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Unlocking the PACS DICOM Domain for its Use in Clinical Research Data Warehouses

Clinical Data Warehouses (DWHs) are used to provide researchers with simplified access to pseudonymized and homogenized clinical routine data from multiple primary systems. Experience with the integration of imaging and metadata from picture archiving and communication systems (PACS), however, is ra...

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Autores principales: Kaspar, Mathias, Liman, Leon, Ertl, Maximilian, Fette, Georg, Seidlmayer, Lea Katharina, Schreiber, Laura, Puppe, Frank, Störk, Stefan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer International Publishing 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7522145/
https://www.ncbi.nlm.nih.gov/pubmed/32314069
http://dx.doi.org/10.1007/s10278-020-00334-0
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author Kaspar, Mathias
Liman, Leon
Ertl, Maximilian
Fette, Georg
Seidlmayer, Lea Katharina
Schreiber, Laura
Puppe, Frank
Störk, Stefan
author_facet Kaspar, Mathias
Liman, Leon
Ertl, Maximilian
Fette, Georg
Seidlmayer, Lea Katharina
Schreiber, Laura
Puppe, Frank
Störk, Stefan
author_sort Kaspar, Mathias
collection PubMed
description Clinical Data Warehouses (DWHs) are used to provide researchers with simplified access to pseudonymized and homogenized clinical routine data from multiple primary systems. Experience with the integration of imaging and metadata from picture archiving and communication systems (PACS), however, is rare. Our goal was therefore to analyze the viability of integrating a production PACS with a research DWH to enable DWH queries combining clinical and medical imaging metadata and to enable the DWH to display and download images ad hoc. We developed an application interface that enables to query the production PACS of a large hospital from a clinical research DWH containing pseudonymized data. We evaluated the performance of bulk extracting metadata from the PACS to the DWH and the performance of retrieving images ad hoc from the PACS for display and download within the DWH. We integrated the system into the query interface of our DWH and used it successfully in four use cases. The bulk extraction of imaging metadata required a median (quartiles) time of 0.09 (0.03–2.25) to 12.52 (4.11–37.30) seconds for a median (quartiles) number of 10 (3–29) to 103 (8–693) images per patient, depending on the extraction approach. The ad hoc image retrieval from the PACS required a median (quartiles) of 2.57 (2.57–2.79) seconds per image for the download, but 5.55 (4.91–6.06) seconds to display the first and 40.77 (38.60–41.63) seconds to display all images using the pure web-based viewer. A full integration of a production PACS with a research DWH is viable and enables various use cases in research. While the extraction of basic metadata from all images can be done with reasonable effort, the extraction of all metadata seems to be more appropriate for subgroups. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1007/s10278-020-00334-0) contains supplementary material, which is available to authorized users.
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spelling pubmed-75221452021-08-01 Unlocking the PACS DICOM Domain for its Use in Clinical Research Data Warehouses Kaspar, Mathias Liman, Leon Ertl, Maximilian Fette, Georg Seidlmayer, Lea Katharina Schreiber, Laura Puppe, Frank Störk, Stefan J Digit Imaging Original Paper Clinical Data Warehouses (DWHs) are used to provide researchers with simplified access to pseudonymized and homogenized clinical routine data from multiple primary systems. Experience with the integration of imaging and metadata from picture archiving and communication systems (PACS), however, is rare. Our goal was therefore to analyze the viability of integrating a production PACS with a research DWH to enable DWH queries combining clinical and medical imaging metadata and to enable the DWH to display and download images ad hoc. We developed an application interface that enables to query the production PACS of a large hospital from a clinical research DWH containing pseudonymized data. We evaluated the performance of bulk extracting metadata from the PACS to the DWH and the performance of retrieving images ad hoc from the PACS for display and download within the DWH. We integrated the system into the query interface of our DWH and used it successfully in four use cases. The bulk extraction of imaging metadata required a median (quartiles) time of 0.09 (0.03–2.25) to 12.52 (4.11–37.30) seconds for a median (quartiles) number of 10 (3–29) to 103 (8–693) images per patient, depending on the extraction approach. The ad hoc image retrieval from the PACS required a median (quartiles) of 2.57 (2.57–2.79) seconds per image for the download, but 5.55 (4.91–6.06) seconds to display the first and 40.77 (38.60–41.63) seconds to display all images using the pure web-based viewer. A full integration of a production PACS with a research DWH is viable and enables various use cases in research. While the extraction of basic metadata from all images can be done with reasonable effort, the extraction of all metadata seems to be more appropriate for subgroups. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1007/s10278-020-00334-0) contains supplementary material, which is available to authorized users. Springer International Publishing 2020-04-20 2020-08 /pmc/articles/PMC7522145/ /pubmed/32314069 http://dx.doi.org/10.1007/s10278-020-00334-0 Text en © The Author(s) 2020 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Original Paper
Kaspar, Mathias
Liman, Leon
Ertl, Maximilian
Fette, Georg
Seidlmayer, Lea Katharina
Schreiber, Laura
Puppe, Frank
Störk, Stefan
Unlocking the PACS DICOM Domain for its Use in Clinical Research Data Warehouses
title Unlocking the PACS DICOM Domain for its Use in Clinical Research Data Warehouses
title_full Unlocking the PACS DICOM Domain for its Use in Clinical Research Data Warehouses
title_fullStr Unlocking the PACS DICOM Domain for its Use in Clinical Research Data Warehouses
title_full_unstemmed Unlocking the PACS DICOM Domain for its Use in Clinical Research Data Warehouses
title_short Unlocking the PACS DICOM Domain for its Use in Clinical Research Data Warehouses
title_sort unlocking the pacs dicom domain for its use in clinical research data warehouses
topic Original Paper
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7522145/
https://www.ncbi.nlm.nih.gov/pubmed/32314069
http://dx.doi.org/10.1007/s10278-020-00334-0
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