1
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Shaaban S, Ji Y. Pharmacogenomics and health disparities, are we helping? Front Genet 2023; 14:1099541. [PMID: 36755573 PMCID: PMC9900000 DOI: 10.3389/fgene.2023.1099541] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/15/2022] [Accepted: 01/10/2023] [Indexed: 01/24/2023] Open
Abstract
Pharmacogenomics has been at the forefront of precision medicine during the last few decades. Precision medicine carries the potential of improving health outcomes at both the individual as well as population levels. To harness the benefits of its initiatives, careful dissection of existing health disparities as they relate to precision medicine is of paramount importance. Attempting to address the existing disparities at the early stages of design and implementation of these efforts is the only guarantee of a successful just outcome. In this review, we glance at a few determinants of existing health disparities as they intersect with pharmacogenomics research and implementation. In our opinion, highlighting these disparities is imperative for the purpose of researching meaningful solutions. Failing to identify, and hence address, these disparities in the context of the current and future precision medicine initiatives would leave an already strained health system, even more inundated with inequality.
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Affiliation(s)
- Sherin Shaaban
- Department of Pathology, University of Utah School of Medicine, Salt Lake City, Utah, United States,ARUP Laboratories, Salt Lake City, Utah, United States,*Correspondence: Sherin Shaaban,
| | - Yuan Ji
- Department of Pathology, University of Utah School of Medicine, Salt Lake City, Utah, United States,ARUP Laboratories, Salt Lake City, Utah, United States
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2
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Gawronski BE, Cicali EJ, McDonough CW, Cottler LB, Duarte JD. Exploring perceptions, knowledge, and attitudes regarding pharmacogenetic testing in the medically underserved. Front Genet 2023; 13:1085994. [PMID: 36712853 PMCID: PMC9880414 DOI: 10.3389/fgene.2022.1085994] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2022] [Accepted: 12/28/2022] [Indexed: 01/15/2023] Open
Abstract
Introduction: Pharmacogenetic testing may hold promise in addressing health disparities, as medically underserved patients appear to be prescribed medications with pharmacogenetic guidelines at higher rates. While routine clinical implementation of testing in medically underserved populations has not yet been achieved, using patient perspectives to inform implementation should increase the likelihood of success. The aim of this study was to assess the perceptions, knowledge, and attitudes regarding pharmacogenetic testing in medically underserved patients. Methods: We developed a survey instrument to assess respondent views on pharmacogenetic testing. The survey instrument was developed through a process of literature review, expert input, iterative pilot testing, and final refinement. The survey instrument was fielded to US adults with an estimated household income of $42,000 per year or less. Results: During the survey instrument development, 59 pilot testers provided 133 comments which lead to 38 revisions to the survey instrument. The nationwide survey resulted in 1,060 respondents, of which half (49.8%) reported having no health insurance or being on Medicaid. Most patients (78.9%) had not previously heard of pharmacogenetic testing. After being provided an explanation of pharmacogenetic testing, 60.5% were very or moderately interested in receiving testing if there were no cost and 75.8% of respondents agreed or strongly agreed that pharmacogenetic testing should be available to help with medication selection regardless of cost. Respondents shared that their greatest concern with pharmacogenetic testing was that the test would cost them money, which was expressed by over half (52.7%). This was followed by concerns that the results could reveal a risk for a disease, could affect health insurance, and would not improve care. Discussion: Our results indicate a strong interest in pharmacogenetic testing and identify key perceptions, attitudes, concerns, and potential barriers that can be addressed as pharmacogenetic testing is clinically implemented in medically underserved patient populations.
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Affiliation(s)
- Brian E. Gawronski
- Department of Pharmacotherapy and Translational Research, College of Pharmacy, University of Florida, Gainesville, FL, United States
- Center for Pharmacogenomics and Precision Medicine, College of Pharmacy, University of Florida, Gainesville, FL, United States
| | - Emily J. Cicali
- Department of Pharmacotherapy and Translational Research, College of Pharmacy, University of Florida, Gainesville, FL, United States
- Center for Pharmacogenomics and Precision Medicine, College of Pharmacy, University of Florida, Gainesville, FL, United States
| | - Caitrin W. McDonough
- Department of Pharmacotherapy and Translational Research, College of Pharmacy, University of Florida, Gainesville, FL, United States
- Center for Pharmacogenomics and Precision Medicine, College of Pharmacy, University of Florida, Gainesville, FL, United States
| | - Linda B. Cottler
- Department of Epidemiology, College of Public Health and Health Professions and College of Medicine, University of Florida, Gainesville, FL, United States
| | - Julio D. Duarte
- Department of Pharmacotherapy and Translational Research, College of Pharmacy, University of Florida, Gainesville, FL, United States
- Center for Pharmacogenomics and Precision Medicine, College of Pharmacy, University of Florida, Gainesville, FL, United States
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3
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Chen C, Roberts MH, Raisch DW, Thompson TA, Bachyrycz A, Borrego ME. Preferences for pharmacogenomic testing in polypharmacy patients: a discrete choice experiment. Per Med 2022; 19:535-548. [PMID: 36317592 PMCID: PMC10859042 DOI: 10.2217/pme-2022-0056] [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: 11/23/2022]
Abstract
Aim: To elicit preferences for pharmacogenomic (PGx) testing in polypharmacy patients. Materials & methods: A face-to-face discrete choice experiment survey was designed and administered to adult polypharmacy patients recruited at a local retail pharmacy in Albuquerque (NM, USA). Results: A total of 128 eligible polypharmacy patients completed the discrete choice experiment survey and significantly preferred a PGx test with lower cost, better confidentiality and higher certainty of identifying best medication/dose and side effects and one that can be used to advocate for their treatment needs (all p < 0.01). Conclusion: This is the first study eliciting preferences for PGx testing among polypharmacy patients. The study found most polypharmacy patients were willing to take a PGx test and their preferences were mostly influenced by test cost.
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Affiliation(s)
- Cheng Chen
- Department of Clinical Pharmacy, Center for Translational & Policy Research on Precision Medicine (TRANSPERS), University of California, San Francisco, CA 94143, USA
| | - Melissa H Roberts
- College of Pharmacy, The University of New Mexico, Albuquerque, NM 87131, USA
| | - Dennis W Raisch
- College of Pharmacy, The University of New Mexico, Albuquerque, NM 87131, USA
| | - Todd A Thompson
- College of Pharmacy, The University of New Mexico, Albuquerque, NM 87131, USA
| | - Amy Bachyrycz
- College of Pharmacy, The University of New Mexico, Albuquerque, NM 87131, USA
| | - Matthew E Borrego
- College of Pharmacy, The University of New Mexico, Albuquerque, NM 87131, USA
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4
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Albalwy F, McDermott JH, Newman WG, Brass A, Davies A. A blockchain-based framework to support pharmacogenetic data sharing. THE PHARMACOGENOMICS JOURNAL 2022; 22:264-275. [PMID: 35869255 DOI: 10.1038/s41397-022-00285-5] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/01/2021] [Revised: 06/22/2022] [Accepted: 07/01/2022] [Indexed: 12/11/2022]
Abstract
The successful implementation of pharmacogenetics (PGx) into clinical practice requires patient genomic data to be shared between stakeholders in multiple settings. This creates a number of barriers to widespread adoption of PGx, including privacy concerns related to the storage and movement of identifiable genomic data. Informatic solutions that support secure and equitable data access for genomic data are therefore important to PGx. Here we propose a methodology that uses smart contracts implemented on a blockchain-based framework, PGxChain, to address this issue. The design requirements for PGxChain were identified through a systematic literature review, identifying technical challenges and barriers impeding the clinical implementation of pharmacogenomics. These requirements included security and privacy, accessibility, interoperability, traceability and legal compliance. A proof-of-concept implementation based on Ethereum was then developed that met the design requirements. PGxChain's performance was examined using Hyperledger Caliper for latency, throughput, and transaction success rate. The findings clearly indicate that blockchain technology offers considerable potential to advance pharmacogenetic data sharing, particularly with regard to PGx data security and privacy, large-scale accessibility of PGx data, PGx data interoperability between multiple health care providers and compliance with data-sharing laws and regulations.
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Affiliation(s)
- F Albalwy
- Department of Computer Science, Kilburn Building, University of Manchester, Oxford Road, Manchester, M13 9PL, UK. .,Department of Computer Science, College of Computer Science and Engineering, Taibah University, Madinah, Saudi Arabia. .,Division of Informatics, Imaging and Data Sciences, Stopford Building, University of Manchester, Oxford Road, Manchester, M13 9PL, UK.
| | - J H McDermott
- Manchester Centre for Genomic Medicine, St Mary's Hospital, Manchester University NHS Foundation Trust, Manchester, M13 9WL, UK.,Division of Evolution Infection and Genomics, School of Biological Sciences, University of Manchester, Manchester, UK
| | - W G Newman
- Manchester Centre for Genomic Medicine, St Mary's Hospital, Manchester University NHS Foundation Trust, Manchester, M13 9WL, UK.,Division of Evolution Infection and Genomics, School of Biological Sciences, University of Manchester, Manchester, UK
| | - A Brass
- Department of Computer Science, Kilburn Building, University of Manchester, Oxford Road, Manchester, M13 9PL, UK.,Division of Informatics, Imaging and Data Sciences, Stopford Building, University of Manchester, Oxford Road, Manchester, M13 9PL, UK
| | - A Davies
- Division of Informatics, Imaging and Data Sciences, Stopford Building, University of Manchester, Oxford Road, Manchester, M13 9PL, UK
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5
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Formea CM, Schultz AJ, Empey PE. Pharmacists Closing Health Disparity Gaps through Pharmacogenomics. JOURNAL OF THE AMERICAN COLLEGE OF CLINICAL PHARMACY 2022. [DOI: 10.1002/jac5.1629] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Affiliation(s)
- Christine M. Formea
- Intermountain Healthcare, Department of Pharmacy Services Salt Lake City Utah
- Intermountain Precision Genomics, Intermountain Healthcare St. George Utah
| | - April J. Schultz
- Sanford Imagenetics, Sanford Health Sioux Falls South Dakota
- Sanford USD School of Medicine University of South Dakota Sioux Falls South Dakota
| | - Philip E. Empey
- School of Pharmacy University of Pittsburgh Pittsburgh Pennsylvania
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6
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Martin JL, Lee YM, Corbin LW, Colson R, Aquilante CL. Patients' perspectives of a pharmacist-provided clinical pharmacogenomics service. Pharmacogenomics 2022; 23:463-474. [PMID: 35469451 DOI: 10.2217/pgs-2022-0013] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022] Open
Abstract
Aim: To assess the perspectives and experiences of patients who participated in a pharmacist-provided clinical pharmacogenomics (PGx) service. Methods: We conducted individual semistructured interviews with 16 patients who received a pharmacist-provided PGx service. Qualitative data were analyzed to identify pertinent themes. Results: The major themes identified were: heterogeneity of patient PGx experiences and preferences, pharmacists as appropriate providers of PGx services, considerations regarding the use of PGx results in routine healthcare, and perceived applications of PGx testing. Theme-derived considerations included the need to establish appropriate pre-genotyping expectations, individualize patient education, facilitate collaboration with patients' providers and sustainably update patients' PGx information over time. Conclusion: Patient-specific perspectives such as these are important to consider when providing clinical PGx services, with intention of optimizing patient experiences.
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Affiliation(s)
- James L Martin
- Department of Pharmaceutical Sciences, University of Colorado, Skaggs School of Pharmacy & Pharmaceutical Sciences, Aurora, CO 80045, USA
| | - Yee Ming Lee
- Department of Clinical Pharmacy, University of Colorado, Skaggs School of Pharmacy & Pharmaceutical Sciences, Aurora, CO 80045, USA
| | - Lisa W Corbin
- Division of General Internal Medicine, University of Colorado School of Medicine, Aurora, CO 80045, USA
| | - Ronald Colson
- Division of General Internal Medicine, University of Colorado School of Medicine, Aurora, CO 80045, USA
| | - Christina L Aquilante
- Department of Pharmaceutical Sciences, University of Colorado, Skaggs School of Pharmacy & Pharmaceutical Sciences, Aurora, CO 80045, USA
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7
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Lee G, Varughese LA, Conway L, Stojinski C, Ashokkumar S, Monono K, Matthai W, Kolansky DM, Giri J, Tuteja S. Attitudes toward pharmacogenetics in patients undergoing CYP2C19 testing following percutaneous coronary intervention. Per Med 2022; 19:93-101. [PMID: 34984913 DOI: 10.2217/pme-2021-0064] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/26/2022]
Abstract
Aim: Patient knowledge and attitudes toward pharmacogenetic (PGx) testing may impact adoption of clinical testing. Methods: Questionnaires regarding knowledge, attitudes and ethics of PGx testing were distributed to 504 patients enrolled in the ADAPT study conducted at two urban hospitals in Philadelphia, Pennsylvania, USA. Responses were assessed using multivariable logistic regression. Results: 311 completed the survey (62% response rate). 74% were unaware of PGx testing, but 79% indicated using PGx results to predict medication efficacy was important. In a multivariable model, higher education level (p = 0.031) and greater genetics knowledge (p < 0.001) were associated with more positive attitudes toward PGx testing. Conclusion: Greater patient knowledge of genetics was associated with a more positive attitude toward PGx testing, indicating that educational strategies aimed at increasing genetics knowledge may enhance adoption of PGx testing in the clinic.
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Affiliation(s)
- Grace Lee
- Department of Genetic Counseling, Arcadia University, Glenside, PA, USA
| | - Lisa A Varughese
- Division of Translational Medicine & Human Genetics, Department of Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
| | - Laura Conway
- Department of Genetic Counseling, Arcadia University, Glenside, PA, USA.,Division of Translational Medicine & Human Genetics, Department of Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
| | - Carol Stojinski
- Department of Medicine, Drexel University College of Medicine, Philadelphia, PA, USA
| | - Sandhya Ashokkumar
- Department of Medicine, Drexel University College of Medicine, Philadelphia, PA, USA
| | - Karen Monono
- Division of Translational Medicine & Human Genetics, Department of Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
| | - William Matthai
- Cardiovascular Medicine Division, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
| | - Daniel M Kolansky
- Cardiovascular Medicine Division, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
| | - Jay Giri
- Cardiovascular Medicine Division, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA.,Penn Cardiovascular Outcomes, Quality, & Evaluative Research Center & the Leonard Davis Institute of Health Economics, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
| | - Sony Tuteja
- Division of Translational Medicine & Human Genetics, Department of Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
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8
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Magavern EF, Gurdasani D, Ng FL, Lee SSJ. Health equality, race and pharmacogenomics. Br J Clin Pharmacol 2022; 88:27-33. [PMID: 34251046 PMCID: PMC8752640 DOI: 10.1111/bcp.14983] [Citation(s) in RCA: 22] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/29/2021] [Revised: 06/23/2021] [Accepted: 07/02/2021] [Indexed: 12/15/2022] Open
Abstract
Pharmacogenomics is increasingly moving into mainstream clinical practice. Careful consideration must be paid to inclusion of diverse populations in research, translation and implementation, in the historical and social context of population stratification, to ensure that this leads to improvements in healthcare for all rather than increased health disparities. This review takes a broad and critical approach to the current role of diversity in pharmacogenomics and addresses potential pitfalls in order to raise awareness for prescribers. It also emphasizes evidence gaps and suggests approaches that may minimize negative consequences and promote health equality.
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Affiliation(s)
- Emma F. Magavern
- William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, UK
| | - Deepti Gurdasani
- William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, UK
| | - Fu L. Ng
- Department of Clinical Pharmacology, St Georges University of London, London, UK
| | - Sandra Soo-Jin Lee
- Division of Ethics, Department Medical Humanities and Ethics, Columbia University, New York, N.Y., USA
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9
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Haga SB, Mills R, Moaddeb J, Liu Y, Voora D. Independent Community Pharmacists' Experience in Offering Pharmacogenetic Testing. PHARMACOGENOMICS & PERSONALIZED MEDICINE 2021; 14:877-886. [PMID: 34290521 PMCID: PMC8289463 DOI: 10.2147/pgpm.s314972] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/09/2021] [Accepted: 06/22/2021] [Indexed: 12/16/2022]
Abstract
Objective This study assessed pharmacist experiences with delivering pharmacogenetic (PGx) testing in independent community pharmacies. Methods We conducted a cluster randomized trial of independent community pharmacies in North Carolina randomized to provide either PGx testing as a standalone service or integrated into medication therapy management (MTM) services. Surveys and pharmacist data about the delivery of PGx testing were collected. Semi-structured interviews were also conducted. Results A total of 36 pharmacists participated in the study from 22 pharmacies. Sixteen pharmacists completed the pre-study and post-study surveys, and four pharmacists completed the semi-structured interviews. Thirty-one percent (11/36) of pharmacists had had some education in personalized medicine or PGx prior to the study. The only outcome that differed by study arm was the use of educational resources, with significantly higher utilization in the PGx testing only arm (p=0.007). Overall, compared to the pre-study assessment, pharmacists' knowledge about PGx significantly improved post-study (p=0.018). In the post-study survey, almost all pharmacists indicated that they felt qualified/able to provide PGx testing at their pharmacy. While 75% of pharmacists indicated that they may continue to provide PGx testing at their pharmacy after the study, the major concerns were lack of reimbursement for PGx counseling and consultation given the necessary time required. Conclusion Our findings demonstrated a positive experience with delivering PGx testing in the community pharmacy setting with little difference in pharmacists' experiences in providing PGx testing with or without MTM. Pharmacists were confident in their ability to provide PGx testing and were interested in continuing to offer testing, though sustained delivery may be challenged by lack of prescribing provider engagement and reimbursement.
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Affiliation(s)
- Susanne B Haga
- Center for Applied Genomics & Precision Medicine, Durham, NC, 27708, USA
| | - Rachel Mills
- Center for Applied Genomics & Precision Medicine, Durham, NC, 27708, USA
| | - Jivan Moaddeb
- Center for Applied Genomics & Precision Medicine, Durham, NC, 27708, USA
| | - Yiling Liu
- Center for Applied Genomics & Precision Medicine, Durham, NC, 27708, USA
| | - Deepak Voora
- Center for Applied Genomics & Precision Medicine, Durham, NC, 27708, USA
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10
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Luzum JA, Petry N, Taylor AK, Van Driest SL, Dunnenberger HM, Cavallari LH. Moving Pharmacogenetics Into Practice: It's All About the Evidence! Clin Pharmacol Ther 2021; 110:649-661. [PMID: 34101169 DOI: 10.1002/cpt.2327] [Citation(s) in RCA: 30] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2021] [Accepted: 05/27/2021] [Indexed: 12/19/2022]
Abstract
The evidence for pharmacogenetics has grown rapidly in recent decades. However, the strength of evidence required for the clinical implementation of pharmacogenetics is highly debated. Therefore, the purpose of this review is to summarize different perspectives on the evidence required for the clinical implementation of pharmacogenetics. First, we present two patient cases that demonstrate how knowledge of pharmacogenetic evidence affected their care. Then we summarize resources that curate pharmacogenetic evidence, types of evidence (with an emphasis on randomized controlled trials [RCT]) and their limitations, and different perspectives from implementers, clinicians, and patients. We compare pharmacogenetics to a historical example (i.e., the evidence required for the clinical implementation of pharmacokinetics/therapeutic drug monitoring), and we provide future perspectives on the evidence for pharmacogenetic panels and the need for more education in addition to evidence. Although there are differences in the interpretation of pharmacogenetic evidence across resources, efforts for standardization are underway. Survey data illustrate the value of pharmacogenetic testing from the patient perspective, with their providers seen as key to ensuring maximum benefit from test results. However, clinicians and practice guidelines from medical societies often rely on RCT data to guide treatment decisions, which are not always feasible or ethical in pharmacogenetics. Thus, recognition of other types of evidence to support pharmacogenetic implementation is needed. Among pharmacogenetic implementers, consistent evidence of pharmacogenetic associations is deemed most critical. Ultimately, moving pharmacogenetics into practice will require consideration of multiple stakeholder perspectives, keeping particularly attuned to the voice of the ultimate stakeholder-the patient.
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Affiliation(s)
- Jasmine A Luzum
- Department of Clinical Pharmacy, College of Pharmacy, University of Michigan, Ann Arbor, Michigan, USA
| | - Natasha Petry
- Department of Pharmacy Practice, College of Health Professions, North Dakota State University, Fargo, North Dakota, USA.,Sanford Imagenetics, Sioux Falls, South Dakota, USA
| | - Annette K Taylor
- Colorado Coagulation, Laboratory Corporation of America Holdings, Englewood, Colorado, USA
| | - Sara L Van Driest
- Departments of Pediatrics and Medicine, Vanderbilt University Medical Center, Nashville, Tennessee, USA
| | - Henry M Dunnenberger
- Mark R. Neaman Center for Personalized Medicine, NorthShore University HealthSystem, Evanston, Illinois, USA
| | - Larisa H Cavallari
- Department of Pharmacotherapy and Translational Research, Center for Pharmacogenomics and Precision Medicine, College of Pharmacy, University of Florida, Gainesville, Florida, USA
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11
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Dalton R, Brown JD, Duarte JD. Patients with geographic barriers to health care access are prescribed a higher proportion of drugs with pharmacogenetic testing guidelines. Clin Transl Sci 2021; 14:1841-1852. [PMID: 33955180 PMCID: PMC8504817 DOI: 10.1111/cts.13032] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/20/2020] [Revised: 01/28/2021] [Accepted: 02/16/2021] [Indexed: 11/28/2022] Open
Abstract
Pharmacogenetic (PGx) testing may be particularly beneficial in medically underserved populations by reducing the number of appointments required to optimize drug therapy and increasing the effectiveness of less expensive off-patent drugs. The objective of this study was to identify patient populations with poor health care access and assess prescribing trends for drugs with published PGx testing guidelines. We used electronic health record data from 67,753 University of Florida Health patients, geographic access scores calculated via the 2-step floating catchment area method, and a composite measure of socioeconomic status. Comparing the poorest (Q4) and greatest (Q1) access score quartiles, poor geographic access was significantly associated with fewer prescriber encounters (incidence rate ratio [IRR] 0.88, 95% confidence interval [CI] 0.86-0.91), fewer total unique drugs (IRR 0.92, 95% CI 0.9-0.95), and fewer PGx guideline drugs (IRR 0.94, 95% CI 0.9-0.99). After correcting for number of unique drugs, patients in low-access areas were prescribed a greater proportion of PGx guideline drugs (IRR 1.08, 95% CI 1.04-1.13). We detected significant interactions between Black race and access score. Compared to Q1, Black patients with Q4 access scores were disproportionately affected and had fewer encounters (IRR 0.76, 95% CI 0.7-0.82) and a higher proportion of PGx drugs (IRR 1.26, 95% CI 1.13-1.41), creating further disparity. Overall, these results suggest that improved geographic access to PGx testing may allow prescribers to make more efficient use of limited opportunities to optimize therapy for drugs with PGx testing guidelines.
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Affiliation(s)
- Rachel Dalton
- Department of Pharmacotherapy and Translational Research, College of Pharmacy, University of Florida, Gainesville, Florida, USA
| | - Joshua D Brown
- Department of Pharmaceutical Outcomes and Policy, College of Pharmacy, University of Florida, Gainesville, Florida, USA
| | - Julio D Duarte
- Department of Pharmacotherapy and Translational Research, College of Pharmacy, University of Florida, Gainesville, Florida, USA
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12
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Chapdelaine A, Lamoureux-Lamarche C, Poder TG, Vasiliadis HM. Sociodemographic factors and beliefs about medicines in the uptake of pharmacogenomic testing in older adults. Pharmacogenomics 2021; 22:125-135. [PMID: 33601907 DOI: 10.2217/pgs-2020-0077] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022] Open
Abstract
Aim: To assess the impact of sociodemographic factors and beliefs about medicines on the uptake of pharmacogenomic testing in older adults in a public healthcare system. Materials & methods: Data are based on a sample of 347 primary care older adults. Results: Most respondents (90%) were willing to provide a saliva sample and 47% were willing to pay for it. Increased age (odds ratio: 0.91; p = 0.04) and negative beliefs about the harmfulness of medicines (odds ratio: 0.68; p = 0.02) were associated with a decreased willingness to provide a sample. Lower education (less than university, odds ratio: 0.54; p = 0.04) was associated with a decreased willingness to pay. Conclusion: Education and beliefs about medicines are important factors in the acceptability of pharmacogenomic testing in older adults.
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Affiliation(s)
- Alexandra Chapdelaine
- PRIMUS Research Group, Faculty of Medicine & Health Sciences, Université de Sherbrooke, QC, Canada
| | - Catherine Lamoureux-Lamarche
- Faculty of Medicine & Health Sciences, Université de Sherbrooke, QC, Canada.,Charles-Le Moyne - Saguenay-Lac-Saint-Jean Innovations in Health Research Center (CR-CSIS), Université de Sherbrooke, QC, Canada
| | - Thomas G Poder
- School of Public Health, Université de Montreal, QC, Canada.,Centre de recherche de l'Institut universitaire en santé mentale de Montréal, Université de Montréal, QC, Canada
| | - Helen-Maria Vasiliadis
- Faculty of Medicine & Health Sciences, Université de Sherbrooke, QC, Canada.,Charles-Le Moyne - Saguenay-Lac-Saint-Jean Innovations in Health Research Center (CR-CSIS), Université de Sherbrooke, QC, Canada
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13
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Brown JT, Ramsey LB, Van Driest SL, Aka I, Colace SI. Characterizing Pharmacogenetic Testing Among Children's Hospitals. Clin Transl Sci 2020; 14:692-701. [PMID: 33325650 PMCID: PMC7993279 DOI: 10.1111/cts.12931] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/11/2020] [Accepted: 10/12/2020] [Indexed: 12/27/2022] Open
Abstract
Although pharmacogenetic testing is becoming increasingly common across medical subspecialties, a broad range of utilization and implementation exists across pediatric centers. Large pediatric institutions that routinely use pharmacogenetics in their patient care have published their practices and experiences; however, minimal data exist regarding the full spectrum of pharmacogenetic implementation among children’s hospitals. The primary objective of this nationwide survey was to characterize the availability, concerns, and barriers to pharmacogenetic testing in children’s hospitals in the Children’s Hospital Association. Initial responses identifying a contact person were received from 18 institutions. Of those 18 institutions, 14 responses (11 complete and 3 partial) to a more detailed survey regarding pharmacogenetic practices were received. The majority of respondents were from urban institutions (72%) and held a Doctor of Pharmacy degree (67%). Among all respondents, the three primary barriers to implementing pharmacogenetic testing identified were test reimbursement, test cost, and money. Conversely, the three least concerning barriers were potential for genetic discrimination, sharing results with family members, and availability of tests in certified laboratories. Low‐use sites rated several barriers significantly higher than the high‐use sites, including knowledge of pharmacogenetics (P = 0.03), pharmacogenetic interpretations (P = 0.04), and pharmacogenetic‐based changes to therapy (P = 0.03). In spite of decreasing costs of pharmacogenetic testing, financial barriers are one of the main barriers perceived by pediatric institutions attempting clinical implementation. Low‐use sites may also benefit from education/outreach in order to reduce perceived barriers to implementation.
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Affiliation(s)
- Jacob T Brown
- Department of Pharmacy Practice and Pharmaceutical Sciences, College of Pharmacy, University of Minnesota Duluth, Duluth, Minnesota, USA
| | - Laura B Ramsey
- Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, Ohio, USA.,Divisions of Research in Patient Services and Clinical Pharmacology, Cincinnati Children's Hospital Medical Center, Cincinnati, Ohio, USA
| | - Sara L Van Driest
- Department of Pediatrics, Vanderbilt University Medical Center, Nashville, Tennessee, USA
| | - Ida Aka
- Department of Pediatrics, Vanderbilt University Medical Center, Nashville, Tennessee, USA
| | - Susan I Colace
- Department of Pediatrics, Nationwide Children's Hospital, Columbus, Ohio, USA
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Muflih SM, Bashir HN, Khader YS, Karasneh RA. The impact of health literacy on self-medication: a cross-sectional outpatient study. J Public Health (Oxf) 2020; 44:84-91. [PMID: 33164078 DOI: 10.1093/pubmed/fdaa188] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/18/2020] [Revised: 08/23/2020] [Accepted: 09/25/2020] [Indexed: 11/12/2022] Open
Abstract
BACKGROUND This research project aims to measure and evaluate the impact of health literacy on self-medication and to achieve a better understating of patients' behaviors. METHODS A cross-sectional approach was conducted and participants were recruited outpatient clinics through convenience sampling. Health literacy was measured by Single Item Literacy Screener. RESULTS A total of 194 participants agreed to participate (63.9% were females). The results showed that more than half (57.2%) had adequate health literacy. Almost 30% of the participants were over the age of 50. The prevalence of self-medication was 74.2%. Nearly, two-thirds of the total participants reported self-administration of antibiotics. There was a significant relationship between the overall health literacy level and practice of self-medication. CONCLUSIONS Improving the health literacy level of the public can reduce inappropriate self-medication, especially the self-medication with antibiotics, which represented a high prevalence situation in our sample. Appropriate reading skills are important for accessing health information, using health care services, and achieving desirable health outcomes.
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Affiliation(s)
- Suhaib M Muflih
- Department of Clinical Pharmacy, Faculty of Pharmacy, Jordan University of Science and Technology, Irbid, Jordan
| | - Hadeel N Bashir
- Department of Public Health, Faculty of Medicine, Jordan University of Science and Technology, Irbid, Jordan
| | - Yousef S Khader
- Department of Public Health, Faculty of Medicine, Jordan University of Science and Technology, Irbid, Jordan
| | - Reema A Karasneh
- Department of Basic Medical Sciences, Faculty of Medicine, Yarmouk University, Irbid, Jordan
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15
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Shah-Williams E, Levy KD, Zang Y, Holmes AM, Stoughton C, Dexter P, Skaar TC. Enrollment of Diverse Populations in the INGENIOUS Pharmacogenetics Clinical Trial. Front Genet 2020; 11:571. [PMID: 32670350 PMCID: PMC7330082 DOI: 10.3389/fgene.2020.00571] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2019] [Accepted: 05/11/2020] [Indexed: 12/15/2022] Open
Abstract
Recruitment of diverse populations and subjects living in Medically Underserved Areas and Populations (MUA/P's) into clinical trials is a considerable challenge. Likewise, representation of African-Americans in pharmacogenetic trials is often inadequate, but critical for identifying genetic variation within and between populations. To identify enrollment patterns and variables that predict enrollment in a diverse underserved population, we analyzed data from the INGENIOUS (Indiana GENomics Implementation and Opportunity for the UnderServed), pharmacogenomics implementation clinical trial conducted at a community hospital for underserved subjects (Safety net hospital), and a statewide healthcare system (Academic hospital). We used a logistic regression model to identify patient variables that predicted successful enrollment after subjects were contacted and evaluated the reasons that clinical trial eligible subjects refused enrollment. In both healthcare systems, African-Americans were less likely to refuse the study than non-Hispanic Whites (Safety net, OR = 0.68, and p < 0.002; Academic hospital, OR = 0.64, and p < 0.001). At the Safety net hospital, other minorities were more likely to refuse the study than non-Hispanic Whites (OR = 1.58, p < 0.04). The odds of refusing the study once contacted increased with patient age (Safety net hospital, OR = 1.02, p < 0.001, Academic hospital, OR = 1.02, and p < 0.001). At the Academic hospital, females were less likely to refuse the study than males (OR = 0.81, p = 0.01) and those not living in MUA/P's were less likely to refuse the study than those living in MUA/P's (OR = 0.81, p = 0.007). The most frequent barriers to enrollment included not being interested, being too busy, transportation, and illness. A lack of trust was reported less frequently. In conclusion, African-Americans can be readily recruited to pharmacogenetic clinical trials once contact has been successfully initiated. However, health care initiatives and increased recruitment efforts of subjects living in MUA/Ps are needed. Enrollment could be further enhanced by improving research awareness and knowledge of clinical trials, reducing time needed for participation, and compensating for travel.
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Affiliation(s)
- Ebony Shah-Williams
- Department of Medical and Molecular Genetics, Indiana University, Indianapolis, IN, United States
| | - Kenneth D. Levy
- Department of Medicine, Indiana University, Indianapolis, IN, United States
| | - Yong Zang
- Department of Biostatistics, Indiana University, Indianapolis, IN, United States
| | - Ann M. Holmes
- Department of Health Policy and Management, Fairbanks School of Public Health, Indiana University–Purdue University Indianapolis, Indianapolis, IN, United States
| | - Christa Stoughton
- Department of Urology, Indiana University Hospital, Indianapolis, IN, United States
| | - Paul Dexter
- Department of Medicine, Indiana University, Indianapolis, IN, United States
- Regenstrief Institute for Health Care, Indianapolis, IN, United States
| | - Todd C. Skaar
- Department of Medicine, Indiana University, Indianapolis, IN, United States
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16
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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: 14] [Impact Index Per Article: 3.5] [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.
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17
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Di Paolo A, Arrigoni E, Luci G, Cucchiara F, Danesi R, Galimberti S. Precision Medicine in Lymphoma by Innovative Instrumental Platforms. Front Oncol 2019; 9:1417. [PMID: 31921674 PMCID: PMC6928138 DOI: 10.3389/fonc.2019.01417] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/22/2019] [Accepted: 11/28/2019] [Indexed: 12/13/2022] Open
Abstract
In recent years, many efforts have been addressed to the growing field of precision medicine in order to offer individual treatments to every patient on the basis of his/her genetic background. Formerly adopted to achieve new disease classifications as it is still done, innovative platforms, such as microarrays, genome-wide association studies (GWAS), and next generation sequencing (NGS), have made the progress in pharmacogenetics faster and cheaper than previously expected. Several studies in lymphoma patients have demonstrated that these platforms can be used to identify biomarkers predictive of drug efficacy and tolerability, discovering new possible druggable proteins. Indeed, GWAS and NGS allow the investigation of the human genome, finding interesting associations with putative or unexpected targets, which in turns may represent new therapeutic possibilities. Importantly, some objective difficulties have initially hampered the translation of findings in clinical routines, such as the poor quantity/quality of genetic material or the paucity of targets that could be investigated at the same time. At present, some of these technical issues have been partially solved. Furthermore, these analyses are growing in parallel with the development of bioinformatics and its capabilities to manage and analyze big data. Because of pharmacogenetic markers may become important during drug development, regulatory authorities (i.e., EMA, FDA) are preparing ad hoc guidelines and recommendations to include the evaluation of genetic markers in clinical trials. Concerns and difficulties for the adoption of genetic testing in routine are still present, as well as affordability, reliability and the poor confidence of some patients for these tests. However, genetic testing based on predictive markers may offers many advantages to caregivers and patients and their introduction in clinical routine is justified.
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Affiliation(s)
- Antonello Di Paolo
- Section of Pharmacology, Department of Clinical and Experimental Medicine, University of Pisa, Pisa, Italy.,Unit of Clinical Pharmacology and Pharmacogenetics, Pisa University Hospital, Pisa, Italy
| | - Elena Arrigoni
- Section of Pharmacology, Department of Clinical and Experimental Medicine, University of Pisa, Pisa, Italy
| | - Giacomo Luci
- Section of Pharmacology, Department of Clinical and Experimental Medicine, University of Pisa, Pisa, Italy
| | - Federico Cucchiara
- Section of Pharmacology, Department of Clinical and Experimental Medicine, University of Pisa, Pisa, Italy
| | - Romano Danesi
- Section of Pharmacology, Department of Clinical and Experimental Medicine, University of Pisa, Pisa, Italy.,Unit of Clinical Pharmacology and Pharmacogenetics, Pisa University Hospital, Pisa, Italy
| | - Sara Galimberti
- Section of Hematology, Department of Clinical and Experimental Medicine, University of Pisa, Pisa, Italy.,Unit of Hematology, Pisa University Hospital, Pisa, Italy
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18
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Haga SB. Pharmacogenomic Testing In Pediatrics: Navigating The Ethical, Social, And Legal Challenges. PHARMACOGENOMICS & PERSONALIZED MEDICINE 2019; 12:273-285. [PMID: 31686893 PMCID: PMC6800463 DOI: 10.2147/pgpm.s179172] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 06/11/2019] [Accepted: 09/12/2019] [Indexed: 12/17/2022]
Abstract
For the past several years, the implementation of pharmacogenetic (PGx) testing has become widespread in several centers and clinical practice settings. PGx testing may be ordered at the point-of-care when treatment is needed or in advance of treatment for future use. The potential benefits of PGx testing are not limited to adult patients, as children are increasingly using medications more often and at earlier ages. This review provides some background on the use of PGx testing in children as well as mothers (prenatally and post-natally) and discusses the challenges, benefits, and the ethical, legal, and social implications of providing PGx testing to children.
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Affiliation(s)
- Susanne B Haga
- Department of Medicine, Division of General Internal Medicine, Center for Applied Genomics and Precision Medicine, Duke University School of Medicine, Durham, NC, 27708, USA
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19
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Bush WS, Cooke Bailey JN, Beno MF, Crawford DC. Bridging the Gaps in Personalized Medicine Value Assessment: A Review of the Need for Outcome Metrics across Stakeholders and Scientific Disciplines. Public Health Genomics 2019; 22:16-24. [PMID: 31454805 PMCID: PMC6752968 DOI: 10.1159/000501974] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/14/2019] [Accepted: 07/07/2019] [Indexed: 12/14/2022] Open
Abstract
Despite monumental advances in genomics, relatively few health care provider organizations in the United States offer personalized or precision medicine as part of the routine clinical workflow. The gaps between research and applied genomic medicine may be a result of a cultural gap across various stakeholders representing scientists, clinicians, patients, policy makers, and third party payers. Scientists are trained to assess the health care value of genomics by either quantifying population-scale effects, or through the narrow lens of clinical trials where the standard of care is compared with the predictive power of a single or handful of genetic variants. While these metrics are an essential first step in assessing and documenting the clinical utility of genomics, they are rarely followed up with other assessments of health care value that are critical to stakeholders who use different measures to define value. The limited value assessment in both the research and implementation science of precision medicine is likely due to necessary logistical constraints of these teams; engaging bioethicists, health care economists, and individual patient belief systems is incredibly daunting for geneticists and informaticians conducting research. In this narrative review, we concisely describe several definitions of value through various stakeholder viewpoints. We highlight the existing gaps that prevent clinical translation of scientific findings generally as well as more specifically using two present-day, extreme scenarios: (1) genetically guided warfarin dosing representing a handful of genetic markers and more than 10 years of basic and translational research, and (2) next-generation sequencing representing genome-dense data lacking substantial evidence for implementation. These contemporary scenarios highlight the need for various stakeholders to broadly adopt frameworks designed to define and collect multiple value measures across different disciplines to ultimately impact more universal acceptance of and reimbursement for genomic medicine.
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Affiliation(s)
- William S Bush
- Cleveland Institute for Computational Biology, Case Western Reserve University, Cleveland, Ohio, USA
- Department of Population and Quantitative Health Sciences, Case Western Reserve University, Cleveland, Ohio, USA
| | - Jessica N Cooke Bailey
- Cleveland Institute for Computational Biology, Case Western Reserve University, Cleveland, Ohio, USA
- Department of Population and Quantitative Health Sciences, Case Western Reserve University, Cleveland, Ohio, USA
| | - Mark F Beno
- Cleveland Institute for Computational Biology, Case Western Reserve University, Cleveland, Ohio, USA
| | - Dana C Crawford
- Cleveland Institute for Computational Biology, Case Western Reserve University, Cleveland, Ohio, USA,
- Department of Population and Quantitative Health Sciences, Case Western Reserve University, Cleveland, Ohio, USA,
- Department of Genetics and Genome Sciences, Case Western Reserve University, Cleveland, Ohio, USA,
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20
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Lam YWF. Translating Pharmacogenomic Research to Therapeutic Potentials. Pharmacogenomics 2019. [DOI: 10.1016/b978-0-12-812626-4.00004-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/27/2022] Open
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