RESUMEN
PURPOSE: The Mayo-Baylor RIGHT 10K Study enabled preemptive, sequence-based pharmacogenomics (PGx)-driven drug prescribing practices in routine clinical care within a large cohort. We also generated the tools and resources necessary for clinical PGx implementation and identified challenges that need to be overcome. Furthermore, we measured the frequency of both common genetic variation for which clinical guidelines already exist and rare variation that could be detected by DNA sequencing, rather than genotyping. METHODS: Targeted oligonucleotide-capture sequencing of 77 pharmacogenes was performed using DNA from 10,077 consented Mayo Clinic Biobank volunteers. The resulting predicted drug response-related phenotypes for 13 genes, including CYP2D6 and HLA, affecting 21 drug-gene pairs, were deposited preemptively in the Mayo electronic health record. RESULTS: For the 13 pharmacogenes of interest, the genomes of 79% of participants carried clinically actionable variants in 3 or more genes, and DNA sequencing identified an average of 3.3 additional conservatively predicted deleterious variants that would not have been evident using genotyping. CONCLUSION: Implementation of preemptive rather than reactive and sequence-based rather than genotype-based PGx prescribing revealed nearly universal patient applicability and required integrated institution-wide resources to fully realize individualized drug therapy and to show more efficient use of health care resources.
Asunto(s)
Citocromo P-450 CYP2D6 , Farmacogenética , Centros Médicos Académicos , Secuencia de Bases , Citocromo P-450 CYP2D6/genética , Genotipo , Humanos , Farmacogenética/métodosRESUMEN
PURPOSE: To examine predictors of understanding preemptive CYP2D6 pharmacogenomics test results and to identify key features required to improve future educational efforts of preemptive pharmacogenomics testing. METHODS: One thousand ten participants were surveyed after receiving preemptive CYP2D6 pharmacogenomics test results. RESULTS: Eighty-six percent (n = 869) of patients responded. Of the responders, 98% were white and 55% were female; 57% had 4 years or more of post-secondary education and an average age of 58.9 ± 5.5 years. Twenty-six percent said that they only somewhat understood their results and 7% reported they did not understand them at all. Only education predicted understanding. The most common suggestion for improvement was the use of layperson's terms when reporting results. In addition, responders suggested that results should be personalized by referring to medications that they were currently using. Of those reporting imperfect drug adherence, most (91%) reported they would be more likely to use medication as prescribed if pharmacogenomic information was used to help select the drug or dose. CONCLUSION: Despite great efforts to simplify pharmacogenomic results (or because of them), approximately one-third of responders did not understand their results. Future efforts need to provide more examples and tailor results to the individual. Incorporation of pharmacogenomics is likely to improve medication adherence.Genet Med advance online publication 05 January 2017.
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Educación del Paciente como Asunto/métodos , Farmacogenética/educación , Adulto , Anciano , Comprensión , Citocromo P-450 CYP2D6/farmacología , Femenino , Predicción/métodos , Pruebas Genéticas , Humanos , Masculino , Persona de Mediana Edad , Pacientes , Percepción , Farmacogenética/métodos , Medicina de Precisión/métodos , Encuestas y CuestionariosRESUMEN
PURPOSE: Despite potential clinical benefits, implementation of pharmacogenomics (PGx) faces many technical and clinical challenges. These challenges can be overcome with a comprehensive and systematic implementation model. METHODS: The development and implementation of PGx were organized into eight interdependent components addressing resources, governance, clinical practice, education, testing, knowledge translation, clinical decision support (CDS), and maintenance. Several aspects of implementation were assessed, including adherence to the model, production of PGx-CDS interventions, and access to educational resources. RESULTS: Between August 2012 and June 2015, 21 specific drug-gene interactions were reviewed and 18 of them were implemented in the electronic medical record as PGx-CDS interventions. There was complete adherence to the model with variable production time (98-392 days) and delay time (0-148 days). The implementation impacted approximately 1,247 unique providers and 3,788 unique patients. A total of 11 educational resources complementary to the drug-gene interactions and 5 modules specific for pharmacists were developed and implemented. CONCLUSION: A comprehensive operational model can support PGx implementation in routine prescribing. Institutions can use this model as a roadmap to support similar efforts. However, we also identified challenges that will require major multidisciplinary and multi-institutional efforts to make PGx a universal reality.Genet Med 19 4, 421-429.
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Prestación Integrada de Atención de Salud/métodos , Sistemas de Atención de Punto , Sistemas de Apoyo a Decisiones Clínicas , Registros Electrónicos de Salud , Humanos , Modelos Teóricos , Farmacogenética/educación , Medicina de PrecisiónRESUMEN
There is increasing recognition that genomic medicine as part of individualized medicine has a defined role in patient care. Rapid advances in technology and decreasing cost combine to bring genomic medicine closer to the clinical practice. There is also growing evidence that genomic-based medicine can advance patient outcomes, tailor therapy and decrease side effects. However the challenges to integrate genomics into the workflow involved in patient care remain vast, stalling assimilation of genomic medicine into mainstream medical practice. In this review we describe the approach taken by one institution to further individualize medicine by offering, executing and interpreting whole exome sequencing on a clinical basis through an enterprise-wide, standalone individualized medicine clinic. We present our experience designing and executing such an individualized medicine clinic, sharing lessons learned and describing early implementation outcomes.
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Instituciones de Atención Ambulatoria/organización & administración , Exoma/genética , Genética Médica/métodos , Secuenciación de Nucleótidos de Alto Rendimiento/métodos , Pautas de la Práctica en Medicina/tendencias , Medicina de Precisión/métodos , Instituciones de Atención Ambulatoria/tendencias , Discusiones Bioéticas , Biología Computacional/métodos , Asesoramiento Genético/métodos , Genética Médica/tendencias , Humanos , Medicina de Precisión/tendenciasRESUMEN
The fields of genetics and genomics have greatly expanded across medicine through the development of new technologies that have revealed genetic contributions to a wide array of traits and diseases. Thus, the development of widely available educational resources for all healthcare providers is essential to ensure the timely and appropriate utilization of genetics and genomics patient care. In 2020, the National Human Genome Research Institute released a call for new proposals to develop accessible, sustainable online education for health providers. This paper describes the efforts of the six teams awarded to reach the goal of providing genetic and genomic training modules that are broadly available for busy clinicians.
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Educación a Distancia , Medicina , Humanos , Medicina Genómica , Genómica/educación , Personal de Salud/educaciónRESUMEN
Aim: To determine if differences in self-reported pharmacogenomics knowledge, skills and perceptions exist between internal medicine residents and attending physicians. Materials & methods: Forty-six internal medicine residents and 54 attending physicians completed surveys. Thirteen participated in focus groups to explore themes emerging from the surveys. Results: Resident physicians reported a greater amount of pharmacogenomics training compared with attending physicians (48 vs 13%, p < 0.00012). No differences were found in self-reported knowledge, skills and perceptions. Conclusion: Both groups expressed pharmacogenomics was relevant to their current clinical practice; they should be able to provide information to patients and use to guide prescribing, but lacked sufficient education to be able to do so effectively. Practical approaches are needed to teach pharmacogenomics concepts and address point of care gaps.
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Medicina Interna/educación , Internado y Residencia , Farmacogenética/educación , Médicos , Actitud del Personal de Salud , Conocimientos, Actitudes y Práctica en Salud , Humanos , Medicina de Precisión , Encuestas y CuestionariosRESUMEN
Aim: Pharmacogenomics (PGx) holds potential to improve patient treatment; yet, effective patient educational materials are limited. Materials & methods: Using a 'think aloud' technique, we sought to understand comprehension and perceptions of a multimedia PGx results packet including a cover letter with QR code to an educational video, brochure and prototype report in the context of PGx case vignettes. Results: The cover letter and video components were viewed less favorably due to excess detail, complex jargon and technology challenges. Recommendations were to enhance comprehension and utility and to customize materials to each patient's medications or disease conditions. Conclusion: Educational materials were revised to improve comprehension and usability, and diminish concerns to better prepare patients to understand the importance of discussing test results with their provider.
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Educación del Paciente como Asunto/métodos , Farmacogenética/tendencias , Pruebas de Farmacogenómica/estadística & datos numéricos , Registros Electrónicos de Salud/organización & administración , Registros Electrónicos de Salud/normas , Conocimientos, Actitudes y Práctica en Salud , Humanos , Multimedia , Educación del Paciente como Asunto/organización & administración , Educación del Paciente como Asunto/tendencias , Proyectos Piloto , Encuestas y Cuestionarios , Materiales de EnseñanzaRESUMEN
A number of barriers exist for adoption of pharmacogenomics into practice. Physicians, pharmacists, and nurses report limited knowledge about pharmacogenomics and its use in patient care. Lack of pharmacogenomics education curricula as part of professional schools or postgraduate training programs has been reported as a potential cause. Understanding pharmacogenomics is further complicated by a complex and nonstandard lexicon, limited medication guidelines, rapidly changing evidence, and insufficient awareness of test availability and utility.
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Farmacogenética/educación , Curriculum , Educación en Farmacia/métodos , Conocimientos, Actitudes y Práctica en Salud , Humanos , Atención al Paciente/métodos , Farmacéuticos , Médicos , Rol ProfesionalRESUMEN
Ten organizations within the Electronic Medical Records and Genomics Network developed programs to implement pharmacogenomic sequencing and clinical decision support into clinical settings. Recognizing the importance of informed prescribers, a variety of strategies were used to incorporate provider education to support implementation. Education experiences with pharmacogenomics are described within the context of each organization's prior involvement, including the scope and scale of implementation specific to their Electronic Medical Records and Genomics projects. We describe common and distinct education strategies, provide exemplars and share challenges. Lessons learned inform future perspectives. Future pharmacogenomics clinical implementation initiatives need to include funding toward implementing provider education and evaluating outcomes.
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Sistemas de Apoyo a Decisiones Clínicas/organización & administración , Registros Electrónicos de Salud/organización & administración , Personal de Salud/educación , Farmacogenética/educación , Medicina de Precisión/métodos , Sistemas de Apoyo a Decisiones Clínicas/normas , Registros Electrónicos de Salud/normas , Medicina de Precisión/normas , Estados UnidosRESUMEN
Antidepressants are commonly prescribed medications in the United States, and there is increasing interest in individualizing treatment selection for more than 20 US Food and Drug Administration-approved treatments for major depressive disorder. Providing greater precision to pharmacotherapeutic recommendations for individual patients beyond the large-scale clinical trials evidence base can potentially reduce adverse effect toxicity profiles and increase response rates and overall effectiveness. It is increasingly recognized that genetic variation may contribute to this differential risk to benefit ratio and thus provides a unique opportunity to develop pharmacogenetic guidelines for psychiatry. Key studies and concepts that review the rationale for cytochrome P450 2D6 (CYP2D6) and cytochrome P450 2C19 (CYP2C19) genetic testing can be delineated by serum levels, adverse events, and clinical outcome measures (eg, antidepressant response). In this article, we report the evidence that contributed to the implementation of pharmacokinetic pharmacogenetic guidelines for antidepressants primarily metabolized by CYP2D6 and CYP2C19.
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Antidepresivos de Segunda Generación/farmacocinética , Citocromo P-450 CYP2D6/genética , Inhibidores Enzimáticos del Citocromo P-450/farmacocinética , Trastorno Depresivo Mayor/tratamiento farmacológico , Farmacogenética/normas , Medicina de Precisión/normas , Antidepresivos de Segunda Generación/efectos adversos , Antidepresivos de Segunda Generación/uso terapéutico , Inhibidores Enzimáticos del Citocromo P-450/efectos adversos , Inhibidores Enzimáticos del Citocromo P-450/uso terapéutico , Trastorno Depresivo Mayor/genética , Fluoxetina/efectos adversos , Fluoxetina/farmacocinética , Fluoxetina/uso terapéutico , Humanos , Paroxetina/efectos adversos , Paroxetina/farmacocinética , Paroxetina/uso terapéutico , Farmacogenética/métodos , Guías de Práctica Clínica como Asunto , Medicina de Precisión/métodos , Medicamentos bajo Prescripción/normas , Clorhidrato de Venlafaxina/efectos adversos , Clorhidrato de Venlafaxina/farmacocinética , Clorhidrato de Venlafaxina/uso terapéuticoRESUMEN
BACKGROUND: Limited information is available regarding primary care clinicians' response to pharmacogenomic clinical decision support (PGx-CDS) alerts integrated in the electronic health record. METHODS: In February 2015, 159 clinicians in the Mayo Clinic primary care practice were sent e-mail surveys to understand their perspectives on the implementation and use of pharmacogenomic testing in their clinical practice. Surveys assessed how the clinicians felt about pharmacogenomics and whether they thought electronic PGx-CDS alerts were useful. Information was abstracted on the number of CDS alerts the clinicians received between October 2013 and the date their survey was returned. CDS alerts were grouped into 2 categories: the alert recommended caution using the prescription, or the alert recommended an alternate prescription. Finally, data were abstracted regarding whether the clinician changed their prescription in response to the alert recommendation. RESULTS: The survey response rate was 57% (n = 90). Overall, 52% of the clinicians did not expect to use or did not know whether they would use pharmacogenomic information in their future prescribing practices. Additionally, 53% of the clinicians felt that the alerts were confusing, irritating, frustrating, or that it was difficult to find additional information. Finally, only 30% of the clinicians that received a CDS alert changed their prescription to an alternative medication. CONCLUSIONS: Our results suggest a lack of clinician comfort with integration of pharmacogenomic data into primary care. Further efforts to refine PGx-CDS alerts to make them as useful and user-friendly as possible are needed to improve clinician satisfaction with these new tools.
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Actitud del Personal de Salud , Sistemas de Apoyo a Decisiones Clínicas , Registros Electrónicos de Salud , Pruebas Genéticas , Farmacogenética , Médicos de Atención Primaria , Humanos , Variantes Farmacogenómicas , Encuestas y CuestionariosRESUMEN
OBJECTIVES: To understand opinions and perceptions on the state of information resources specifically targeted to genomics, and approaches to delivery in clinical practice. METHODS: We conducted a survey of genomic content use and its clinical delivery from representatives across eight institutions in the electronic Medical Records and Genomics (eMERGE) network and two institutions in the Clinical Sequencing Exploratory Research (CSER) consortium in 2014. RESULTS: Eleven responses representing distinct projects across ten sites showed heterogeneity in how content is being delivered, with provider-facing content primarily delivered via the electronic health record (EHR) (n=10), and paper/pamphlets as the leading mode for patient-facing content (n=9). There was general agreement (91%) that new content is needed for patients and providers specific to genomics, and that while aspects of this content could be shared across institutions there remain site-specific needs (73% in agreement). CONCLUSION: This work identifies a need for the improved access to and expansion of information resources to support genomic medicine, and opportunities for content developers and EHR vendors to partner with institutions to develop needed resources, and streamline their use - such as a central content site in multiple modalities while implementing approaches to allow for site-specific customization.
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Registros Electrónicos de Salud , Genómica , Humanos , Análisis de SecuenciaRESUMEN
AIM: To assess impact and value of using clinical decision support (CDS) to drive providers toward online pharmacogenomics education. MATERIALS & METHODS: CDS was used to target prescribers of codeine/tramadol, send an educational email, display alert/inbox and provide links to an online resource. Providers were surveyed to assess impact. RESULTS: Of the methods used to target providers, educational email was more effective (7.2%). Survey response rate was 29.2% (n = 528/1817). Of respondents, 57.4% reported opening the email and 27.1% accessed the online resource. Of those accessing the resource, 89% found it useful and learned something new about pharmacogenomics. CONCLUSION: The impact of using CDS to target pharmacogenomics education was limited. However, providers accessing the online resource found it useful and educational.
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Sistemas de Apoyo a Decisiones Clínicas , Farmacogenética/educación , Analgésicos Opioides/uso terapéutico , Codeína/uso terapéutico , Citocromo P-450 CYP2D6/genética , Combinación de Medicamentos , Evaluación Educacional , Correo Electrónico , Humanos , Difusión de la Información , Internet , Encuestas y Cuestionarios , Tramadol/uso terapéuticoAsunto(s)
Protocolos Clínicos , Genómica , Farmacogenética , Estudios de Cohortes , Femenino , Humanos , Masculino , Medicina de PrecisiónRESUMEN
OBJECTIVE: To report the design and implementation of the Right Drug, Right Dose, Right Time-Using Genomic Data to Individualize Treatment protocol that was developed to test the concept that prescribers can deliver genome-guided therapy at the point of care by using preemptive pharmacogenomics (PGx) data and clinical decision support (CDS) integrated into the electronic medical record (EMR). PATIENTS AND METHODS: We used a multivariate prediction model to identify patients with a high risk of initiating statin therapy within 3 years. The model was used to target a study cohort most likely to benefit from preemptive PGx testing among the Mayo Clinic Biobank participants, with a recruitment goal of 1000 patients. We used a Cox proportional hazards model with variables selected through the Lasso shrinkage method. An operational CDS model was adapted to implement PGx rules within the EMR. RESULTS: The prediction model included age, sex, race, and 6 chronic diseases categorized by the Clinical Classifications Software for International Classification of Diseases, Ninth Revision codes (dyslipidemia, diabetes, peripheral atherosclerosis, disease of the blood-forming organs, coronary atherosclerosis and other heart diseases, and hypertension). Of the 2000 Biobank participants invited, 1013 (51%) provided blood samples, 256 (13%) declined participation, 555 (28%) did not respond, and 176 (9%) consented but did not provide a blood sample within the recruitment window (October 4, 2012, through March 20, 2013). Preemptive PGx testing included CYP2D6 genotyping and targeted sequencing of 84 PGx genes. Synchronous real-time CDS was integrated into the EMR and flagged potential patient-specific drug-gene interactions and provided therapeutic guidance. CONCLUSION: This translational project provides an opportunity to begin to evaluate the impact of preemptive sequencing and EMR-driven genome-guided therapy. These interventions will improve understanding and implementation of genomic data in clinical practice.