Findings from pharmacogenomics (PGx) studies have the potential to be applied to individualize drug therapy to improve efficacy and reduce adverse drug events. Researchers have identified factors influencing uptake of genomics in medicine, but little is known about the specific technical barriers to incorporating PGx into existing clinical frameworks. We present the design and development of a prototype PGx clinical decision support (CDS) system that builds on existing clinical infrastructure and incorporates semi-active and active CDS. Informing this work, we updated previous evaluations of PGx knowledge characteristics, and of how the CDS capabilities of three local clinical systems align with data and functional requirements for PGx CDS. We summarize characteristics of PGx knowledge and technical needs for implementing PGx CDS within existing clinical frameworks. PGx decision support rules derived from FDA drug labels primarily involve drug metabolizing genes, vary in maturity, and the majority support the post-analytic phase of genetic testing. Computerized provider order entry capabilities are key functional requirements for PGx CDS and were best supported by one of the three systems we evaluated. We identified two technical needs when building on this system, the need for (1) new or existing standards for data exchange to connect clinical data to PGx knowledge, and (2) a method for implementing semi-active CDS. Our analyses enhance our understanding of principles for designing and implementing CDS for drug therapy individualization and our current understanding of PGx characteristics in a clinical context. Characteristics of PGx knowledge and capabilities of current clinical systems can help govern decisions about CDS implementation, and can help guide decisions made by groups that develop and maintain knowledge resources such that delivery of content for clinical care is supported.
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http://dx.doi.org/10.3390/jpm2040241 | DOI Listing |
J Community Genet
November 2024
Department of Biochemistry, Faculty of Medicine, Wayamaba University of Sri Lanka, Kuliyapitiya, Sri Lanka.
Pharmacogenomics J
November 2024
Knowledge Translation Program, Li Ka Shing Knowledge Institute, Unity Health Toronto, 209 Victoria Street, Toronto, M5B 1T8, ON, Canada.
Pharmacogenetic (PGx) testing can enhance drug safety, improve efficacy, and reduce the risk of toxicity. However, the implementation of PGx testing in Canadian pediatric oncology centers has been limited. To address this gap, the aim of this study was to assess the barriers and facilitators to implementing PGx testing for three oncology drugs in eight Canadian pediatric oncology centers and identify strategies that could be used to support PGx testing implementation.
View Article and Find Full Text PDFPharmacogenomics
December 2024
Department of Medicine, Division of General Internal Medicine, Duke University School of Medicine, Durham, NC, USA.
Artificial Intelligence (AI) and Machine Learning (ML) are revolutionizing various scientific and clinical disciplines including pharmacogenomics (PGx) by enabling the analysis of complex datasets and the development of predictive models. The integration of AI and ML with PGx has the potential to provide more precise, data-driven insights into new drug targets, drug efficacy, drug selection, and risk of adverse events. While significant effort to develop and validate these tools remain, ongoing advancements in AI technologies, coupled with improvements in data quality and depth is anticipated to drive the transition of these tools into clinical practice and delivery of individualized treatments and improved patient outcomes.
View Article and Find Full Text PDFJ Pers Med
September 2024
School of Pharmacy & Medical Sciences, University of Bradford, Bradford BD7 1DP, UK.
Pharmacogenomic (PGx) testing can help personalise psychiatric prescribing and improve on the currently adopted trial-and-error prescribing approach. However, widespread implementation is yet to occur. Understanding factors influencing implementation is pertinent to the psychiatric PGx field.
View Article and Find Full Text PDFPharmacogenomics
October 2024
Department of Biochemistry, Faculty of Pharmacy, Alexandria University, Alexandria, 21500, Egypt.
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