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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.
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Citocromo P-450 CYP2D6 , Farmacogenética , Centros Médicos Académicos , Secuencia de Bases , Citocromo P-450 CYP2D6/genética , Genotipo , Humanos , Farmacogenética/métodosRESUMEN
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
Many practitioners who have not had pharmacogenomic education are required to apply pharmacogenomics to their practices. Although many aspects of pharmacogenomics are similar to traditional concepts of drug-drug interactions, there are some differences. We searched PubMed with the search terms pharmacogenomics and pharmacogenetics (January 1, 2005, through December 31, 2019) and selected articles that supported the application of pharmacogenomics to practice. For inclusion, we gave preference to national and international consortium guidelines for implementation of pharmacogenomics. We discuss special considerations important in the application of pharmacogenomics to assist clinicians with ordering, interpreting, and applying pharmacogenomics in their practices.
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Farmacogenética , Médicos Generales , Pruebas Genéticas , Humanos , Farmacogenética/métodosRESUMEN
Several healthcare organizations across Minnesota have developed formal pharmacogenomic (PGx) clinical programs to increase drug safety and effectiveness. Healthcare professional and student education is strong and there are multiple opportunities in the state for learners to gain workforce skills and develop advanced competency in PGx. Implementation planning is occurring at several organizations and others have incorporated structured utilization of PGx into routine workflows. Laboratory-based and translational PGx research in Minnesota has driven important discoveries in several therapeutic areas. This article reviews the state of PGx activities in Minnesota including educational programs, research, national consortia involvement, technology, clinical implementation and utilization and reimbursement, and outlines the challenges and opportunities in equitable implementation of these advances.
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Investigación Biomédica/educación , Educación de Postgrado en Farmacia , Personal de Salud/educación , Farmacogenética/educación , Pruebas de Farmacogenómica , Investigación Biomédica/tendencias , Educación de Postgrado en Farmacia/tendencias , Personal de Salud/tendencias , Humanos , Minnesota , Farmacogenética/tendencias , Pruebas de Farmacogenómica/tendenciasRESUMEN
In this Perspective, the authors discuss the state of pharmacogenomics testing addressing a number of advances, challenges and barriers, including legal ramifications, changes to the regulatory landscape, coverage of testing and the implications of direct-to-consumer genetic testing on the provision of care to patients. Patient attitudes toward pharmacogenomics testing and associated costs will play an increasingly important role in test acquisition and subsequent utilization in a clinical setting. Additional key steps needed include: further research trials demonstrating clinical utility and cost-effectiveness of pharmacogenetic testing, evidence review to better integrate genomic information into clinical practice guidelines in target therapeutic areas to help providers identify patients that may benefit from pharmacogenetic testing and engagement with payers to create a path to reimbursement for pharmacogenetic tests that currently have sufficient evidence of clinical utility. Increased adoption of testing by payers and improved reimbursement practices will be needed to overcome barriers, especially as the healthcare landscape continues to shift toward a system of value-based care.
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Pruebas Dirigidas al Consumidor/economía , Pruebas Dirigidas al Consumidor/legislación & jurisprudencia , Pruebas de Farmacogenómica/economía , Pruebas de Farmacogenómica/legislación & jurisprudencia , Medicina de Precisión/economía , Análisis Costo-Beneficio/economía , Análisis Costo-Beneficio/legislación & jurisprudencia , Etiquetado de Medicamentos/economía , Etiquetado de Medicamentos/legislación & jurisprudencia , Humanos , Mala Praxis/economía , Mala Praxis/legislación & jurisprudenciaRESUMEN
Pharmacogenomics test coverage and reimbursement are major obstacles to clinical uptake. Several early adopter programs have been successfully initiated through dedicated investments by federal and institutional research funding. As a result of research endeavors, evidence has grown sufficiently to support development of pharmacogenomics guidelines. However, clinical uptake is still limited. Third-party payer support plays an important role in increasing adoption, which to date has been limited to reactive single-gene testing. Access to and interest in direct-to-consumer genetic testing are driving demand for increasing healthcare providers and third-party awareness of this burgeoning field. Pharmacogenomics implementation models developed by early adopters promise to expand patient access and options, as testing continues to increase due to growing consumer interest and falling test prices.
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Planificación en Salud Comunitaria/economía , Accesibilidad a los Servicios de Salud/economía , Reembolso de Seguro de Salud/economía , Pruebas de Farmacogenómica/economía , Planificación en Salud Comunitaria/tendencias , Personal de Salud/economía , Personal de Salud/educación , Personal de Salud/tendencias , Accesibilidad a los Servicios de Salud/tendencias , Humanos , Reembolso de Seguro de Salud/tendencias , Asistencia Médica/economía , Asistencia Médica/tendencias , Pruebas de Farmacogenómica/tendencias , Medicina de Precisión/economía , Medicina de Precisión/tendenciasRESUMEN
Pharmacogenomics (PGx) clinical decision support integrated into the electronic health record (EHR) has the potential to provide relevant knowledge to clinicians to enable individualized care. However, past experience implementing PGx clinical decision support into multiple EHR platforms has identified important clinical, procedural, and technical challenges. Commercial EHRs have been widely criticized for the lack of readiness to implement precision medicine. Herein, we share our experiences and lessons learned implementing new EHR functionality charting PGx phenotypes in a unique repository, genomic indicators, instead of using the problem or allergy list. The Gen-Ind has additional features including a brief description of the clinical impact, a hyperlink to the original laboratory report, and links to additional educational resources. The automatic generation of genomic indicators from interfaced PGx test results facilitates implementation and long-term maintenance of PGx data in the EHR and can be used as criteria for synchronous and asynchronous CDS.
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Sistemas de Apoyo a Decisiones Clínicas , Registros Electrónicos de Salud , Genómica , Farmacogenética , Medicina de Precisión , Técnicas de Apoyo para la Decisión , Humanos , Medicina de Precisión/métodosRESUMEN
Pharmacogenomics (PGx) is often promoted as the domain of precision medicine with the greatest potential to readily impact everyday healthcare. Rapid advances in PGx knowledge derived from extensive basic and clinical research along with decreasing costs of laboratory testing have led to an increased interest in PGx and expectations of imminent clinical translation with substantial clinical impact. However, the implementation of PGx into clinical workflows is neither simple nor straightforward, and comprehensive processes and multidisciplinary collaboration are required. Several national and international institutions have pioneered models for implementing clinical PGx, and these initial models have led to a better understanding of unresolved challenges. In this review, we have categorized and explored the most relevant of these challenges to highlight potential gaps and present possible solutions. We describe the ongoing need for basic and clinical research to drive further developments in evidence-based medicine. Integration into daily clinical workflows introduces new challenges requiring innovative solutions; specifically those related to the electronic health record and embedded clinical decision support. We describe advances in PGx testing and result reporting and describe the critical need for increased standardization in these areas across laboratories. We also explore the complexity of the PGx knowledge required for clinical practice and the need for educational strategies to ensure adequate understanding among members of current and future healthcare teams. Finally, we evaluate knowledge obtained from previous implementation efforts and discuss how to best apply these learnings to future projects. Despite these challenges, the future of precision medicine appears promising due to the rapidity of recent advances in the field and current multidisciplinary efforts to effectively translate PGx to everyday clinical practice.
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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
Clinical use of pharmacogenomic (PGx) knowledge at the bedside is new and complex. Our program has implemented multiple PGx-CDS interventions in different clinical settings and in multiple commercial EHRs. Herein, we discuss lessons learned and propose general technical guidelines related to PGx implementation.
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Sistemas de Apoyo a Decisiones Clínicas , Registros Electrónicos de Salud , Farmacogenética , HumanosRESUMEN
OBJECTIVES: AWARE (Ambient Warning and Response Evaluation) is a novel electronic medical record (EMR) dashboard designed by clinicians to support bedside clinical information management in the ICU. AWARE sits on top of pre-existing, comprehensive EMR systems. The purpose of the study was to test the acceptance and impact of AWARE on data management in live clinical ICU settings. The primary outcome measure was observed efficiency of data utilization as determined by time spent in data gathering before morning rounds. DESIGN: Step wedge cluster randomization trial. SETTING: Four ICUs (surgical, medical, and mixed) at an academic referral center. SUBJECTS: All members of the critical care team participating in morning ICU rounds. INTERVENTION: Pilot implementation of a novel EMR interface with direct observation and survey. MEASUREMENTS AND MAIN RESULTS: The study took place between April and July 2012. A total of 80 and 63 direct observations were made in the pre- and post-implementation study periods respectively. The time spent on pre-round data gathering per patient decreased from 12 (10-15) to 9 (7.3-11) min for pre- and post-implementation phases respectively (p=0.03). Compared to the existing EMR, information management (data presentation format, efficiency of data access) was reported to be better after AWARE implementation. AWARE made the task of gathering data for rounds significantly less difficult and mentally demanding. CONCLUSIONS: The introduction of a novel, patient-centered EMR viewer for the ICU was associated with improved efficiency and ease of clinical data management compared to the standard EMR.
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Minería de Datos/métodos , Minería de Datos/estadística & datos numéricos , Registros Electrónicos de Salud/estadística & datos numéricos , Unidades de Cuidados Intensivos/estadística & datos numéricos , Interfaz Usuario-Computador , Carga de Trabajo/estadística & datos numéricos , Análisis por Conglomerados , Femenino , Humanos , Masculino , Uso Significativo/estadística & datos numéricos , Persona de Mediana Edad , New York/epidemiologíaRESUMEN
Adverse events and medical errors (AEs/MEs) are more likely to occur in the intensive care unit (ICU). Information about the incidence and outcomes of such events is conflicting. A systematic review and meta-analysis were conducted to examine the effects of MEs/AEs on mortality and hospital and ICU lengths of stay among ICU patients. Potentially eligible studies were identified from 4 major databases. Of 902 studies screened, 12 met the inclusion criteria, 10 of which are included in the quantitative analysis. Patients with 1 or more MEs/AEs (vs no MEs/AEs) had a nonsignificant increase in mortality (odds ratio = 1.5; 95% confidence interval [CI] = 0.98-2.14) but significantly longer hospital and ICU stays; the mean difference (95% CI) was 8.9 (3.3-14.7) days for hospital stay and 6.8 (0.2-13.4) days for ICU. The ICU environment is associated with a substantial incidence of MEs/AEs, and patients with MEs/AEs have worse outcomes than those with no MEs/AEs.
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Mortalidad Hospitalaria , Unidades de Cuidados Intensivos/estadística & datos numéricos , Tiempo de Internación/estadística & datos numéricos , Errores Médicos/estadística & datos numéricos , Lista de Verificación , Humanos , Incidencia , Seguridad del Paciente , Indicadores de Calidad de la Atención de Salud/estadística & datos numéricosAsunto(s)
Protocolos Clínicos , Genómica , Farmacogenética , Estudios de Cohortes , Femenino , Humanos , Masculino , Medicina de PrecisiónRESUMEN
INTRODUCTION: The World Health Organization sets a standard to maintain patient core temperature greater than 36°C throughout the perioperative period. Normothermia (defined as >36°C) in the Operating Room (OR) is an important factor to preventing complications in patients (MI, infection, coagulopathy). Randomized studies suggests that maintaining at higher temperatures may further reduce complications in surgery (less complications for group at 36.4°C than the control group at 36.0°C) [1,2]. Perioperative normothermia is an important but often unrecognized element during anesthesia. Early recognition of hypothermia would allow for appropriate interventions and prevent complications. METHODOLOGY: Manual validation of the diagnostic performance a clinical tool (alert) that would automatically measure changes in core temperature to identify patients who fail to be in range of normothermia during surgery. RESULTS: The clinical tool (alert) was found to be 97 % sensitive.