Cargando…
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...
Autores principales: | , , , , , , , |
---|---|
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 |
_version_ | 1783588117033254912 |
---|---|
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. |
format | Online Article Text |
id | pubmed-7522145 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Springer International Publishing |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT kasparmathias unlockingthepacsdicomdomainforitsuseinclinicalresearchdatawarehouses AT limanleon unlockingthepacsdicomdomainforitsuseinclinicalresearchdatawarehouses AT ertlmaximilian unlockingthepacsdicomdomainforitsuseinclinicalresearchdatawarehouses AT fettegeorg unlockingthepacsdicomdomainforitsuseinclinicalresearchdatawarehouses AT seidlmayerleakatharina unlockingthepacsdicomdomainforitsuseinclinicalresearchdatawarehouses AT schreiberlaura unlockingthepacsdicomdomainforitsuseinclinicalresearchdatawarehouses AT puppefrank unlockingthepacsdicomdomainforitsuseinclinicalresearchdatawarehouses AT storkstefan unlockingthepacsdicomdomainforitsuseinclinicalresearchdatawarehouses |