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Implementing a Cloud Based Method for Protected Clinical Trial Data Sharing

Clinical trials generate a large amount of data that have been underutilized due to obstacles that prevent data sharing including risking patient privacy, data misrepresentation, and invalid secondary analyses. In order to address these obstacles, we developed a novel data sharing method which ensur...

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Detalles Bibliográficos
Autores principales: Luthria, Gaurav, Wang, Qingbo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6954005/
https://www.ncbi.nlm.nih.gov/pubmed/31797635
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author Luthria, Gaurav
Wang, Qingbo
author_facet Luthria, Gaurav
Wang, Qingbo
author_sort Luthria, Gaurav
collection PubMed
description Clinical trials generate a large amount of data that have been underutilized due to obstacles that prevent data sharing including risking patient privacy, data misrepresentation, and invalid secondary analyses. In order to address these obstacles, we developed a novel data sharing method which ensures patient privacy while also protecting the interests of clinical trial investigators. Our flexible and robust approach involves two components: (1) an advanced cloud-based querying language that allows users to test hypotheses without direct access to the real clinical trial data and (2) corresponding synthetic data for the query of interest that allows for exploratory research and model development. Both components can be modified by the clinical trial investigator depending on factors such as the type of trial or number of patients enrolled. To test the effectiveness of our system, we first implement a simple and robust permutation based synthetic data generator. We then use the synthetic data generator coupled with our querying language to identify significant relationships among variables in a realistic clinical trial dataset.
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spelling pubmed-69540052020-01-10 Implementing a Cloud Based Method for Protected Clinical Trial Data Sharing Luthria, Gaurav Wang, Qingbo Pac Symp Biocomput Article Clinical trials generate a large amount of data that have been underutilized due to obstacles that prevent data sharing including risking patient privacy, data misrepresentation, and invalid secondary analyses. In order to address these obstacles, we developed a novel data sharing method which ensures patient privacy while also protecting the interests of clinical trial investigators. Our flexible and robust approach involves two components: (1) an advanced cloud-based querying language that allows users to test hypotheses without direct access to the real clinical trial data and (2) corresponding synthetic data for the query of interest that allows for exploratory research and model development. Both components can be modified by the clinical trial investigator depending on factors such as the type of trial or number of patients enrolled. To test the effectiveness of our system, we first implement a simple and robust permutation based synthetic data generator. We then use the synthetic data generator coupled with our querying language to identify significant relationships among variables in a realistic clinical trial dataset. 2020 /pmc/articles/PMC6954005/ /pubmed/31797635 Text en http://creativecommons.org/licenses/by-nc/4.0/ Open Access chapter published by World Scientific Publishing Company and distributed under the terms of the Creative Commons Attribution Non-Commercial (CC BY-NC) 4.0 License.
spellingShingle Article
Luthria, Gaurav
Wang, Qingbo
Implementing a Cloud Based Method for Protected Clinical Trial Data Sharing
title Implementing a Cloud Based Method for Protected Clinical Trial Data Sharing
title_full Implementing a Cloud Based Method for Protected Clinical Trial Data Sharing
title_fullStr Implementing a Cloud Based Method for Protected Clinical Trial Data Sharing
title_full_unstemmed Implementing a Cloud Based Method for Protected Clinical Trial Data Sharing
title_short Implementing a Cloud Based Method for Protected Clinical Trial Data Sharing
title_sort implementing a cloud based method for protected clinical trial data sharing
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6954005/
https://www.ncbi.nlm.nih.gov/pubmed/31797635
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