations for future implementation within perioperative care. METHODS A survey (multiple choice and Likert-scale) was administered to providers within our Department of Anesthesia and Critical Care prior to initiation of a department-wide prospective pharmacogenomics implementation program. The survey addressed knowledge, perceptions, experiences, resources and barriers. RESULTS Of 153 providers contacted, 149 (97%) completed the survey. Almost all providers (92%) said that genetic results influence drug therapy, and few (22%) were skeptical about the usefulness of pharmacogenomics. Despite this enthusiasm, 87% said their awareness about pharmacogenomic information is lacking. Feeling well-informed about pharmacogenomics was directly related to years in practice/experience: only 38% of trainees reported being well-informed, compared to 46% of those with 1-10 years of experience, and nearly two-thirds with 11+ years (P < 0.05). Regarding barriers, providers reported uncertainty about availability of testing, turnaround time and whether testing is worth financial costs. CONCLUSIONS Anesthesiology, critical care and pain medicine providers are optimistic about the potential clinical utility of pharmacogenomics, but are uncertain about practical aspects of testing and desire clear guidelines on the use of results. These findings may inform future institutional efforts toward greater integration of genomic results to improve medication-related outcomes.
Collapse
Affiliation(s)
- Tien M. Truong
- Department of Medicine, University of Chicago, Chicago, IL, USA
- Center for Personalized Therapeutics, University of Chicago, Chicago, IL, USA
- Committee on Clinical Pharmacology and Pharmacogenomics, University of Chicago, Chicago, IL, USA
| | - Jeffrey L. Apfelbaum
- Committee on Clinical Pharmacology and Pharmacogenomics, University of Chicago, Chicago, IL, USA
- Department of Anesthesia and Critical Care, University of Chicago, Chicago, IL, USA
| | - Emily Schierer
- Center for Personalized Therapeutics, University of Chicago, Chicago, IL, USA
| | - Keith Danahey
- Center for Personalized Therapeutics, University of Chicago, Chicago, IL, USA
- Center for Research Informatics, University of Chicago, Chicago, IL, USA
| | - Brittany A. Borden
- Center for Personalized Therapeutics, University of Chicago, Chicago, IL, USA
| | - Theodore Karrison
- Department of Public Health Sciences, University of Chicago, Chicago, IL, USA
| | - Sajid Shahul
- Department of Anesthesia and Critical Care, University of Chicago, Chicago, IL, USA
| | - Magdalena Anitescu
- Department of Anesthesia and Critical Care, University of Chicago, Chicago, IL, USA
| | - Rebecca Gerlach
- Department of Anesthesia and Critical Care, University of Chicago, Chicago, IL, USA
| | - Randall W. Knoebel
- Center for Personalized Therapeutics, University of Chicago, Chicago, IL, USA
- Department of Pharmacy, University of Chicago, Chicago, IL, USA
| | | | - Mark J. Ratain
- Department of Medicine, University of Chicago, Chicago, IL, USA
- Center for Personalized Therapeutics, University of Chicago, Chicago, IL, USA
- Committee on Clinical Pharmacology and Pharmacogenomics, University of Chicago, Chicago, IL, USA
| | - Peter H. O’Donnell
- Department of Medicine, University of Chicago, Chicago, IL, USA
- Center for Personalized Therapeutics, University of Chicago, Chicago, IL, USA
- Committee on Clinical Pharmacology and Pharmacogenomics, University of Chicago, Chicago, IL, USA
| |
Collapse
|
10
|
Qureshi S, Latif A, Condon L, Akyea RK, Kai J, Qureshi N. Understanding the barriers and enablers of pharmacogenomic testing in primary care: a qualitative systematic review with meta-aggregation synthesis. Pharmacogenomics 2022; 23:135-154. [PMID: 34911350 PMCID: PMC8759425 DOI: 10.2217/pgs-2021-0131] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/03/2023] Open
Abstract
Introduction: Pharmacogenomic testing can indicate which drugs may have limited therapeutic action or lead to adverse effects, hence guiding rational and safe prescribing. However, in the UK and other countries, there are still significant barriers to implementation of testing in primary care. Objective: This systematic review presents the barriers and enablers to the implementation of pharmacogenomics in primary care setting. Materials & methods: MEDLINE, EMBASE, PsycINFO and CINAHL databases were searched through to July 2020 for studies that reported primary qualitative data of primary care professionals and patient views. Following screening, data extraction and quality assessment, data synthesis was undertaken using meta-aggregation based on the theoretical domain's framework (TDF). Confidence in the synthesized findings relating to credibility and dependability was established using CONQual. Eligible papers were categorized into six TDF domains - knowledge; social and professional roles; behavioral regulation; beliefs and consequences; environmental context and resources; and social influences. Results: From 1669 citations, eighteen eligible studies were identified across seven countries, with a sample size of 504 participants including both primary care professionals and patients. From the data, 15 synthesized statements, all with moderate CONQual rating emerged. These categories range from knowledge, awareness among Primary Care Physicians and patients, professional relationships, negative impact of PGx, belief that PGx can reduce adverse drug reactions, clinical evidence, cost-effectiveness, informatics, reporting issues and social issues. Conclusion: Through use of TDF, fifteen synthesized statements provide policymakers with valuable recommendations for the implementation of pharmacogenomics in primary care. In preparation, policymakers need to consider the introduction of effective educational strategies for both PCPs and patients to raise knowledge, awareness, and engagement. The actual introduction of PGx will require reorganization with decision support tools to aid use of PGx in primary care, with a clear delegation of roles and responsibilities between general professionals and pharmacists supplemented by a local pool of experts. Furthermore, policy makers need to address the cost effectiveness of pharmacogenomics and having appropriate infrastructure supporting testing and interpretation including informatic solutions for utilizing pharmacogenomic results.
Collapse
Affiliation(s)
- Sadaf Qureshi
- NHS Derby & Derbyshire Clinical Commissioning Group, Medicines Management,10 Nottingham Road, Derby, DE1 3QT, UK,Author for correspondence:
| | - Asam Latif
- School of Health Sciences, University Park, University of Nottingham, NG2 7RD, UK
| | - Laura Condon
- Primary Care Stratified Medicine Research Group (PRISM), School of Medicine, University Park, University of Nottingham, NG2 7RD, UK
| | - Ralph K Akyea
- Primary Care Stratified Medicine Research Group (PRISM), School of Medicine, University Park, University of Nottingham, NG2 7RD, UK
| | - Joe Kai
- Primary Care Stratified Medicine Research Group (PRISM), School of Medicine, University Park, University of Nottingham, NG2 7RD, UK
| | - Nadeem Qureshi
- Primary Care Stratified Medicine Research Group (PRISM), School of Medicine, University Park, University of Nottingham, NG2 7RD, UK
| |
Collapse
|
11
|
Appraisal and development of evidence-based clinical decision support to enable perioperative pharmacogenomic application. THE PHARMACOGENOMICS JOURNAL 2021; 21:691-711. [PMID: 34376788 PMCID: PMC9267777 DOI: 10.1038/s41397-021-00248-2] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/23/2021] [Revised: 06/06/2021] [Accepted: 06/16/2021] [Indexed: 02/07/2023]
Abstract
Variable responses to medications complicates perioperative care. As a potential solution, we evaluated and synthesized pharmacogenomic evidence that may inform anesthesia and pain prescribing to identify clinically actionable drug/gene pairs. Clinical decision-support (CDS) summaries were developed and were evaluated using Appraisal of Guidelines for Research and Evaluation (AGREE) II. We found that 93/180 (51%) of commonly-used perioperative medications had some published pharmacogenomic information, with 18 having actionable evidence: celecoxib/diclofenac/flurbiprofen/ibuprofen/piroxicam/CYP2C9, codeine/oxycodone/tramadol CYP2D6, desflurane/enflurane/halothane/isoflurane/sevoflurane/succinylcholine/RYR1/CACNA1S, diazepam/CYP2C19, phenytoin/CYP2C9, succinylcholine/mivacurium/BCHE, and morphine/OPRM1. Novel CDS summaries were developed for these 18 medications. AGREE II mean ± standard deviation scores were high for Scope and Purpose (95.0 ± 2.8), Rigor of Development (93.2 ± 2.8), Clarity of Presentation (87.3 ± 3.0), and Applicability (86.5 ± 3.7) (maximum score = 100). Overall mean guideline quality score was 6.7 ± 0.2 (maximum score = 7). All summaries were recommended for clinical implementation. A critical mass of pharmacogenomic evidence exists for select medications commonly used in the perioperative setting, warranting prospective examination for clinical utility.
Collapse
|
12
|
Keeling NJ, Dunn TJ, Bentley JP, Ramachandran S, Hoffman JM, Rosenthal M. Approaches to assessing the provider experience with clinical pharmacogenomic information: a scoping review. Genet Med 2021; 23:1589-1603. [PMID: 33927377 DOI: 10.1038/s41436-021-01186-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/27/2020] [Accepted: 04/11/2021] [Indexed: 11/09/2022] Open
Abstract
PURPOSE Barriers to the implementation of pharmacogenomics in clinical practice have been thoroughly discussed over the past decade. METHODS The objective of this scoping review was to characterize the peer-reviewed literature surrounding the experiences and actions of prescribers, pharmacists, or genetic counselors when using pharmacogenomic information in real-world or hypothetical research settings. RESULTS A total of 33 studies were included in the scoping review. The majority of studies were conducted in the United States (70%), used quantitative or mixed methods (79%) with physician or pharmacist respondents (100%). The qualitative content analysis revealed five major methodological approaches: hypothetical clinical case scenarios, real-world studies evaluating prescriber response to recommendations or alerts, cross-sectional quantitative surveys, cross-sectional qualitative surveys/interviews, and a quasi-experimental real-world study. CONCLUSION The findings of this scoping review can guide further research on the factors needed to successfully integrate pharmacogenomics into clinical care.
Collapse
Affiliation(s)
- Nicholas J Keeling
- Department of Pharmacy Administration, University of Mississippi School of Pharmacy, University, MS, USA
| | - Tyler J Dunn
- Department of Pharmacy Administration, University of Mississippi School of Pharmacy, University, MS, USA.
| | - John P Bentley
- Department of Pharmacy Administration, University of Mississippi School of Pharmacy, University, MS, USA
| | - Sujith Ramachandran
- Department of Pharmacy Administration, University of Mississippi School of Pharmacy, University, MS, USA
| | - James M Hoffman
- Department of Pharmaceutical Sciences and Office of Quality and Patient Care, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Meagen Rosenthal
- Department of Pharmacy Administration, University of Mississippi School of Pharmacy, University, MS, USA
| |
Collapse
|
13
|
Luczak T, Brown SJ, Armbruster D, Hundertmark M, Brown J, Stenehjem D. Strategies and settings of clinical pharmacogenetic implementation: a scoping review of pharmacogenetics programs. Pharmacogenomics 2021; 22:345-364. [PMID: 33829852 DOI: 10.2217/pgs-2020-0181] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022] Open
Abstract
Pharmacogenetic (PGx) literature has shown beneficial outcomes in safety, efficacy and cost when evidence-based gene-drug decision making is incorporated into clinical practice. PGx programs with successfully implemented clinical services have been published in a variety of settings including academic health centers and community practice. The primary objective was to systematically scope the literature to characterize the current trends, extent, range and nature of clinical PGx programs. Forty articles representing 19 clinical PGx programs were included in analysis. Most programs are in urban, academic institutions. Education, governance and workflow were commonly described while billing/reimbursement and consent were not. This review provides an overview of current PGx models that can be used as a reference for institutions beginning the implementation process.
Collapse
Affiliation(s)
- Tiana Luczak
- Department of Pharmacy Practice & Pharmaceutical Sciences, University of Minnesota, College of Pharmacy, Duluth, MN 55812, USA.,Essentia Health, Duluth, MN 55805, USA
| | - Sarah Jane Brown
- Health Sciences Libraries, University of Minnesota, MN 55455, USA
| | - Danielle Armbruster
- Department of Pharmacy Practice & Pharmaceutical Sciences, University of Minnesota, College of Pharmacy, Duluth, MN 55812, USA
| | - Megan Hundertmark
- Department of Pharmacy Practice & Pharmaceutical Sciences, University of Minnesota, College of Pharmacy, Duluth, MN 55812, USA
| | - Jacob Brown
- Department of Pharmacy Practice & Pharmaceutical Sciences, University of Minnesota, College of Pharmacy, Duluth, MN 55812, USA
| | - David Stenehjem
- Department of Pharmacy Practice & Pharmaceutical Sciences, University of Minnesota, College of Pharmacy, Duluth, MN 55812, USA
| |
Collapse
|
14
|
Yamazaki S. A retrospective analysis of actionable pharmacogenetic/genomic biomarker language in FDA labels. Clin Transl Sci 2021; 14:1412-1422. [PMID: 33742770 PMCID: PMC8301579 DOI: 10.1111/cts.13000] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/09/2020] [Accepted: 01/25/2021] [Indexed: 12/17/2022] Open
Abstract
The primary goal of precision medicine is to maximize the benefit‐risk relationships for individual patients by delivering the right drug to the right patients at the right dose. To achieve this goal, it has become increasingly important to assess gene‐drug interactions (GDIs) in clinical settings. The US Food and Drug Administration (FDA) periodically updates the table of pharmacogenetic/genomic (PGx) biomarkers in drug labeling on their website. As described herein, an effort was made to categorize various PGx biomarkers covered by the FDA‐PGx table into certain groups. There were 2 major groups, oncology molecular targets (OMT) and drug‐metabolizing enzymes and transporters (DMETs), which constitute ~70% of all biomarkers (~33% and ~35%, respectively). These biomarkers were further classified whether their labeling languages could be actionable in clinical practice. For OMT biomarkers, ~70% of biomarkers are considered actionable in clinical practice as they are critical for the selection of appropriate drugs to individual patients. In contrast, ~30% of DMET biomarkers are considered actionable for the dose adjustments or alternative therapies in specific populations, such as CYP2C19 and CYP2D6 poor metabolizers. In addition, the GDI results related to some of the other OMT and DMET biomarkers are considered to provide valuable information to clinicians. However, clinical GDI results on the other DMET biomarkers can possibly be used more effectively for dose recommendation. As the labels of some drugs already recommend the precise doses in specific populations, it will be desirable to have clear language for dose recommendation of other (or new) drugs if appropriate.
Collapse
Affiliation(s)
- Shinji Yamazaki
- Pharmacokinetics, Dynamics & Metabolism, Pfizer Worldwide Research and Development, San Diego, California, USA
| |
Collapse
|
15
|
Meta-analysis of probability estimates of worldwide variation of CYP2D6 and CYP2C19. Transl Psychiatry 2021; 11:141. [PMID: 33627619 PMCID: PMC7904867 DOI: 10.1038/s41398-020-01129-1] [Citation(s) in RCA: 37] [Impact Index Per Article: 12.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/05/2020] [Revised: 11/17/2020] [Accepted: 12/01/2020] [Indexed: 01/31/2023] Open
Abstract
Extensive migration has led to the necessity of knowledge regarding the treatment of migrants with different ethnical backgrounds. This is especially relevant for pharmacological treatment, because of the significant variation between migrant groups in their capacity to metabolize drugs. For psychiatric medications, CYP2D6 and CYP2C19 enzymes are clinically relevant. The aim of this meta-analysis was to analyze studies reporting clinically useful information regarding CYP2D6 and CYP2C19 genotype frequencies, across populations and ethnic groups worldwide. To that end, we conducted a comprehensive meta-analysis using Embase, PubMed, Web of Science, and PsycINFO (>336,000 subjects, 318 reports). A non-normal metabolizer (non-NM) probability estimate was introduced as the equivalent of the sum-prevalence of predicted poor, intermediate, and ultrarapid metabolizer CYP2D6 and CYP2C19 phenotypes. The probability of having a CYP2D6 non-NM predicted phenotype was highest in Algeria (61%) and lowest in Gambia (2.7%) while the probability for CYP2C19 was highest in India (80%) and lowest in countries in the Americas, particularly Mexico (32%). The mean total probability estimates of having a non-NM predicted phenotype worldwide were 36.4% and 61.9% for CYP2D6 and CYP2C19, respectively. We provide detailed tables and world maps summarizing clinically relevant data regarding the prevalence of CYP2D6 and CYP2C19 predicted phenotypes and demonstrating large inter-ethnic differences. Based on the documented probability estimates, pre-emptive pharmacogenetic testing is encouraged for every patient who will undergo therapy with a drug(s) that is metabolized by CYP2D6 and/or CYP2C19 pathways and should be considered in case of treatment resistance or serious side effects.
Collapse
|
16
|
Ward KM, Taubman DS, Pasternak AL, Burghardt KJ, Ellingrod VL, Parikh SV. Teaching psychiatric pharmacogenomics effectively: Evaluation of a novel interprofessional online course. JOURNAL OF THE AMERICAN COLLEGE OF CLINICAL PHARMACY 2021. [DOI: 10.1002/jac5.1381] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Affiliation(s)
- Kristen M. Ward
- Department of Clinical Pharmacy, College of Pharmacy University of Michigan Ann Arbor Michigan USA
| | | | - Amy L. Pasternak
- Department of Clinical Pharmacy, College of Pharmacy University of Michigan Ann Arbor Michigan USA
| | - Kyle J. Burghardt
- Department of Pharmacy Practice, Eugene Applebaum College of Pharmacy and Health Sciences Wayne State University Detroit Michigan USA
| | - Vicki L. Ellingrod
- Department of Clinical Pharmacy, College of Pharmacy University of Michigan Ann Arbor Michigan USA
- Department of Psychiatry, School of Medicine University of Michigan Ann Arbor Michigan USA
| | - Sagar V. Parikh
- Department of Psychiatry University of Michigan Ann Arbor Michigan USA
| |
Collapse
|
17
|
Effect of genetics clinical decision support tools on health-care providers’ decision making: a mixed-methods systematic review. Genet Med 2021; 23:593-602. [DOI: 10.1038/s41436-020-01045-1] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/11/2020] [Revised: 11/12/2020] [Accepted: 11/13/2020] [Indexed: 02/05/2023] Open
|
18
|
Gregornik D, Salyakina D, Brown M, Roiko S, Ramos K. Pediatric pharmacogenomics: challenges and opportunities: on behalf of the Sanford Children's Genomic Medicine Consortium. THE PHARMACOGENOMICS JOURNAL 2020; 21:8-19. [PMID: 32843689 DOI: 10.1038/s41397-020-00181-w] [Citation(s) in RCA: 20] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/28/2019] [Revised: 06/15/2020] [Accepted: 08/12/2020] [Indexed: 01/13/2023]
Abstract
The advent of digital, electronic, and molecular technologies has allowed the study of complete genomes. Integrating this information into drug development has opened the door for pharmacogenomic (PGx) interventions in direct patient care. PGx allows clinicians to better identify drug of choice and optimize dosing regimens based on an individual's genetic characteristics. Integrating PGx into pediatric care is a priority for the Sanford Children's Genomic Medicine Consortium, a partnership of ten children's hospitals across the US committed to the innovation and advancement of genomics in pediatric care. In this white paper, we review the current state of PGx research and its clinical utility in pediatrics, a largely understudied population, and make recommendations for advancing cutting-edge practice in pediatrics.
Collapse
Affiliation(s)
- David Gregornik
- Pharmacogenomics Program, Children's Minnesota, Minneapolis, MN, USA.
| | - Daria Salyakina
- Research Institute and Personalized Medicine Initiative, Nicklaus Children's Hospital, Miami, FL, USA
| | - Marilyn Brown
- Research Institute and Personalized Medicine Initiative, Nicklaus Children's Hospital, Miami, FL, USA
| | - Samuel Roiko
- Children's Research Institute, Minnesota, Minneapolis, MN, USA
| | - Kenneth Ramos
- Texas A&M University System, College Station, TX, USA.
| |
Collapse
|
19
|
van der Wouden CH, Paasman E, Teichert M, Crone MR, Guchelaar HJ, Swen JJ. Assessing the Implementation of Pharmacogenomic Panel-Testing in Primary Care in the Netherlands Utilizing a Theoretical Framework. J Clin Med 2020; 9:jcm9030814. [PMID: 32192029 PMCID: PMC7141350 DOI: 10.3390/jcm9030814] [Citation(s) in RCA: 19] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/05/2020] [Revised: 03/08/2020] [Accepted: 03/10/2020] [Indexed: 12/14/2022] Open
Abstract
Despite overcoming many implementation barriers, pharmacogenomic (PGx) panel-testing is not routine practice in the Netherlands. Therefore, we aim to study pharmacists' perceived enablers and barriers for PGx panel-testing among pharmacists participating in a PGx implementation study. Here, pharmacists identify primary care patients, initiating one of 39 drugs with a Dutch Pharmacogenetic Working Group (DPWG) recommendation and subsequently utilizing the results of a 12 gene PGx panel test to guide dose and drug selection. Pharmacists were invited for a general survey and a semi-structured interview based on the Tailored Implementation for Chronic Diseases (TICD) framework, aiming to identify implementation enablers and barriers, if they had managed at least two patients with actionable PGx results. In total, 15 semi-structured interviews were performed before saturation point was reached. Of these, five barrier themes emerged: (1) unclear procedures, (2) undetermined reimbursement for PGx test and consult, (3) insufficient evidence of clinical utility for PGx panel-testing, (4) infrastructure inefficiencies, and (5) HCP PGx knowledge and awareness; and two enabler themes: (1) pharmacist perceived role in delivering PGx, and (2) believed clinical utility of PGx. Despite a strong belief in the beneficial effects of PGx, pharmacists' barriers remain, an these hinder implementation in primary care.
Collapse
Affiliation(s)
- Cathelijne H. van der Wouden
- Department of Clinical Pharmacy & Toxicology, Leiden University Medical Center, 2333 ZA Leiden, The Netherlands
- Leiden Network for Personalised Therapeutics, Leiden University Medical Center, 2333 ZA Leiden, The Netherlands
| | - Ellen Paasman
- Community Pharmacy De Klipper, 2692 AH ‘s Gravenzande, The Netherlands
| | - Martina Teichert
- Department of Clinical Pharmacy & Toxicology, Leiden University Medical Center, 2333 ZA Leiden, The Netherlands
| | - Matty R. Crone
- Department of Public Health and Primary Care, Leiden University Medical Center, 2333 ZA Leiden, The Netherlands
| | - Henk-Jan Guchelaar
- Department of Clinical Pharmacy & Toxicology, Leiden University Medical Center, 2333 ZA Leiden, The Netherlands
- Leiden Network for Personalised Therapeutics, Leiden University Medical Center, 2333 ZA Leiden, The Netherlands
| | - Jesse J. Swen
- Department of Clinical Pharmacy & Toxicology, Leiden University Medical Center, 2333 ZA Leiden, The Netherlands
- Leiden Network for Personalised Therapeutics, Leiden University Medical Center, 2333 ZA Leiden, The Netherlands
- Correspondence: ; Tel.: +31-(0)71-526-2790
| |
Collapse
|
20
|
Lauschke VM, Ingelman-Sundberg M. Emerging strategies to bridge the gap between pharmacogenomic research and its clinical implementation. NPJ Genom Med 2020; 5:9. [PMID: 32194983 PMCID: PMC7057970 DOI: 10.1038/s41525-020-0119-2] [Citation(s) in RCA: 32] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/25/2019] [Accepted: 01/15/2020] [Indexed: 12/13/2022] Open
Abstract
The genomic inter-individual heterogeneity remains a significant challenge for both clinical decision-making and the design of clinical trials. Although next-generation sequencing (NGS) is increasingly implemented in drug development and clinical trials, translation of the obtained genomic information into actionable clinical advice lags behind. Major reasons are the paucity of sufficiently powered trials that can quantify the added value of pharmacogenetic testing, and the considerable pharmacogenetic complexity with millions of rare variants with unclear functional consequences. The resulting uncertainty is reflected in inconsistencies of pharmacogenomic drug labels in Europe and the United States. In this review, we discuss how the knowledge gap for bridging pharmacogenomics into the clinics can be reduced. First, emerging methods that allow the high-throughput experimental characterization of pharmacogenomic variants combined with novel computational tools hold promise to improve the accuracy of drug response predictions. Second, tapping of large biobanks of therapeutic drug monitoring data allows to conduct high-powered retrospective studies that can validate the clinical importance of genetic variants, which are currently incompletely characterized. Combined, we are confident that these methods will improve the accuracy of drug response predictions and will narrow the gap between variant identification and its utilization for clinical decision-support.
Collapse
Affiliation(s)
- Volker M Lauschke
- Department of Physiology and Pharmacology, Karolinska Institutet, SE-171 77 Stockholm, Sweden
| | | |
Collapse
|
21
|
Veilleux S, Bouffard M, Bourque Bouliane M. Patient and Health Care Provider Needs and Preferences in Understanding Pharmacogenomic and Genomic Testing: A Meta-Data Analysis. QUALITATIVE HEALTH RESEARCH 2020; 30:43-59. [PMID: 31322055 DOI: 10.1177/1049732319858325] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/10/2023]
Abstract
Tests that feature genomic indicators can now be used to guide the pharmacological treatment of patients. To better identify the needs and preferences of patients and health care providers in facilitating their understanding of information related to such pharmacogenomic tests (PGx), a review of literature on knowledge translation and health literacy in the context of testing was conducted. Using a grounded theory-based approach, a comparative analysis of data from 36 studies meeting the criteria for the meta-data analysis has revealed the recurrence of three principal themes: (a) knowledge and understanding of genetics and pharmacogenomics; (b) experiences with genetic, genomic, or PGx testing (decision about the test, information delivery, and understanding of test results); and (c) educational/informational resources. This synthesis sheds light on each theme from the standpoint of both patients and health care providers and suggests avenues in which to direct efforts to support the introduction of pharmacogenomic tests in current practice.
Collapse
|
22
|
FARMAPRICE: A Pharmacogenetic Clinical Decision Support System for Precise and Cost-Effective Therapy. Genes (Basel) 2019; 10:genes10040276. [PMID: 30987397 PMCID: PMC6523070 DOI: 10.3390/genes10040276] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2019] [Revised: 03/26/2019] [Accepted: 04/01/2019] [Indexed: 01/02/2023] Open
Abstract
Pharmacogenetic (PGx) guidelines for the precise dosing and selection of drugs remain poorly implemented in current clinical practice. Among the barriers to the implementation process is the lack of clinical decision support system (CDSS) tools to aid health providers in managing PGx information in the clinical context. The present study aimed to describe the first Italian endeavor to develop a PGx CDSS, called FARMAPRICE. FARMAPRICE prototype was conceived for integration of patient molecular data into the clinical prescription process in the Italian Centro di Riferimento Oncologico (CRO)-Aviano Hospital. It was developed through a coordinated partnership between two high-tech companies active in the computerization of the Italian healthcare system. Introducing FARMAPRICE into the clinical setting can aid physicians in prescribing the most efficacious and cost-effective pharmacological therapy available.
Collapse
|