ADOPT BBMRI-ERIC
ADOPT BBMRI-ERIC harmonizes colorectal cancer clinical and biobank data across European biobanks to enable standardized integration and access to high-quality clinical and specimen data for research.
Key Features:
- Data Harmonization and Integration: Semantic mapping aligns local biobank terminologies with a centralized ADOPT BBMRI-ERIC terminology to produce a common data representation.
- Lexical Bag-of-Words Matcher: A semiautomatic lexical bag-of-words matcher performs term mapping using fuzzy matching, synonym utilization, and sentiment tagging.
- Data Transformation Application: A transformation application processes anonymized instance data according to established mappings to produce integrated datasets.
Scientific Applications:
- Cross-biobank harmonization: Applied across 10 European biobanks to map 1,492 local terms with an automatic mapping accuracy of 78.48%, with remaining mappings completed by human experts.
- Colorectal cancer data integration: Harmonized and processed 147,608 data records from 3,415 patients to create a unified dataset for colorectal cancer research.
- Generic harmonization approach: Establishes a standardized data representation to support cross-institutional research collaborations.
Methodology:
Semantic mapping using metadata repository semantics with semiautomated human expert refinement; a lexical bag-of-words matcher employing fuzzy matching, synonym utilization, and sentiment tagging; and a data transformation application that processes anonymized instance data based on the mappings.
Topics
Details
- License:
- GPL-3.0
- Programming Languages:
- Java
- Added:
- 1/20/2021
- Last Updated:
- 5/13/2021
Operations
Data Inputs & Outputs
Anonymisation
Outputs
Publications
Mate S, Kampf M, Rödle W, Kraus S, Proynova R, Silander K, Ebert L, Lablans M, Schüttler C, Knell C, Eklund N, Hummel M, Holub P, Prokosch H. Pan-European Data Harmonization for Biobanks in ADOPT BBMRI-ERIC. Applied Clinical Informatics. 2019;10(04):679-692. doi:10.1055/s-0039-1695793. PMID:31509880. PMCID:PMC6739205.