Karamarie Fecho

University of North Carolina at Chapel Hill
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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

Year:

2020

Collaborators (13)

Sergio E Baranzini

University of California

UNITED STATES
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Venkata Duvvuri

Assistant Professor

University of Toronto

CANADA
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John Osborne

Assistant Professor

The University of Alabama

UNITED STATES
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Stanley Ahalt

Adjunct Professor

North Carolina State University

UNITED STATES
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Andrew I. Su

Professor

Scripps Research Institute

UNITED STATES
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Anne Thessen

Visiting Associate Professor

University of Colorado Anschutz Medical Campus

UNITED STATES
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Remzi Çelebi

University of Maastricht

NETHERLANDS
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Kenneth Morton

Chief Scientist

-

UNITED STATES
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William Byrd

The University of Alabama

UNITED STATES
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Jennifer Hadlock

Institute for Systems Biology

UNITED STATES
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Alexander Tropsha

Professor, Associate Dean for Pharmacoinformatics and Data Science

University of North Carolina

UNITED STATES
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Sandrine Muller

Université Grenoble Alpes

FRANCE
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Hao Xu

University of North Carolina at Chapel Hill

UNITED STATES
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