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Towards Implementation of OMOP in a German University Hospital Consortium
The Observational Medical Outcomes Partnership (OMOP) common data model and Observational Health Data Sciences and Informatics (OHDSI) tools facilitate data integration and sharing in German research. Challenges in terminology mapping were identified, requiring extensions to standard terminologies.
Area of Science:
- Health Informatics
- Translational Research
- Data Science
Background:
- German Federal Ministry of Education and Research initiative for data integration and sharing.
- Utilized Observational Medical Outcomes Partnership (OMOP) common data model and Observational Health Data Sciences and Informatics (OHDSI) tools.
- Aimed to improve reuse of patient care and translational research data.
Purpose of the Study:
- Pilot OMOP/OHDSI implementation in a consortium of eight German university hospitals.
- Evaluate data harmonization and sharing applicability.
- Identify requirements for enhancing OMOP/OHDSI.
Main Methods:
- Prepared vocabularies and terminological mapping for data import.
- Designed data import processes from source files.
- Provided preconfigured virtual machines with OMOP database and OHDSI tools for eight hospitals.
- Executed federated/distributed queries for analysis.
Main Results:
- Successfully mapped 98.8% of ICD-10 German Modification diagnoses; procedures required terminology extension.
- Imported data for 3 million inpatients (26 million conditions, 21 million procedures, 23 million observations).
- Successfully executed a federated query for colorectal cancer patients (16,701 cases).
Conclusions:
- OMOP/OHDSI is a viable open-source solution for data integration in German research consortia.
- Terminology mapping challenges necessitate extensions to standard terminologies.
- Researchers can leverage the active OHDSI community for future development.
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