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Transformation of microbiology data into a standardised data representation using OpenEHR
- Source :
- Scientific Reports, Vol 11, Iss 1, Pp 1-12 (2021), Scientific Reports
- Publication Year :
- 2021
- Publisher :
- Nature Portfolio, 2021.
-
Abstract
- The spread of multidrug resistant organisms (MDRO) is a global healthcare challenge. Nosocomial outbreaks caused by MDRO are an important contributor to this threat. Computer-based applications facilitating outbreak detection can be essential to address this issue. To allow application reusability across institutions, the various heterogeneous microbiology data representations needs to be transformed into standardised, unambiguous data models. In this work, we present a multi-centric standardisation approach by using openEHR as modelling standard. Data models have been consented in a multicentre and international approach. Participating sites integrated microbiology reports from primary source systems into an openEHR-based data platform. For evaluation, we implemented a prototypical application, compared the transformed data with original reports and conducted automated data quality checks. We were able to develop standardised and interoperable microbiology data models. The publicly available data models can be used across institutions to transform real-life microbiology reports into standardised representations. The implementation of a proof-of-principle and quality control application demonstrated that the new formats as well as the integration processes are feasible. Holistic transformation of microbiological data into standardised openEHR based formats is feasible in a real-life multicentre setting and lays the foundation for developing cross-institutional, automated outbreak detection systems.
- Subjects :
- Data platform
020205 medical informatics
Computer science
media_common.quotation_subject
Science
Interoperability
02 engineering and technology
External Data Representation
Microbiology
Proof of Concept Study
Article
Data modeling
Disease Outbreaks
03 medical and health sciences
0302 clinical medicine
Health care
0202 electrical engineering, electronic engineering, information engineering
Electronic Health Records
Humans
Quality (business)
Computer Simulation
030212 general & internal medicine
media_common
Cross Infection
Multidisciplinary
business.industry
Drug Resistance, Microbial
Reference Standards
openEHR
Computational biology and bioinformatics
Transformation (function)
Interinstitutional Relations
Medicine
business
Subjects
Details
- Language :
- English
- ISSN :
- 20452322
- Volume :
- 11
- Issue :
- 1
- Database :
- OpenAIRE
- Journal :
- Scientific Reports
- Accession number :
- edsair.doi.dedup.....85d90781949774b5d03faa51ea1aea3b