Karamarie Fecho
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Articles (10)
The Integrated Clinical and Environmental Exposures Service (ICEES) provides open regulatory-compliant access to clinical data, including electronic health record data, that have been integrated with environmental exposures data. While ICEES has been validated in the context of an asthma use case and several other use cases, the regulatory constraints on the ICEES open application programming interface (OpenAPI) result in data loss when using the service for multivariate analysis. In this study, we investigated the robustness of the ICEES OpenAPI through a comparative analysis, in which we applied a generalized linear model (GLM) to the OpenAPI data and the constraint-free source data to examine factors predictive of asthma exacerbations. Consistent with previous studies, we found that the main predictors identified by both analyses were sex, prednisone, race, obesity, and airborne particulate exposure. Comparison of GLM model fit revealed that data loss impacts model quality, but only with select interaction terms. We conclude that the ICEES OpenAPI supports multivariate analysis, albeit with potential data loss that users should be aware of.
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2023
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2023
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2022
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2022
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2022
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2021
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2021
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2021
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2020
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2020
Collaborators (13)
Sergio E Baranzini
University of California
Venkata Duvvuri
Assistant Professor
University of Toronto
John Osborne
Assistant Professor
The University of Alabama
Stanley Ahalt
Adjunct Professor
North Carolina State University
Andrew I. Su
Professor
Scripps Research Institute
Anne Thessen
Visiting Associate Professor
University of Colorado Anschutz Medical Campus
Remzi Çelebi
University of Maastricht
Kenneth Morton
Chief Scientist
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William Byrd
The University of Alabama
Jennifer Hadlock
Institute for Systems Biology
Alexander Tropsha
Professor, Associate Dean for Pharmacoinformatics and Data Science
University of North Carolina
Sandrine Muller
Université Grenoble Alpes
Hao Xu
University of North Carolina at Chapel Hill
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