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Curating and Integrating Data from Multiple Sources to Support Healthcare Analytics
Kenney Ng1, Chris Kakkanatt2, Michael Benigno2
1IBM T.J. Watson Research Center, Yorktown Heights, NY, USA.
A new infrastructure effectively collects, curates, and integrates diverse healthcare data, including clinical, genomic, and self-reported information from over 600 subjects for advanced analytics.
Area of Science:
- Health Informatics
- Data Science
- Bioinformatics
Background:
- Growing volume and variety of healthcare data present challenges for analysis.
- Effective data collection, curation, and integration are crucial for healthcare analytics.
Purpose of the Study:
- To describe the development of a robust infrastructure for healthcare data management.
- To highlight experiences in building a system supporting healthcare analytics.
Main Methods:
- Developed a data collection, curation, and integration infrastructure.
- Applied the system to diverse data types: EHR, observational, genomic, microbiomic, survey, and wearable device data.
- Processed data from over 600 subjects.
Main Results:
- Successfully processed a wide range of healthcare data types.
- The infrastructure supports the integration of disparate data sources.
- The curated data is ready for advanced analytical applications.
Conclusions:
- The developed infrastructure is effective for managing diverse healthcare data.
- This system enables advanced healthcare analytics, including visualization, patient stratification, and predictive modeling.
- Robust data infrastructure is key to unlocking the potential of healthcare data.
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