Information technologies for clinical pharmacogenetics
Information technologies for clinical pharmacogenetics
Disciplines
Other Human Medicine, Health Sciences (45%); Computer Sciences (55%)
Keywords
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Pharmacogenetics,
Clinical Decision Support Systems,
Description Logics,
Biomedical Ontology,
Personalized Medicine,
Web Technologies
A sizable fraction of patients undergoing drug treatment experiences adverse events or a lack of positive effects. A part of this variability in drug response can be explained by genetic differences between patients, which can strongly influence how medications are metabolized and able to bind to their targets the focus of a discipline called pharmacogenetics. However, it is still unclear how pharmacogenetic data can best be integrated, organized and used in routine medical care. The goal of this project is to investigate how web technologies, ontologies and automated reasoning systems can be employed to solve this problem. The project is organized around three driving research questions: 1) How can pharmacogenetic knowledge about common medications be represented in a standardized, ontology- based format that enables automated processing, consistency checking and reasoning? What insights can be gained when such a representation is created? 2) How can individual pharmacogenetic patient data be made available at the point-of-care where electronic health records are unavailable or cannot contain genetic data? Can 2D barcode technologies be used for providing pharmacogenetic data to medical professionals? 3) How can computational clinical decision support be structured and made available through mobile web devices to help medical doctors and pharmacists interpret pharmacogenetic data at the point-of-care? We will conduct an in-depth analysis of existing research and information technologies for pharmacogenetics. Informed by this analysis and promising preliminary results from our own research, we will develop novel formalisms and prototypes based on ontologies and web technologies. Then, we will evaluate these formalisms and prototypes to gain new insights into the IT aspects of pharmacogenetic data. Finally, we will aim to establish a shared formalism for capturing and integrating pharmacogenetic data and rules. The project will be conducted in cooperation with international partners and the Health Care and Life Science Interest Group of the World Wide Web Consortium (W3C).
A sizable fraction of patients undergoing drug treatment experiences adverse drug events or a lack of positive effects. A part of this variability in drug response can be explained by genetic differences between patients, which can strongly influence how medications are metabolized. Being able to use genetic data in clinical practice - an approach commonly referred to as "pharmacogenomics" - could greatly improve the safety and efficacy of many common pharmaceuticals. In this project funded by the FWF, we investigated how novel information technologies could be harnessed to make pharmacogenomics available to all patients around the world.To address this multi-faceted problem space, the project covered a wide range of research topics: How can we represent medical knowledge in computer systems? How should pharmacogenomics testing be deployed and who would profit most from it? How good are currently available genetic tests at capturing the genetic diversity of patients? How can we ensure that patient data are easily available when they are needed during medical care? And finally, how can we use computers to assist medical professionals in using genetic data in daily medical routine?In the project, we devised a system that uses formalized computer languages, so-called ontologies, to represent pharmacogenomic knowledge, demonstrating how this approach can be used to automatically find errors and contradictions in the underlying medical knowledge, and to draw new inferences. We analysed big data sets (e.g., of 1,5 million anonymous patients from Austria and 73 million anonymous patients from the United States) and found that a large fraction of patients and especially elderly patients could profit from pharmacogenomics testing and computer-based decision support. We also documented that many current pharmacogenomic tests and nomenclature systems might in some cases be inadequate for capturing the genetic diversity found in patient populations.To help realize the promises of pharmacogenomics in daily medical practice, we created and tested the Medication Safety Code (MSC) system, which makes medical data and clinical decision support available through mobile systems. Patients can be given specially designed MSC cards that include personal genetic data as quick-response (QR) code. These QR codes can be scanned to yield personalized decision support in a wide variety of health care settings. User evaluations of the MSC system yielded positive results.The work in this project is further translated into practice through a follow-up research project funded by the European Union, where some of the developed methodologies will be studied in practice as part of multinational clinical trial.
Research Output
- 364 Citations
- 27 Publications
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2013
Title Making data on essential pharmacogenes available for every patient everywhere: the Medicine Safety Code initiative. DOI 10.2217/pgs.13.121 Type Journal Article Author Freimuth Rr Journal Pharmacogenomics Pages 1529-31 -
2016
Title Incidence of Exposure of Patients in the United States to Multiple Drugs for Which Pharmacogenomic Guidelines Are Available DOI 10.1371/journal.pone.0164972 Type Journal Article Author Samwald M Journal PLOS ONE Link Publication -
2016
Title How Many Patients Could Benefit From Pre-emptive Pharmacogenomic Testing and Decision Support? A Retrospective Study Based on Nationwide Austrian Claims Data. Type Journal Article Author Kuch W Journal Studies in health technology and informatics Pages 253-8 -
2015
Title Analyzing the potential for incorrect haplotype calls with different pharmacogenomic assays in different populations: a simulation based on 1000 Genomes data DOI 10.2217/pgs.15.108 Type Journal Article Author Samwald M Journal Pharmacogenomics Pages 1713-1721 Link Publication -
2015
Title Toward a complete dataset of drug–drug interaction information from publicly available sources DOI 10.1016/j.jbi.2015.04.006 Type Journal Article Author Ayvaz S Journal Journal of Biomedical Informatics Pages 206-217 Link Publication -
2015
Title Examining perceptions of the usefulness and usability of a mobile-based system for pharmacogenomics clinical decision support: a mixed methods study DOI 10.7287/peerj.preprints.1530 Type Preprint Author Blagec K Link Publication -
2015
Title Examining perceptions of the usefulness and usability of a mobile-based system for pharmacogenomics clinical decision support: a mixed methods study DOI 10.7287/peerj.preprints.1530v1 Type Preprint Author Blagec K Link Publication -
2015
Title A tool for rapid aggregation of eQTLs in human cells. Type Journal Article Author Hofer S Journal Abstracts of the European Human Genetics Conference 2015 (ESHG 2015), 6-9 June 2015, Glasgow -
2015
Title Utilizing the Wikidata System to Improve the Quality of Medical Content in Wikipedia in Diverse Languages: A Pilot Study DOI 10.2196/jmir.4163 Type Journal Article Author Pfundner A Journal Journal of Medical Internet Research Link Publication -
2017
Title Sharing Clinical Pharmacogenomic Test Results via Mobile Devices. Type Conference Proceeding Abstract Author Freimuth Rr Et Al Conference Proceedings of AMIA 2017 Joint Summits on Translational Medicine 2017, 27-30 March 2017, San Francisco, American Medical Informatics Association, Bethesda -
2017
Title The Importance of Gene-Drug-Drug-Interactions in Pharmacogenomics Decision Support: An Analysis Based on Austrian Claims Data DOI 10.3233/978-1-61499-759-7-121 Type Book Chapter Author Blagec Kathrin Publisher IOS Press -
2017
Title The Importance of Gene-Drug-Drug-Interactions in Pharmacogenomics Decision Support: An Analysis Based on Austrian Claims Data. Type Journal Article Author Blagec K Journal Studies in health technology and informatics Pages 121-127 -
2016
Title Examining perceptions of the usefulness and usability of a mobile-based system for pharmacogenomics clinical decision support: a mixed methods study DOI 10.7717/peerj.1671 Type Journal Article Author Blagec K Journal PeerJ Link Publication -
2014
Title Towards a global IT system for personalized medicine: the Medicine Safety Code initiative. Type Journal Article Author Minarro-Giménez Ja Journal Studies in health technology and informatics Pages 261-5 -
2014
Title Towards a Global IT System for Personalized Medicine: the Medicine Safety Code Initiative DOI 10.3233/978-1-61499-397-1-25 Type Book Chapter Author Samwald Matthias Publisher IOS Press -
2014
Title An Open-Source, Mobile-Friendly Search Engine for Public Medical Knowledge DOI 10.3233/978-1-61499-432-9-358 Type Book Chapter Author Samwald Matthias Publisher IOS Press -
2014
Title Drug-drug interaction data source survey and linking. Type Journal Article Author Ayvaz S Journal AMIA Joint Summits on Translational Science proceedings. AMIA Joint Summits on Translational Science Pages 16 -
2014
Title An update on Genomic CDS, a complex ontology for pharmacogenomics and clinical decision Support. Type Journal Article Author Minarro-Giménez Ja Journal Bail S., Glimm B., Jiménez-Ruiz E., Matentzoglu N., Parsia B., Steigmiller A. (Eds.) Informal Proceedings of the 3rd International Workshop on OWL Reasoner Evaluation (ORE 2014), 13 July 2014, Vienna -
2014
Title An Ontology-Based, Mobile-Optimized System for Pharmacogenomic Decision Support at the Point-of-Care DOI 10.1371/journal.pone.0093769 Type Journal Article Author Miñarro-Giménez J Journal PLoS ONE Link Publication -
2016
Title How Many Patients Could Benefit From Pre-emptive Pharmacogenomic Testing and Decision Support? A Retrospective Study Based on Nationwide Austrian Claims Data DOI 10.3233/978-1-61499-645-3-253 Type Book Chapter Author Kuch Wolfgang Publisher IOS Press -
2015
Title Analysing the potential for incorrect haplotype calls with different pharmacogenomic assays in different populations: a simulation based on 1000 Genomes data. Type Conference Proceeding Abstract Author Hofer S Conference Poster Abstracts of the ESPT (European Society of Pharmacogenomics and Personalised Therapy) 2015 Third Conference on Integration of Pharmacogenomics in Clinical Decision Support, 7-9 October 2015, Budapest, Drug Metabolism and Personalized Therapy -
2015
Title Pharmacogenomic knowledge representation, reasoning and genome-based clinical decision support based on OWL 2 DL ontologies DOI 10.1186/s12911-015-0130-1 Type Journal Article Author Samwald M Journal BMC Medical Informatics and Decision Making Pages 12 Link Publication -
2013
Title Genomic CDS: an example of a complex ontology for pharmacogenetics and clinical decision Support. Type Journal Article Author Samwald M Journal Bail S., Glimm B., Gonçalves R., Jiménez-Ruiz E., Kazakov Y., Matentzoglu N., Parsia B. (Eds.) Proceedings of the 2nd OWL Reasoner Evaluation Workshop (ORE 2013), 22 July 2013, Ulm -
2013
Title An RDF/OWL knowledge base for query answering and decision support in clinical pharmacogenetics. Type Journal Article Author Freimuth R Journal Studies in health technology and informatics Pages 539-42 -
2013
Title An RDF/OWL Knowledge Base for Query Answering and Decision Support in Clinical Pharmacogenetics DOI 10.3233/978-1-61499-289-9-539 Type Book Chapter Author Samwald Matthias Publisher IOS Press Link Publication -
2013
Title Utilization and Perceived Problems of Online Medical Resources and Search Tools Among Different Groups of European Physicians DOI 10.2196/jmir.2436 Type Journal Article Author Kritz M Journal Journal of Medical Internet Research Link Publication -
2014
Title An open-source, mobile-friendly search engine for public medical knowledge. Type Journal Article Author Hanbury A Journal Studies in health technology and informatics Pages 358-62