1
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Li YH, Li YL, Wei MY, Li GY. Innovation and challenges of artificial intelligence technology in personalized healthcare. Sci Rep 2024; 14:18994. [PMID: 39152194 PMCID: PMC11329630 DOI: 10.1038/s41598-024-70073-7] [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: 04/26/2024] [Accepted: 08/12/2024] [Indexed: 08/19/2024] Open
Abstract
As the burgeoning field of Artificial Intelligence (AI) continues to permeate the fabric of healthcare, particularly in the realms of patient surveillance and telemedicine, a transformative era beckons. This manuscript endeavors to unravel the intricacies of recent AI advancements and their profound implications for reconceptualizing the delivery of medical care. Through the introduction of innovative instruments such as virtual assistant chatbots, wearable monitoring devices, predictive analytic models, personalized treatment regimens, and automated appointment systems, AI is not only amplifying the quality of care but also empowering patients and fostering a more interactive dynamic between the patient and the healthcare provider. Yet, this progressive infiltration of AI into the healthcare sphere grapples with a plethora of challenges hitherto unseen. The exigent issues of data security and privacy, the specter of algorithmic bias, the requisite adaptability of regulatory frameworks, and the matter of patient acceptance and trust in AI solutions demand immediate and thoughtful resolution .The importance of establishing stringent and far-reaching policies, ensuring technological impartiality, and cultivating patient confidence is paramount to ensure that AI-driven enhancements in healthcare service provision remain both ethically sound and efficient. In conclusion, we advocate for an expansion of research efforts aimed at navigating the ethical complexities inherent to a technology-evolving landscape, catalyzing policy innovation, and devising AI applications that are not only clinically effective but also earn the trust of the patient populace. By melding expertise across disciplines, we stand at the threshold of an era wherein AI's role in healthcare is both ethically unimpeachable and conducive to elevating the global health quotient.
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Affiliation(s)
- Yu-Hao Li
- International School, Beijing University of Posts and Telecommunications, Bei Jing, 100876, China
| | - Yu-Lin Li
- Department of Ophthalmology, The Second Norman Bethune Hospital of Jilin University, Changchun, 130000, China
| | - Mu-Yang Wei
- Department of Ophthalmology, The Second Norman Bethune Hospital of Jilin University, Changchun, 130000, China
| | - Guang-Yu Li
- Department of Ophthalmology, The Second Norman Bethune Hospital of Jilin University, Changchun, 130000, China.
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2
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Lim CX, Bozkurt A, Chen ZY, Hird A, Wickens J, Lazarakis S, Hussainy SY, Alexander M. Healthcare professionals' and consumers' knowledge, attitudes, perspectives, and education needs in oncology pharmacogenomics: A systematic review. Clin Transl Sci 2023; 16:2467-2482. [PMID: 37991131 PMCID: PMC10719462 DOI: 10.1111/cts.13672] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/25/2023] [Revised: 09/19/2023] [Accepted: 10/04/2023] [Indexed: 11/23/2023] Open
Abstract
Clinical implementation of pharmacogenomic (PGx)-guided prescribing in oncology lags behind research evidence generation. We aimed to identify healthcare professionals' (HCPs) and consumers' knowledge, attitudes, perspectives, and education needs to inform strategies for implementation of scalable and sustainable oncology PGx programs. Systematic review of original articles indexed in EMBASE, EMCARE, MEDLINE, and PsycInfo from January 2012 until June 2022, following Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines and using the Mixed Methods Appraisal Tool. PROSPERO registration number CRD42022352348. Of 1442 identified studies; 23 met inclusion criteria with 87% assessed high quality. Of these, 52% reported on HCPs, 35% on consumers, and 13% on both HCPs and consumers. Most were conducted in the United States (70%) and included multiple cancer types (74%). Across studies, HCPs and consumers mostly perceived value in PGx, however, both groups reported barriers to utilization, including cost, lack of consistent recommendations across guidelines, and limited knowledge among HCPs; test accuracy, clear testing benefits, and genomic information confidentiality among consumers. HCPs and consumers value and want to engage in PGx strategies in oncology care, however, are inhibited by unmet needs and practice and knowledge gaps. Implementation strategies aimed at addressing these issues may best support increased PGx uptake in oncology practice.
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Affiliation(s)
- Chiao Xin Lim
- Pharmacy, School of Health and Biomedical SciencesRMIT UniversityBundooraVictoriaAustralia
| | - Alistair Bozkurt
- Pharmacy, School of Health and Biomedical SciencesRMIT UniversityBundooraVictoriaAustralia
| | - Zi Yue Chen
- Pharmacy, School of Health and Biomedical SciencesRMIT UniversityBundooraVictoriaAustralia
| | - Abbey Hird
- Pharmacy, School of Health and Biomedical SciencesRMIT UniversityBundooraVictoriaAustralia
| | - Joanne Wickens
- Pharmacy, School of Health and Biomedical SciencesRMIT UniversityBundooraVictoriaAustralia
| | - Smaro Lazarakis
- Health Sciences Library, Royal Melbourne HospitalParkvilleVictoriaAustralia
| | - Safeera Y. Hussainy
- Pharmacy Department, Peter MacCallum Cancer CentreMelbourneVictoriaAustralia
- Sir Peter MacCallum Department of OncologyThe University of MelbourneMelbourneVictoriaAustralia
- Department of General Practice, School of Public Health and Preventive MedicineMonash UniversityClaytonVictoriaAustralia
| | - Marliese Alexander
- Pharmacy Department, Peter MacCallum Cancer CentreMelbourneVictoriaAustralia
- Sir Peter MacCallum Department of OncologyThe University of MelbourneMelbourneVictoriaAustralia
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Sukri A, Salleh MZ, Masimirembwa C, Teh LK. A systematic review on the cost effectiveness of pharmacogenomics in developing countries: implementation challenges. THE PHARMACOGENOMICS JOURNAL 2022; 22:147-159. [PMID: 35319010 DOI: 10.1038/s41397-022-00272-w] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/04/2021] [Revised: 02/16/2022] [Accepted: 03/01/2022] [Indexed: 01/02/2023]
Abstract
The major challenges that delay the implementation of pharmacogenomics based clinical practice in the developing countries, primarily the low- and middle-income countries need to be recognized. This review was conducted to systematically review evidence of the cost-effectiveness for the conduct of pharmacogenomics testing in the developing countries. Studies that evaluated the cost-effectiveness of pharmacogenomics testing in the developing countries as defined by the United Nations were included in this study. Twenty-seven articles met the criteria. Pharmacogenomics effectiveness were evaluated for drugs used in the treatment of cancers, cardiovascular diseases and severe cutaneous adverse reactions in gout and epilepsy. Most studies had reported pharmacogenomics testing to be cost-effective (cancers, cardiovascular diseases, and tuberculosis) and economic models were evaluated from multiple perspectives, different cost categories and time horizons. Additionally, most studies used a single gene, rather than a gene panel for the pharmacogenomics testing. Genotyping cost and frequency of risk alleles in the populations influence the cost-effectiveness outcome. Further studies are warranted to examine the clinical and economic validity of pharmacogenomics testing in the developing countries.
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Affiliation(s)
- Asif Sukri
- Integrative Pharmacogenomics Institute, Universiti Teknologi MARA Cawangan Selangor, Puncak Alam Campus, 42300, Puncak Alam, Selangor, Malaysia
| | - Mohd Zaki Salleh
- Integrative Pharmacogenomics Institute, Universiti Teknologi MARA Cawangan Selangor, Puncak Alam Campus, 42300, Puncak Alam, Selangor, Malaysia
| | - Collen Masimirembwa
- African Institute of Biomedical Science & Technology, Wilkins Hospital, Corner J Tongogara and R Tangwena, Harare, Zimbabwe
| | - Lay Kek Teh
- Integrative Pharmacogenomics Institute, Universiti Teknologi MARA Cawangan Selangor, Puncak Alam Campus, 42300, Puncak Alam, Selangor, Malaysia. .,Faculty of Pharmacy, Universiti Teknologi MARA Cawangan Selangor, Puncak Alam Campus, 42300, Puncak Alam, Selangor, Malaysia.
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Zubiaur P, Prósper-Cuesta DN, Novalbos J, Mejía-Abril G, Navares-Gómez M, Villapalos-García G, Soria-Chacartegui P, Abad-Santos F. Patients’ Perceptions of Pharmacogenetic Testing and Access to Their Results: State of the Art in Spain and Systematic Review. J Pers Med 2022; 12:jpm12020270. [PMID: 35207758 PMCID: PMC8879541 DOI: 10.3390/jpm12020270] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/27/2021] [Revised: 01/25/2022] [Accepted: 02/09/2022] [Indexed: 12/10/2022] Open
Abstract
The process of clinical pharmacogenetics implementation depends on patients’ and general population’s perceptions. To date, no study has been published addressing Spanish patients’ opinions on pharmacogenetic testing, the availability of the results, and the need for signing informed consent. In this work, we contacted 146 patients that had been previously genotyped at our laboratory and 46 healthy volunteers that had participated in a bioequivalence clinical trial at the Clinical Pharmacology Department of Hospital Universitario de La Princesa and consented to pharmacogenetic testing for research purposes. From the latter, 108 and 34, respectively, responded to the questionnaire (i.e., a response rate of 74%); Participants were scheduled for a face-to-face, telephone, or videoconference interview and were asked a total of 27 questions in Spanish. Great or almost complete acceptance of pharmacogenetic testing was observed (99.3%), age and university education level being the main predictors of acceptance rates and understanding (multivariate analysis, p = 0.004, R2 = 0.17, age being inversely proportional to acceptance rates and understanding and university level being related to higher acceptance rates and understanding compared to other education levels). Mixed perceptions were observed on the requirement of written informed consent (55.6% in favor); therefore, it seems recommendable to continue requesting it for the upcoming years until more perceptions are collected. The majority of participants (95.8%) preferred storing pharmacogenetic results in medical records rather than in electronic sources (55.6%) and highly agreed with the possibility of carrying their results on a portable card (91.5%). Patients agreed to broad genetic testing, including biomarkers unrelated to their disease (93.7%) or with little clinically relevant evidence (94.4%). Patients apparently rely on clinician’s or pharmacogeneticist’s interpretation and seem, therefore, open to the generation of ethically challenging information. Finally, although most patients (68.3%) agreed with universal population testing, some were reluctant, probably due to the related costs and sustainability of the Spanish Health System. This was especially evident in the group of patients who were older and with a likely higher proportion of pensioners.
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Affiliation(s)
- Pablo Zubiaur
- Clinical Pharmacology Department, Hospital Universitario de La Princesa, Instituto Teófilo Hernando, Universidad Autónoma de Madrid (UAM), Instituto de Investigación Sanitaria La Princesa (IP), 28006 Madrid, Spain; (D.N.P.-C.); (J.N.); (G.M.-A.); (M.N.-G.); (G.V.-G.); (P.S.-C.)
- Centro de Investigación Biomédica en Red de Enfermedades Hepáticas y Digestivas (CIBERehd), Instituto de Salud Carlos III, 28006 Madrid, Spain
- Correspondence: (P.Z.); (F.A.-S.); Tel.: +34-915202425 (P.Z. & F.A.-S.); Fax: +34-915202540 (P.Z. & F.A.-S.)
| | - David Nicolás Prósper-Cuesta
- Clinical Pharmacology Department, Hospital Universitario de La Princesa, Instituto Teófilo Hernando, Universidad Autónoma de Madrid (UAM), Instituto de Investigación Sanitaria La Princesa (IP), 28006 Madrid, Spain; (D.N.P.-C.); (J.N.); (G.M.-A.); (M.N.-G.); (G.V.-G.); (P.S.-C.)
| | - Jesús Novalbos
- Clinical Pharmacology Department, Hospital Universitario de La Princesa, Instituto Teófilo Hernando, Universidad Autónoma de Madrid (UAM), Instituto de Investigación Sanitaria La Princesa (IP), 28006 Madrid, Spain; (D.N.P.-C.); (J.N.); (G.M.-A.); (M.N.-G.); (G.V.-G.); (P.S.-C.)
| | - Gina Mejía-Abril
- Clinical Pharmacology Department, Hospital Universitario de La Princesa, Instituto Teófilo Hernando, Universidad Autónoma de Madrid (UAM), Instituto de Investigación Sanitaria La Princesa (IP), 28006 Madrid, Spain; (D.N.P.-C.); (J.N.); (G.M.-A.); (M.N.-G.); (G.V.-G.); (P.S.-C.)
| | - Marcos Navares-Gómez
- Clinical Pharmacology Department, Hospital Universitario de La Princesa, Instituto Teófilo Hernando, Universidad Autónoma de Madrid (UAM), Instituto de Investigación Sanitaria La Princesa (IP), 28006 Madrid, Spain; (D.N.P.-C.); (J.N.); (G.M.-A.); (M.N.-G.); (G.V.-G.); (P.S.-C.)
| | - Gonzalo Villapalos-García
- Clinical Pharmacology Department, Hospital Universitario de La Princesa, Instituto Teófilo Hernando, Universidad Autónoma de Madrid (UAM), Instituto de Investigación Sanitaria La Princesa (IP), 28006 Madrid, Spain; (D.N.P.-C.); (J.N.); (G.M.-A.); (M.N.-G.); (G.V.-G.); (P.S.-C.)
| | - Paula Soria-Chacartegui
- Clinical Pharmacology Department, Hospital Universitario de La Princesa, Instituto Teófilo Hernando, Universidad Autónoma de Madrid (UAM), Instituto de Investigación Sanitaria La Princesa (IP), 28006 Madrid, Spain; (D.N.P.-C.); (J.N.); (G.M.-A.); (M.N.-G.); (G.V.-G.); (P.S.-C.)
| | - Francisco Abad-Santos
- Clinical Pharmacology Department, Hospital Universitario de La Princesa, Instituto Teófilo Hernando, Universidad Autónoma de Madrid (UAM), Instituto de Investigación Sanitaria La Princesa (IP), 28006 Madrid, Spain; (D.N.P.-C.); (J.N.); (G.M.-A.); (M.N.-G.); (G.V.-G.); (P.S.-C.)
- Centro de Investigación Biomédica en Red de Enfermedades Hepáticas y Digestivas (CIBERehd), Instituto de Salud Carlos III, 28006 Madrid, Spain
- Correspondence: (P.Z.); (F.A.-S.); Tel.: +34-915202425 (P.Z. & F.A.-S.); Fax: +34-915202540 (P.Z. & F.A.-S.)
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5
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Gene-drug pairings for antidepressants and antipsychotics: level of evidence and clinical application. Mol Psychiatry 2022; 27:593-605. [PMID: 34754108 DOI: 10.1038/s41380-021-01340-6] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/13/2021] [Revised: 09/23/2021] [Accepted: 10/01/2021] [Indexed: 11/09/2022]
Abstract
Substantial inter-individual discrepancies exist in both therapeutic effectiveness and adverse effects of antidepressant and antipsychotic medications, which can, in part, be explained by genetic variation. Here, we searched the Pharmacogenomics Knowledge Base for gene-antidepressant and gene-antipsychotic pairs with the highest level of evidence. We then extracted and compared the associated prescribing recommendations for these pairs developed by the Clinical Pharmacogenomics Implementation Consortium, the Dutch Pharmacogenetics Working Group or approved product labels in the US, Canada, Europe, and Asia. Finally, we highlight key economical, educational, regulatory, and ethical issues that, if not appropriately considered, can hinder the implementation of these recommendations in clinical practice. Our review indicates that evidence-based guidelines are available to assist with the implementation of pharmacogenetic-guided antidepressant and antipsychotic prescribing, although the maximum impact of these guidelines on patient care will not be realized until key barriers are minimized or eliminated.
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Cacabelos R, Naidoo V, Corzo L, Cacabelos N, Carril JC. Genophenotypic Factors and Pharmacogenomics in Adverse Drug Reactions. Int J Mol Sci 2021; 22:ijms222413302. [PMID: 34948113 PMCID: PMC8704264 DOI: 10.3390/ijms222413302] [Citation(s) in RCA: 32] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/16/2021] [Revised: 12/05/2021] [Accepted: 12/06/2021] [Indexed: 02/06/2023] Open
Abstract
Adverse drug reactions (ADRs) rank as one of the top 10 leading causes of death and illness in developed countries. ADRs show differential features depending upon genotype, age, sex, race, pathology, drug category, route of administration, and drug–drug interactions. Pharmacogenomics (PGx) provides the physician effective clues for optimizing drug efficacy and safety in major problems of health such as cardiovascular disease and associated disorders, cancer and brain disorders. Important aspects to be considered are also the impact of immunopharmacogenomics in cutaneous ADRs as well as the influence of genomic factors associated with COVID-19 and vaccination strategies. Major limitations for the routine use of PGx procedures for ADRs prevention are the lack of education and training in physicians and pharmacists, poor characterization of drug-related PGx, unspecific biomarkers of drug efficacy and toxicity, cost-effectiveness, administrative problems in health organizations, and insufficient regulation for the generalized use of PGx in the clinical setting. The implementation of PGx requires: (i) education of physicians and all other parties involved in the use and benefits of PGx; (ii) prospective studies to demonstrate the benefits of PGx genotyping; (iii) standardization of PGx procedures and development of clinical guidelines; (iv) NGS and microarrays to cover genes with high PGx potential; and (v) new regulations for PGx-related drug development and PGx drug labelling.
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Affiliation(s)
- Ramón Cacabelos
- Department of Genomic Medicine, International Center of Neuroscience and Genomic Medicine, EuroEspes Biomedical Research Center, Bergondo, 15165 Corunna, Spain
- Correspondence: ; Tel.: +34-981-780-505
| | - Vinogran Naidoo
- Department of Neuroscience, International Center of Neuroscience and Genomic Medicine, EuroEspes Biomedical Research Center, Bergondo, 15165 Corunna, Spain;
| | - Lola Corzo
- Department of Medical Biochemistry, International Center of Neuroscience and Genomic Medicine, EuroEspes Biomedical Research Center, Bergondo, 15165 Corunna, Spain;
| | - Natalia Cacabelos
- Department of Medical Documentation, International Center of Neuroscience and Genomic Medicine, EuroEspes Biomedical Research Center, Bergondo, 15165 Corunna, Spain;
| | - Juan C. Carril
- Departments of Genomics and Pharmacogenomics, International Center of Neuroscience and Genomic Medicine, EuroEspes Biomedical Research Center, Bergondo, 15165 Corunna, Spain;
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7
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Underrepresented patient views and perceptions of personalized medication treatment through pharmacogenomics. NPJ Genom Med 2021; 6:90. [PMID: 34725343 PMCID: PMC8560901 DOI: 10.1038/s41525-021-00253-1] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/22/2021] [Accepted: 10/04/2021] [Indexed: 11/10/2022] Open
Abstract
Within an institutional pharmacogenomics implementation program, we surveyed 463 outpatients completing preemptive pharmacogenomic testing whose genetic results were available to providers for guiding medication treatment. We compared views and experiences from self-reported White and Black patients, including education level as a covariate across analyses. Black patients were less confident about whether their providers made personalized treatment decisions, and overwhelmingly wanted a greater role for their genetic information in clinical care. Both groups similarly reported that providers asked their opinions regarding medication changes, but White patients were more likely (59% vs. 49%, P = 0.005) to discuss the impact of personal/genetic makeup on medication response with providers, and Black patients reported initiating such discussions much less frequently (4% vs. 15%, P = 0.037). Opportunities exist for enhanced communication with underrepresented patients around personalized care. Tailored communication strategies and development of support tools employed in diverse healthcare settings may facilitate pharmacogenomically guided medication treatment that equitably benefits minority patient populations.
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Johengen EK, Ward KM, Coe AB, Pasternak AL. Assessing the knowledge, perceptions, and practices of primary care clinicians toward pharmacogenetics. JOURNAL OF THE AMERICAN COLLEGE OF CLINICAL PHARMACY 2021; 4:27-32. [PMID: 39830081 PMCID: PMC11741676 DOI: 10.1002/jac5.1341] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2020] [Accepted: 09/18/2020] [Indexed: 11/09/2022]
Abstract
Introduction Pharmacogenetics (PGx) testing is becoming increasingly available to patients and clinicians, but investigations of PGx testing in primary care and the pharmacist's role in educating clinicians have been limited. Objectives The objectives of this study were to: (a) determine the utilization of PGx testing in primary care clinics, (b) identify how clinicians document and act on PGx test results, and (c) determine clinician interest in PGx education or consultation from pharmacists. Methods A 16-item survey was distributed via email. Eligible participants included physicians, physician assistants, nurse practitioners, and pharmacists who work in family medicine, general medicine, geriatric, or pediatric primary care clinics at one academic medical center. Descriptive statistics were used to characterize the frequency of PGx tests ordered in primary care clinics, provider comfort with PGx test interpretation, documentation practices, and interest in PGx education or consultation from pharmacists. Results The overall survey response rate was 15.8% (n = 55). Most respondents were physicians (84%). Nearly 40% of respondents reported having a patient bring PGx test results to a visit, while only 9% reported ordering a PGx test. Documentation practices were variable, and response to PGx results was most commonly no change in therapy (52%). Only two (3.6%) respondents agreed with the statement, "I feel confident in my ability to interpret PGx test results," and the majority reported interest in PGx education. Eighty percent of respondents reported they would be likely or very likely to consult a PGx-trained pharmacist for help interpreting PGx results. Discussion Clinicians in this survey were more likely to have patients bring in results than to order PGx tests, did not feel confident in result interpretation, and expressed interest in working with pharmacists for PGx test interpretation. This research can help guide the development of PGx-focused pharmacy services and education for clinicians who are encountering PGx testing in their practice.
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Affiliation(s)
| | - Kristen M. Ward
- Michigan Medicine, Ann Arbor, Michigan
- Department of Clinical Pharmacy, University of Michigan College of Pharmacy, Ann Arbor, Michigan
| | - Antoinette B. Coe
- Department of Clinical Pharmacy, University of Michigan College of Pharmacy, Ann Arbor, Michigan
| | - Amy L. Pasternak
- Michigan Medicine, Ann Arbor, Michigan
- Department of Clinical Pharmacy, University of Michigan College of Pharmacy, Ann Arbor, Michigan
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Bousman CA, Bengesser SA, Aitchison KJ, Amare AT, Aschauer H, Baune BT, Asl BB, Bishop JR, Burmeister M, Chaumette B, Chen LS, Cordner ZA, Deckert J, Degenhardt F, DeLisi LE, Folkersen L, Kennedy JL, Klein TE, McClay JL, McMahon FJ, Musil R, Saccone NL, Sangkuhl K, Stowe RM, Tan EC, Tiwari AK, Zai CC, Zai G, Zhang J, Gaedigk A, Müller DJ. Review and Consensus on Pharmacogenomic Testing in
Psychiatry. PHARMACOPSYCHIATRY 2020; 54:5-17. [DOI: 10.1055/a-1288-1061] [Citation(s) in RCA: 37] [Impact Index Per Article: 7.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
Abstract
AbstractThe implementation of pharmacogenomic (PGx) testing in psychiatry remains modest,
in part due to divergent perceptions of the quality and completeness of the
evidence base and diverse perspectives on the clinical utility of PGx testing
among psychiatrists and other healthcare providers. Recognizing the current lack
of consensus within the field, the International Society of Psychiatric Genetics
assembled a group of experts to conduct a narrative synthesis of the PGx
literature, prescribing guidelines, and product labels related to psychotropic
medications as well as the key considerations and limitations related to the use
of PGx testing in psychiatry. The group concluded that to inform medication
selection and dosing of several commonly-used antidepressant and antipsychotic
medications, current published evidence, prescribing guidelines, and product
labels support the use of PGx testing for 2 cytochrome P450 genes (CYP2D6,
CYP2C19). In addition, the evidence supports testing for human leukocyte
antigen genes when using the mood stabilizers carbamazepine (HLA-A and
HLA-B), oxcarbazepine (HLA-B), and phenytoin (CYP2C9, HLA-B). For
valproate, screening for variants in certain genes (POLG, OTC, CSP1) is
recommended when a mitochondrial disorder or a urea cycle disorder is suspected.
Although barriers to implementing PGx testing remain to be fully resolved, the
current trajectory of discovery and innovation in the field suggests these
barriers will be overcome and testing will become an important tool in
psychiatry.
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Affiliation(s)
- Chad A. Bousman
- Departments of Medical Genetics, Psychiatry, Physiology &
Pharmacology, University of Calgary, Calgary, AB, Canada
- Hotchkiss Brain Institute, Cumming School of Medicine, University of
Calgary, Calgary, AB, Canada
- Alberta Children’s Hospital Research Institute, Calgary, AB,
Canada
- Department of Psychiatry, Melbourne Medical School, The University of
Melbourne, Melbourne, VIC, Australia
| | - Susanne A. Bengesser
- Department of Psychiatry and Psychotherapeutic Medicine, Medical
University of Graz, Austria
| | - Katherine J. Aitchison
- Departments of Psychiatry, Medical Genetics and the Neuroscience and
Mental Health Institute, University of Alberta, Edmonton, AB,
Canada
| | - Azmeraw T. Amare
- Discipline of Psychiatry, School of Medicine, University of Adelaide,
Adelaide, SA, Australia
- South Australian Health and Medical Research Institute (SAHMRI),
Adelaide, SA, Australia
| | - Harald Aschauer
- Biopsychosocial Corporation (BioPsyC), non-profit association, Vienna,
Austria
| | - Bernhard T. Baune
- Department of Psychiatry and Psychotherapy, University of
Münster, Germany
- Department of Psychiatry, Melbourne Medical School, The University of
Melbourne, Melbourne, VIC, Australia
- The Florey Institute of Neuroscience and Mental Health, The University
of Melbourne, Parkville, VIC, Australia
| | - Bahareh Behroozi Asl
- Departments of Psychiatry, Medical Genetics and the Neuroscience and
Mental Health Institute, University of Alberta, Edmonton, AB,
Canada
| | - Jeffrey R. Bishop
- Department of Experimental and Clinical Pharmacology, University of
Minnesota College of Pharmacy and Department of Psychiatry, University of
Minnesota Medical School, Minneapolis, MN, USA
| | - Margit Burmeister
- Michigan Neuroscience Institute and Departments of Computational
Medicine & Bioinformatics, Human Genetics and Psychiatry, The University
of Michigan, Ann Arbor MI, USA
| | - Boris Chaumette
- Institute of Psychiatry and Neuroscience of Paris, GHU Paris
Psychiatrie & Neurosciences, University of Paris, Paris,
France
- Department of Psychiatry, McGill University, Montreal,
Canada
| | - Li-Shiun Chen
- Departments of Psychiatry and Genetics, Washington University School of
Medicine in St. Louis, USA
| | - Zachary A. Cordner
- Department of Psychiatry & Behavioral Sciences, Johns Hopkins
University School of Medicine, Baltimore, MD, USA
| | - Jürgen Deckert
- Department of Psychiatry, Psychosomatics and Psychotherapy, Center of
Mental Health, Würzburg, Germany
| | - Franziska Degenhardt
- Institute of Human Genetics, University of Bonn, School of Medicine
& University Hospital Bonn, Bonn, Germany
- Department of Child and Adolescent Psychiatry, Psychosomatics and
Psychotherapy, University Hospital Essen, University of Duisburg-Essen,
Duisburg, Germany
| | - Lynn E. DeLisi
- Department of Psychiatry, Harvard Medical School, Cambridge Health
Alliance, Cambridge, Massachusetts, USA
| | - Lasse Folkersen
- Institute of Biological Psychiatry, Capital Region Hospitals,
Copenhagen, Denmark
| | - James L. Kennedy
- Department of Psychiatry, University of Toronto, Toronto, Ontario,
Canada
- Centre for Addiction and Mental Health, University of Toronto, Toronto,
Ontario, Canada
| | - Teri E. Klein
- Department of Biomedical Data Science, Stanford University, Stanford,
California, USA
| | - Joseph L. McClay
- Department of Pharmacotherapy and Outcome Science, Virginia
Commonwealth University School of Pharmacy, Richmond, VA, USA
| | - Francis J. McMahon
- Human Genetics Branch, National Institute of Mental Health, Bethesda,
MD, USA
| | - Richard Musil
- Department of Psychiatry and Psychotherapy,
Ludwig-Maximilians-University, Munich, Germany
| | - Nancy L. Saccone
- Departments of Psychiatry and Genetics, Washington University School of
Medicine in St. Louis, USA
| | - Katrin Sangkuhl
- Department of Biomedical Data Science, Stanford University, Stanford,
California, USA
| | - Robert M. Stowe
- Departments of Psychiatry and Neurology (Medicine), University of
British Columbia, USA
| | - Ene-Choo Tan
- KK Research Centre, KK Women’s and Children’s Hospital,
Singapore, Singapore
| | - Arun K. Tiwari
- Department of Psychiatry, University of Toronto, Toronto, Ontario,
Canada
- Centre for Addiction and Mental Health, University of Toronto, Toronto,
Ontario, Canada
| | - Clement C. Zai
- Department of Psychiatry, University of Toronto, Toronto, Ontario,
Canada
- Centre for Addiction and Mental Health, University of Toronto, Toronto,
Ontario, Canada
| | - Gwyneth Zai
- Department of Psychiatry, University of Toronto, Toronto, Ontario,
Canada
- Centre for Addiction and Mental Health, University of Toronto, Toronto,
Ontario, Canada
| | - Jianping Zhang
- Department of Psychiatry, Weill Cornell Medical College, New
York-Presbyterian Westchester Division, White Plains, NY, USA
| | - Andrea Gaedigk
- Division of Clinical Pharmacology, Toxicology & Therapeutic
Innovation, Children’s Mercy Kansas City, Kansas City and School of
Medicine, University of Missouri-Kansas City, Kansas City, MO, USA
| | - Daniel J Müller
- Department of Psychiatry, University of Toronto, Toronto, Ontario,
Canada
- Centre for Addiction and Mental Health, University of Toronto, Toronto,
Ontario, Canada
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10
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Maruf AA, Fan M, Arnold PD, Müller DJ, Aitchison KJ, Bousman CA. Pharmacogenetic Testing Options Relevant to Psychiatry in Canada: Options de tests pharmacogénétiques pertinents en psychiatrie au Canada. CANADIAN JOURNAL OF PSYCHIATRY. REVUE CANADIENNE DE PSYCHIATRIE 2020; 65:521-530. [PMID: 32064906 PMCID: PMC7492886 DOI: 10.1177/0706743720904820] [Citation(s) in RCA: 32] [Impact Index Per Article: 6.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/27/2022]
Abstract
OBJECTIVE To identify and assess pharmacogenetic testing options relevant to psychiatry in Canada. METHOD Searches of published literature, websites, and Standard Council of Canada's Laboratory Directory were conducted to identify pharmacogenetic tests available in Canada. Identified tests were assessed on 8 key questions related to analytical validity, accessibility, test ordering, delivery of test results, turnaround time, cost, clinical trial evidence, and gene/allele content. RESULTS A total of 13 pharmacogenetic tests relevant to psychiatry in Canada were identified. All tests were highly accessible, and most were conducted in accredited laboratories. Both direct-to-consumer and clinician-gated testing were identified, with turnaround times and cost ranging from 2 to 40 days and CAD$199 to CAD$2310, respectively. Two tests were supported by randomized controlled trials. All tests met minimum gene and allele panel recommendations for psychiatry, but no 2 panels were identical. No test was unequivocally superior to all other tests. CONCLUSIONS Pharmacogenetic testing in Canada is readily available but highly variable in terms of ordering procedures, delivery of results, turnaround times, cost, and gene/allele content. As such, it is important for psychiatrists and other health-care providers to understand the differences between the available tests to ensure appropriate selection and implementation within their practice.
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Affiliation(s)
- Abdullah Al Maruf
- The Mathison Centre for Mental Health Research & Education,
Hotchkiss Brain Institute, Cumming School of Medicine, University of Calgary,
Alberta, Canada
- Department of Psychiatry, University of Calgary, Alberta,
Canada
| | - Mikayla Fan
- Cumming School of Medicine, University of Calgary, Alberta,
Canada
| | - Paul D. Arnold
- The Mathison Centre for Mental Health Research & Education,
Hotchkiss Brain Institute, Cumming School of Medicine, University of Calgary,
Alberta, Canada
- Department of Psychiatry, University of Calgary, Alberta,
Canada
- Department of Medical Genetics, University of Calgary, Alberta,
Canada
| | - Daniel J. Müller
- Pharmacogenetics Research Clinic, Campbell Family Mental Health
Research Institute, Centre for Addiction and Mental Health, Toronto, Ontario,
Canada
- Department of Psychiatry, University of Toronto, Ontario,
Canada
| | - Katherine J. Aitchison
- Department of Psychiatry, University of Alberta, Edmonton, Alberta,
Canada
- Department of Medical Genetics, University of Alberta, Edmonton,
Alberta, Canada
| | - Chad A. Bousman
- The Mathison Centre for Mental Health Research & Education,
Hotchkiss Brain Institute, Cumming School of Medicine, University of Calgary,
Alberta, Canada
- Department of Psychiatry, University of Calgary, Alberta,
Canada
- Department of Medical Genetics, University of Calgary, Alberta,
Canada
- Department of Physiology and Pharmacology, University of Calgary,
Alberta, Canada
- Alberta Children’s Hospital Research Institute, University of
Calgary, Alberta, Canada
- Chad A. Bousman, MPH, PhD, Department of
Medical Genetics, University of Calgary, 270 HMRB, 3330 Hospital Drive NW,
Calgary, Alberta, Canada T2N 4N1.
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11
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Chan SL, Liew HZW, Nguyen F, Thumboo J, Chow WC, Sung C. Prescription patterns of outpatients and the potential of multiplexed pharmacogenomic testing. Br J Clin Pharmacol 2020; 87:886-894. [PMID: 32559336 DOI: 10.1111/bcp.14439] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/27/2020] [Revised: 06/02/2020] [Accepted: 06/09/2020] [Indexed: 01/18/2023] Open
Abstract
BACKGROUND Pre-emptive pharmacogenomic (PGx) testing is potentially an efficient approach to improve drug safety and efficacy but the target population to test is unclear. OBJECTIVES We aim to describe the prescription pattern of PGx drugs among adult medical outpatients. METHODS We estimated the 5-year cumulative incidence (CI) for receiving three groups of PGx drugs using competing risks analysis: (i) all PGx drugs, (ii) PGx drugs with guidelines and (iii) PGx drugs with serious clinical effects. Comparisons of CIs were also done by patient characteristics using Gray's test. RESULTS The 5-year CIs of receiving any new PGx drug, PGx drug with guidelines and serious clinical effects were 42.6%, 37.3% and 13.7%, respectively. The 5-year CI of receiving any new PGx drug was higher for patients >40 years old (43.6% vs ≤40 years old 36.0%, P < 2.2 × 10-22 ), Malays and Indians (50.3% and 49.8% vs Chinese 31.1%, P < 2.2 × 10-22 ), those who attended one of the following four specialties at the index visit compared to other specialties (infectious diseases [46.2% vs 42.6%, P = 2.9 × 10-4 ], psychiatry [48.3% vs 42.3%, P = 7.4 × 10-13 ], renal [49.8% vs 40.9%, P < 2.2 × 10-22 ], and rheumatology and immunology [54.8% vs 41.7%, P < 2.2 × 10-22 ]) and those prescribed ≥5 drugs at index visit (51.7% vs 0-4 drugs 41.7%, P < 2.2 × 10-22 ). CONCLUSIONS Medical outpatients have a substantial probability of benefiting from pre-emptive PGx testing and this is higher in certain subgroups of patients.
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Affiliation(s)
- Sze Ling Chan
- Health Services Research Centre, SingHealth, Singapore
| | | | | | - Julian Thumboo
- Department of Rheumatology and Immunology and Health Services Research Unit, Singapore General Hospital, Singapore
| | - Wan Cheng Chow
- Department of Gastroenterology & Hepatology, Singapore General Hospital, Singapore
| | - Cynthia Sung
- Health Services and Systems Research, Duke-NUS Medical School, Singapore
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12
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Stegelmeier J, Nartker C, Barnes C, Rayo H, Hoover R, Boyle J, O’Connor S, Barrott J. Rural Community Perceptions and Interests in Pharmacogenomics. Healthcare (Basel) 2020; 8:E159. [PMID: 32516951 PMCID: PMC7348789 DOI: 10.3390/healthcare8020159] [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: 05/08/2020] [Revised: 05/20/2020] [Accepted: 06/03/2020] [Indexed: 12/11/2022] Open
Abstract
Pharmacogenomics testing is a rapidly expanding field with increasing importance to individualized patient care. However, it remains unclear whether the general public in rural areas would be willing to engage in this service. The objective of this survey was to determine rural community-dwelling members' perceptions of pharmacogenomics. A questionnaire was developed consisting of five Likert-style questions on knowledge and perceptions of pharmacogenomics, a single multiple-choice question on cost of testing, and a free-response question. Two cohorts received the same questionnaire: attendees at a university-sponsored health fair and patients presenting to two independent community pharmacies in southeastern Idaho. While both showed positive reception to the implementation and value of pharmacogenomics, those at the health fair were more in favor of pharmacogenomics, suggesting a need for greater outreach and education to the general public. The findings suggest that interest of rural community-dwelling individuals may be amenable to the expansion of pharmacogenomics testing.
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Affiliation(s)
| | | | | | | | | | | | | | - Jared Barrott
- College of Pharmacy, Idaho State University, 921 S. 8th Ave., Pocatello, ID 83201, USA; (J.S.); (C.N.); (C.B.); (H.R.); (R.H.); (J.B.); (S.O.)
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13
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Analysis of comprehensive pharmacogenomic profiling to impact in-hospital prescribing. Pharmacogenet Genomics 2020; 29:23-30. [PMID: 30531378 DOI: 10.1097/fpc.0000000000000346] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/05/2023]
Abstract
INTRODUCTION In-hospital adverse medication events result in increased morbidity and mortality. Many implicated drugs carry pharmacogenomic information. We hypothesized that comprehensive pre-emptive pharmacogenomic profiling could have high relevance for in-hospital prescribing. PATIENTS AND METHODS We retrospectively analyzed the in-hospital medications of a genotyped outpatient cohort admitted at our institution from 2012 to 2015. The endpoints were medication changes (new medications initiated, dose adjustments, or medications discontinued) involving drugs with pharmacogenomic annotations from three sources: Clinical Pharmacogenetics Implementation Consortium guidance, Food and Drug Administration label information, and drugs with clinical decision supports in our institutional pharmacogenomic Genomic Prescribing System. RESULTS Of 867 genotyped outpatients, 20 were hospitalized (mean: 78.2 years, 65% male). This hospitalized cohort was significantly older (78.2 vs. 61.3 years, P<0.0001) and took more medications (8.9 vs. 5.0 medications, P<0.0001). Out of 159 medication changes made, most (67.9%) were new medications (average: 2.5/hospitalization) with one-third of these having clinically annotated pharmacogenomic information. Half of all hospitalizations involved at least one pharmacogenomic medication. Over half (55%) of the hospitalized cohort was newly prescribed at least one of eight key pharmacogenomic medications, including high-risk drugs such as clopidogrel, codeine, and warfarin. CONCLUSION Our study suggested that older patients and those with polypharmacy were at increased risk for hospitalizations, where many new prescriptions included frequently used pharmacogenomic drugs. Targeting this group for pre-emptive genotyping would facilitate the delivery of highly relevant information to inform inpatient prescribing.
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14
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Zhu Y, Swanson KM, Rojas RL, Wang Z, St Sauver JL, Visscher SL, Prokop LJ, Bielinski SJ, Wang L, Weinshilboum R, Borah BJ. Systematic review of the evidence on the cost-effectiveness of pharmacogenomics-guided treatment for cardiovascular diseases. Genet Med 2019; 22:475-486. [PMID: 31591509 PMCID: PMC7056639 DOI: 10.1038/s41436-019-0667-y] [Citation(s) in RCA: 56] [Impact Index Per Article: 9.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/11/2019] [Accepted: 09/23/2019] [Indexed: 02/08/2023] Open
Abstract
PURPOSE To examine the evidence on the cost-effectiveness of implementing pharmacogenomics (PGx) in cardiovascular disease (CVD) care. METHODS We conducted a systematic review using multiple databases from inception to 2018. The titles and abstracts of cost-effectiveness studies on PGx-guided treatment in CVD care were screened, and full texts were extracted. RESULTS We screened 909 studies and included 46 to synthesize. Acute coronary syndrome and atrial fibrillation were the predominantly studied conditions (59%). Most studies (78%) examined warfarin-CYP2C9/VKORC1 or clopidogrel-CYP2C19. A payer's perspective was commonly used (39%) for cost calculations, and most studies (46%) were US-based. The majority (67%) of the studies found PGx testing to be cost-effective in CVD care, but cost-effectiveness varied across drugs and conditions. Two studies examined PGx panel testing, of which one examined pre-emptive testing strategies. CONCLUSION We found mixed evidence on the cost-effectiveness of PGx in CVD care. Supportive evidence exists for clopidogrel-CYP2C19 and warfarin-CYP2C9/VKORC1, but evidence is limited in other drug-gene combinations. Gaps persist, including unclear explanation of perspective and cost inputs, underreporting of study design elements critical to economic evaluations, and limited examination of PGx panel and pre-emptive testing for their cost-effectiveness. This review identifies the need for further research on economic evaluations of PGx implementation.
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Affiliation(s)
- Ye Zhu
- Robert D. and Patricia E. Kern Center for the Science of Health Care Delivery, Mayo Clinic, Rochester, MN, USA.,Division of Health Care Policy and Research, Department of Health Sciences Research, Mayo Clinic, Rochester, MN, USA
| | - Kristi M Swanson
- Robert D. and Patricia E. Kern Center for the Science of Health Care Delivery, Mayo Clinic, Rochester, MN, USA
| | - Ricardo L Rojas
- Division of Biomedical Statistics and Informatics, Department of Health Sciences Research, Mayo Clinic, Rochester, MN, USA
| | - Zhen Wang
- Robert D. and Patricia E. Kern Center for the Science of Health Care Delivery, Mayo Clinic, Rochester, MN, USA.,Evidence-Based Practice Center, Mayo Clinic, Rochester, MN, USA
| | - Jennifer L St Sauver
- Robert D. and Patricia E. Kern Center for the Science of Health Care Delivery, Mayo Clinic, Rochester, MN, USA.,Division of Epidemiology, Department of Health Sciences Research, Mayo Clinic, Rochester, MN, USA
| | - Sue L Visscher
- Robert D. and Patricia E. Kern Center for the Science of Health Care Delivery, Mayo Clinic, Rochester, MN, USA
| | - Larry J Prokop
- Library Public Services, Mayo Clinic, Rochester, MN, USA
| | - Suzette J Bielinski
- Division of Epidemiology, Department of Health Sciences Research, Mayo Clinic, Rochester, MN, USA
| | - Liewei Wang
- Division of Clinical Pharmacology, Department of Molecular Pharmacology and Experimental Therapeutics, Mayo Clinic, Rochester, MN, USA
| | - Richard Weinshilboum
- Division of Clinical Pharmacology, Department of Molecular Pharmacology and Experimental Therapeutics, Mayo Clinic, Rochester, MN, USA
| | - Bijan J Borah
- Robert D. and Patricia E. Kern Center for the Science of Health Care Delivery, Mayo Clinic, Rochester, MN, USA. .,Division of Health Care Policy and Research, Department of Health Sciences Research, Mayo Clinic, Rochester, MN, USA.
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15
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Dressler LG, Bell GC, Abernathy PM, Ruch K, Denslow S. Implementing pharmacogenetic testing in rural primary care practices: a pilot feasibility study. Pharmacogenomics 2019; 20:433-446. [PMID: 30983513 DOI: 10.2217/pgs-2018-0200] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/21/2023] Open
Abstract
Aim: Assess feasibility and perspectives of pharmacogenetic testing/PGx in rural, primary care physician (PCP) practices when PCPs are trained to interpret/apply results and testing costs are covered. Methods: Participants included PCPs who agreed to training, surveys and interviews and eligible patients who agreed to surveys and testing. 51 patients from three practices participated. Results: Prestudy, no PCP had ever ordered a PGx test. Test results demonstrated gene variations in 30% of patients, related to current medications, with PCPs reporting changes to drug management. Poststudy, test cost was still a concern, but now PCPs reported practical barriers, including the utilization of PGx results over time. PCPs and patients had favorable responses to testing. Summary: PGx testing is feasible in rural PCP practices.
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Affiliation(s)
- Lynn G Dressler
- Mission Health Personalized Medicine & Pharmacogenomics Program; currently Independent Consultant, LGDconsulting 512, Fairview, NC 28730, USA
| | - Gillian C Bell
- Mission Health Personalized Medicine & Pharmacogenomics Program, Asheville, NC 28801, USA
| | - Pearl M Abernathy
- Mission Health Personalized Medicine & Pharmacogenomics Program, Asheville, NC 28801, USA
| | - Karl Ruch
- Mission Health Personalized Medicine & Pharmacogenomics Program; currently OneOME, Minneapolis, MN,55405, USA
| | - Sheri Denslow
- Mission Health, Mission Research Institute, Asheville, NC 28801, USA
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16
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International survey of patients undergoing percutaneous coronary intervention and their attitudes toward pharmacogenetic testing. Pharmacogenet Genomics 2019; 29:76-83. [PMID: 30724853 DOI: 10.1097/fpc.0000000000000368] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Abstract
OBJECTIVE To evaluate perceptions toward pharmacogenetic testing of patients undergoing percutaneous coronary intervention (PCI) who are prescribed dual antiplatelet therapy (DAPT) and whether geographical differences in these perceptions exist. PARTICIPANTS AND METHODS TAILOR-PCI is the largest genotype-based cardiovascular clinical trial randomizing participants to conventional DAPT or prospective genotyping-guided DAPT. Enrolled patients completed surveys before and 6 months after randomization. RESULTS A total of 1327 patients completed baseline surveys of whom 28, 29, and 43% were from Korea, Canada and the USA, respectively. Most patients (77%) valued identifying pharmacogenetic variants; however, fewer Koreans (44%) as compared with Canadians (91%) and USA (89%) patients identified pharmacogenetics as being important (P<0.001). After adjusting for age, sex, and country, those who were confident in their ability to understand genetic information were significantly more likely to value identifying pharmacogenetic variants (odds ratio: 30.0; 95% confidence interval: 20.5-43.8). Only 21% of Koreans, as opposed to 86 and 77% of patients in Canada and USA, respectively, were confident in their ability to understand genetic information (P<0.001). CONCLUSION Although genetically mediated clopidogrel resistance is more prevalent amongst Asians, Koreans undergoing PCI identified pharmacogenetic variants as less important to their healthcare, likely related to their lack of confidence in their ability to understand genetic information. To enable successful implementation of pharmacogenetic testing on a global scale, the possibility of international population differences in perceptions should be considered.
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17
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Borden BA, Lee SM, Danahey K, Galecki P, Patrick-Miller L, Siegler M, Sorrentino MJ, Sacro Y, Davis AM, Rubin DT, Lipstreuer K, Polonsky TS, Nanda R, Harper WR, Koyner JL, Burnet DL, Stadler WM, Kavitt RT, Meltzer DO, Ratain MJ, O'Donnell PH. Patient-provider communications about pharmacogenomic results increase patient recall of medication changes. THE PHARMACOGENOMICS JOURNAL 2019; 19:528-537. [PMID: 30713337 PMCID: PMC6980369 DOI: 10.1038/s41397-019-0076-2] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/26/2018] [Revised: 10/12/2018] [Accepted: 12/21/2018] [Indexed: 01/21/2023]
Abstract
Effective doctor-patient communication is critical for disease management, especially when considering genetic information. We studied patient-provider communications after implementing a point-of-care pharmacogenomic results delivery system to understand whether pharmacogenomic results are discussed and whether medication recall is impacted. Outpatients undergoing preemptive pharmacogenomic testing (cases), non-genotyped controls, and study providers were surveyed from October 2012-May 2017. Patient responses were compared between visits where pharmacogenomic results guided prescribing versus visits where pharmacogenomics did not guide prescribing. Provider knowledge of pharmacogenomics, before and during study participation, was also analyzed. Both providers and case patients frequently reported discussions of genetic results after visits where pharmacogenomic information guided prescribing. Importantly, medication changes from visits where pharmacogenomics influenced prescribing were more often recalled than non-pharmacogenomic guided medication changes (OR=3.3 [1.6–6.7], p=0.001). Case patients who had separate visits where pharmacogenomics did and did not respectively influence prescribing more often remembered medication changes from visits where genomic-based guidance was used (OR=3.4 [1.2–9.3], p=0.02). Providers also displayed dramatic increases in personal genomic understanding through program participation (94% felt at least somewhat informed about pharmacogenomics post-participation, compared to 61% at baseline, p=0.04). Using genomic information during prescribing increases patient-provider communications, patient medication recall, and provider understanding of genomics, important ancillary benefits to clinical use of pharmacogenomics.
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Affiliation(s)
- Brittany A Borden
- Center for Personalized Therapeutics, The University of Chicago, Chicago, IL, USA
| | - Sang Mee Lee
- Department of Health Sciences, The University of Chicago, Chicago, IL, USA
| | - Keith Danahey
- Center for Personalized Therapeutics, The University of Chicago, Chicago, IL, USA.,Center for Research Informatics, The University of Chicago, Chicago, IL, USA
| | - Paige Galecki
- Center for Personalized Therapeutics, The University of Chicago, Chicago, IL, USA
| | | | - Mark Siegler
- Center for Personalized Therapeutics, The University of Chicago, Chicago, IL, USA.,Department of Medicine, The University of Chicago, Chicago, IL, USA.,MacLean Center for Clinical Medical Ethics, The University of Chicago, Chicago, IL, USA.,Committee on Clinical Pharmacology and Pharmacogenomics, The University of Chicago, Chicago, IL, USA
| | - Matthew J Sorrentino
- Center for Personalized Therapeutics, The University of Chicago, Chicago, IL, USA.,Department of Medicine, The University of Chicago, Chicago, IL, USA
| | - Yasmin Sacro
- Center for Personalized Therapeutics, The University of Chicago, Chicago, IL, USA.,Department of Medicine, The University of Chicago, Chicago, IL, USA.,University of Colorado/Denver Health, Denver, CO, USA
| | - Andrew M Davis
- Center for Personalized Therapeutics, The University of Chicago, Chicago, IL, USA.,Department of Medicine, The University of Chicago, Chicago, IL, USA
| | - David T Rubin
- Center for Personalized Therapeutics, The University of Chicago, Chicago, IL, USA.,Department of Medicine, The University of Chicago, Chicago, IL, USA
| | - Kristen Lipstreuer
- Center for Personalized Therapeutics, The University of Chicago, Chicago, IL, USA.,Department of Medicine, The University of Chicago, Chicago, IL, USA
| | - Tamar S Polonsky
- Center for Personalized Therapeutics, The University of Chicago, Chicago, IL, USA.,Department of Medicine, The University of Chicago, Chicago, IL, USA
| | - Rita Nanda
- Center for Personalized Therapeutics, The University of Chicago, Chicago, IL, USA.,Department of Medicine, The University of Chicago, Chicago, IL, USA
| | - William R Harper
- Center for Personalized Therapeutics, The University of Chicago, Chicago, IL, USA.,Department of Medicine, The University of Chicago, Chicago, IL, USA.,Northwestern University, Chicago, IL, USA
| | - Jay L Koyner
- Center for Personalized Therapeutics, The University of Chicago, Chicago, IL, USA.,Department of Medicine, The University of Chicago, Chicago, IL, USA
| | - Deborah L Burnet
- Center for Personalized Therapeutics, The University of Chicago, Chicago, IL, USA.,Department of Medicine, The University of Chicago, Chicago, IL, USA
| | - Walter M Stadler
- Center for Personalized Therapeutics, The University of Chicago, Chicago, IL, USA.,Department of Medicine, The University of Chicago, Chicago, IL, USA
| | - Robert T Kavitt
- Center for Personalized Therapeutics, The University of Chicago, Chicago, IL, USA.,Department of Medicine, The University of Chicago, Chicago, IL, USA
| | - David O Meltzer
- Department of Medicine, The University of Chicago, Chicago, IL, USA.,The Center for Health and the Social Sciences, The University of Chicago, Chicago, IL, USA
| | - Mark J Ratain
- Center for Personalized Therapeutics, The University of Chicago, Chicago, IL, USA.,Department of Medicine, The University of Chicago, Chicago, IL, USA.,Committee on Clinical Pharmacology and Pharmacogenomics, The University of Chicago, Chicago, IL, USA
| | - Peter H O'Donnell
- Center for Personalized Therapeutics, The University of Chicago, Chicago, IL, USA. .,Department of Medicine, The University of Chicago, Chicago, IL, USA. .,Committee on Clinical Pharmacology and Pharmacogenomics, The University of Chicago, Chicago, IL, USA.
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18
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Assessment of provider-perceived barriers to clinical use of pharmacogenomics during participation in an institutional implementation study. Pharmacogenet Genomics 2019; 29:31-38. [DOI: 10.1097/fpc.0000000000000362] [Citation(s) in RCA: 20] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
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19
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Towards the integration of pharmacogenetics in psychiatry: a minimum, evidence-based genetic testing panel. Curr Opin Psychiatry 2019; 32:7-15. [PMID: 30299306 DOI: 10.1097/yco.0000000000000465] [Citation(s) in RCA: 53] [Impact Index Per Article: 8.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
PURPOSE OF REVIEW The implementation of pharmacogenetic testing in psychiatry is underway but is not yet standard protocol. Barriers to pharmacogenetics becoming standard practice are the lack of translation of evidence-based recommendations and standardization of genetic testing panels. As for the latter, there are currently no regulatory standards related to the gene and allele content of testing panels used to derive medication selection and dosing advice. To address these barriers, we summarize the current gene-drug interaction knowledgebase and proposed a minimum gene and allele set for pharmacogenetic testing in psychiatry. RECENT FINDINGS The Pharmacogenomics Knowledgebase has cataloged 448 gene-drug interactions relevant to psychiatry based on the current scientific literature, drug labels, and pharmacogenetic-based implementation guidelines. A majority of these interactions involved two cytochrome P450 enzymes (CYP2D6 and CYP2C19) and antidepressant medications, however, CYP2C9, HLA-A, and HLA-B are relevant to mood stabilizers/anticonvulsants. SUMMARY On the basis of evidence base, we proposed a minimum gene and allele set for pharmacogenetic testing in psychiatry that includes 16 variant alleles within five genes (CYP2C9, CYP2C19, CYP2D6, HLA-A, HLA-B). The intent is to assist clinicians in judging the gene and allele content of pharmacogenetic tests and to facilitate pharmacogenetic testing as a standard protocol and companion tool for psychotropic medication selection and dosing.
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20
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Bousman CA, Arandjelovic K, Mancuso SG, Eyre HA, Dunlop BW. Pharmacogenetic tests and depressive symptom remission: a meta-analysis of randomized controlled trials. Pharmacogenomics 2019; 20:37-47. [DOI: 10.2217/pgs-2018-0142] [Citation(s) in RCA: 93] [Impact Index Per Article: 15.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/28/2022] Open
Abstract
Aim: To conducted a systematic review and meta-analysis of prospective, randomized controlled trials (RCTs) that examined pharmacogenetic-guided decision support tools (DSTs) relevant to depressive symptom remission in major depressive disorder (MDD). Patients & methods: Random-effects meta-analysis was performed on RCTs that examined the effect of DSTs on remission rates in MDD. RCT quality was assessed using the Cochrane Collaboration Criteria. Results & conclusion: A total of 1737 eligible subjects from five RCTs were examined. Individuals receiving pharmacogenetic-guided DST therapy (n = 887) were 1.71 (95% CI: 1.17–2.48; p = 0.005) times more likely to achieve symptom remission relative to individuals who received treatment as usual (n = 850). Pharmacogenetic-guided DSTs might improve symptom remission among those with MDD.
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Affiliation(s)
- Chad A Bousman
- Departments of Medical Genetics, Psychiatry, & Physiology & Pharmacology, University of Calgary, Calgary, Alberta T2N 4N1, Canada
- Alberta Children's Hospital Research Institute, Calgary, Alberta T2N 1N4, Canada
- Hotchkiss Brain Institute, University of Calgary, Calgary, Alberta T2N 4N1, Canada
| | - Katarina Arandjelovic
- IMPACT SRC, School of Medicine, Deakin University, Geelong, Victoria, 3220, Australia
| | - Serafino G Mancuso
- Department of Psychiatry, University of Melbourne, Melbourne, Victoria, 3220, Australia
| | - Harris A Eyre
- IMPACT SRC, School of Medicine, Deakin University, Geelong, Victoria, 3220, Australia
- Department of Psychiatry, University of Melbourne, Melbourne, Victoria, 3220, Australia
- Innovation Institute, Texas Medical Center, Houston, TX 77030, USA
- CNSDose LLC, Westlake Village, CA 91359, USA
| | - Boadie W Dunlop
- Department of Psychiatry & Behavioral Sciences, Emory University School of Medicine, Atlanta, GA 30322, USA
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21
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Lemke AA, Hulick PJ, Wake DT, Wang C, Sereika AW, Yu KD, Glaser NS, Dunnenberger HM. Patient perspectives following pharmacogenomics results disclosure in an integrated health system. Pharmacogenomics 2018; 19:321-331. [DOI: 10.2217/pgs-2017-0191] [Citation(s) in RCA: 31] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/30/2022] Open
Abstract
Aim: To assess patient perceptions and utilization of pharmacogenomics (PGx) testing in an integrated community health system. Methods: Fifty-seven patients completed an online survey assessing their experiences with PGx testing offered through two methods: a designated PGx clinic or direct access in-home testing. Results: The majority of participants perceived PGx testing as helpful in their healthcare and reported understanding their results. Some had concerns about privacy and discrimination; most lacked familiarity with the Genetic Information Nondiscrimination Act. There were no significant differences in views between participants tested through either model. Conclusion: Participants reported value in both methods of PGx testing. Patient experiences, understanding and result utilization will play an important role in informing future development and implementation of PGx programs.
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Affiliation(s)
- Amy A Lemke
- Center for Personalized Medicine, NorthShore University HealthSystem, 1001 University Place, Suite 160, Evanston, IL 60201, USA
| | - Peter J Hulick
- Center for Personalized Medicine, NorthShore University HealthSystem, 1001 University Place, Suite 160, Evanston, IL 60201, USA
| | - Dyson T Wake
- Center for Personalized Medicine, NorthShore University HealthSystem, 1001 University Place, Suite 160, Evanston, IL 60201, USA
| | - Chi Wang
- Biostatistics & Research Informatics, NorthShore University HealthSystem, 1001 University Place, Suite 146, Evanston, IL 60201, USA
| | - Annette W Sereika
- Center for Personalized Medicine, NorthShore University HealthSystem, 1001 University Place, Suite 160, Evanston, IL 60201, USA
| | - Kristen Dilzell Yu
- Center for Personalized Medicine, NorthShore University HealthSystem, 1001 University Place, Suite 160, Evanston, IL 60201, USA
| | - Nicole S Glaser
- Center for Personalized Medicine, NorthShore University HealthSystem, 1001 University Place, Suite 160, Evanston, IL 60201, USA
| | - Henry M Dunnenberger
- Center for Personalized Medicine, NorthShore University HealthSystem, 1001 University Place, Suite 160, Evanston, IL 60201, USA
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22
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Abbott R, Chang DD, Eyre HA, Bousman CA, Merrill DA, Lavretsky H. Pharmacogenetic Decision Support Tools: A New Paradigm for Late-Life Depression? Am J Geriatr Psychiatry 2018; 26:125-133. [PMID: 29429869 PMCID: PMC5812821 DOI: 10.1016/j.jagp.2017.05.012] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/15/2017] [Revised: 05/13/2017] [Accepted: 05/18/2017] [Indexed: 12/20/2022]
Abstract
Clinicians still employ a "trial-and-error" approach to optimizing treatment regimens for late-life depression (LLD). With LLD affecting a significant and growing segment of the population, and with only about half of older adults responsive to antidepressant therapy, there is an urgent need for a better treatment paradigm. Pharmacogenetic decision support tools (DSTs), which are emerging technologies that aim to provide clinically actionable information based on a patient's genetic profile, offer a promising solution. Dozens of DSTs have entered the market in the past 15 years, but with varying level of empirical evidence to support their value. In this clinical review, we provide a critical analysis of the peer-reviewed literature on DSTs for major depression management. We then discuss clinical considerations for the use of these tools in treating LLD, including issues related to test interpretation, timing, and patient perspectives. In adult populations, newer generation DSTs show promise for the treatment of major depression. However, there are no primary clinical trials in LLD cohorts. Independent and comparative clinical trials are needed.
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Affiliation(s)
- Ryan Abbott
- School of Law, University of Surrey, Guildford, UK; Department of Medicine for Abbott, David Geffen School of Medicine, University of California, Los Angeles, CA, USA.
| | - Donald D Chang
- School of Medicine, Ochsner Clinical School, University of Queensland, Brisbane, Queensland, Australia
| | - Harris A Eyre
- Texas Medical Center Innovation Institute, Houston, TX, USA; Department of Psychiatry, Deakin University, Geelong, Victoria, Australia; Department of Psychiatry, University of Adelaide, Adelaide, South Australia, Australia; Department of Psychiatry, University of Melbourne, Melbourne, Victoria, Australia
| | - Chad A Bousman
- Department of Psychiatry, Melbourne Neuropsychiatry Centre, University of Melbourne, Victoria, Australia
| | - David A Merrill
- Department of Psychiatry, David Geffen School of Medicine, University of California, Los Angeles, CA, USA
| | - Helen Lavretsky
- Department of Psychiatry, David Geffen School of Medicine, University of California, Los Angeles, CA, USA
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23
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Lee YM, McKillip RP, Borden BA, Klammer CE, Ratain MJ, O’Donnell PH. Assessment of patient perceptions of genomic testing to inform pharmacogenomic implementation. Pharmacogenet Genomics 2017; 27:179-189. [PMID: 28267054 PMCID: PMC5478379 DOI: 10.1097/fpc.0000000000000275] [Citation(s) in RCA: 38] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
OBJECTIVE Pharmacogenomics seeks to improve prescribing by reducing drug inefficacy/toxicity. However, views of patients during pharmacogenomic-guided care are largely unknown. We sought to understand the attitudes and perceptions of patients in an institutional implementation project and hypothesized that views would differ on the basis of experience with pharmacogenomic-guided care. METHODS Two focus groups were conducted - one group included patients who had previously been subjected to broad pharmacogenomic genotyping with results available to physicians (pharmacogenomic group), whereas the other had not been offered genotyping (traditional care). Five domains were explored: (i) experiences with medications/side effects, (ii) understanding of pharmacogenomics, (iii) impact of pharmacogenomics on relationships with healthcare professionals, (iv) scenarios involving pharmacogenomic-guided prescribing, and (v) responses to pharmacogenomic education materials. RESULTS Nine pharmacogenomic and 13 traditional care participants were included. Participants in both groups agreed that pharmacogenomics could inform prescribing and help identify problem prescriptions, but expressed concerns over insurance coverage and employment discrimination. Both groups diverged on who should be permitted to access pharmacogenomic results, with some preferring access only for providers with a longstanding relationship, whereas others argued for open access. Notably, traditional care participants showed greater skepticism about how results might be used. Case scenarios and tested educational materials elicited strong desires on the part of patients for physicians to engage participants when considering pharmacogenomic-based prescribing and to utilize shared decision-making. CONCLUSION Participants experiencing pharmacogenomic-guided care were more receptive toward pharmacogenomic information being used than traditional care participants. As key stakeholders in implementation, addressing patients' concerns will be important to successfully facilitate clinical dissemination.
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Affiliation(s)
- Yee Ming Lee
- Center for Personalized Therapeutics, The University of Chicago, Chicago, USA
| | - Ryan P. McKillip
- The University of Chicago Pritzker School of Medicine, Chicago, USA
| | - Brittany A. Borden
- Center for Personalized Therapeutics, The University of Chicago, Chicago, USA
| | | | - Mark J. Ratain
- Center for Personalized Therapeutics, The University of Chicago, Chicago, USA
- Committee on Clinical Pharmacology and Pharmacogenomics, The University of Chicago, Chicago, USA
- Department of Medicine, The University of Chicago, Chicago, USA
| | - Peter H. O’Donnell
- Center for Personalized Therapeutics, The University of Chicago, Chicago, USA
- Committee on Clinical Pharmacology and Pharmacogenomics, The University of Chicago, Chicago, USA
- Department of Medicine, The University of Chicago, Chicago, USA
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