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The Dutch Data Warehouse, a multicenter and full-admission electronic health records database for critically ill COVID-19 patients
BACKGROUND: The Coronavirus disease 2019 (COVID-19) pandemic has underlined the urgent need for reliable, multicenter, and full-admission intensive care data to advance our understanding of the course of the disease and investigate potential treatment strategies. In this study, we present the Dutch...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8381710/ https://www.ncbi.nlm.nih.gov/pubmed/34425864 http://dx.doi.org/10.1186/s13054-021-03733-z |
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author | Fleuren, Lucas M. Dam, Tariq A. Tonutti, Michele de Bruin, Daan P. Lalisang, Robbert C. A. Gommers, Diederik Cremer, Olaf L. Bosman, Rob J. Rigter, Sander Wils, Evert-Jan Frenzel, Tim Dongelmans, Dave A. de Jong, Remko Peters, Marco Kamps, Marlijn J. A. Ramnarain, Dharmanand Nowitzky, Ralph Nooteboom, Fleur G. C. A. de Ruijter, Wouter Urlings-Strop, Louise C. Smit, Ellen G. M. Mehagnoul-Schipper, D. Jannet Dormans, Tom de Jager, Cornelis P. C. Hendriks, Stefaan H. A. Achterberg, Sefanja Oostdijk, Evelien Reidinga, Auke C. Festen-Spanjer, Barbara Brunnekreef, Gert B. Cornet, Alexander D. van den Tempel, Walter Boelens, Age D. Koetsier, Peter Lens, Judith Faber, Harald J. Karakus, A. Entjes, Robert de Jong, Paul Rettig, Thijs C. D. Arbous, Sesmu Vonk, Sebastiaan J. J. Fornasa, Mattia Machado, Tomas Houwert, Taco Hovenkamp, Hidde Noorduijn-Londono, Roberto Quintarelli, Davide Scholtemeijer, Martijn G. de Beer, Aletta A. Cina, Giovanni Beudel, Martijn Herter, Willem E. Girbes, Armand R. J. Hoogendoorn, Mark Thoral, Patrick J. Elbers, Paul W. G. |
author_facet | Fleuren, Lucas M. Dam, Tariq A. Tonutti, Michele de Bruin, Daan P. Lalisang, Robbert C. A. Gommers, Diederik Cremer, Olaf L. Bosman, Rob J. Rigter, Sander Wils, Evert-Jan Frenzel, Tim Dongelmans, Dave A. de Jong, Remko Peters, Marco Kamps, Marlijn J. A. Ramnarain, Dharmanand Nowitzky, Ralph Nooteboom, Fleur G. C. A. de Ruijter, Wouter Urlings-Strop, Louise C. Smit, Ellen G. M. Mehagnoul-Schipper, D. Jannet Dormans, Tom de Jager, Cornelis P. C. Hendriks, Stefaan H. A. Achterberg, Sefanja Oostdijk, Evelien Reidinga, Auke C. Festen-Spanjer, Barbara Brunnekreef, Gert B. Cornet, Alexander D. van den Tempel, Walter Boelens, Age D. Koetsier, Peter Lens, Judith Faber, Harald J. Karakus, A. Entjes, Robert de Jong, Paul Rettig, Thijs C. D. Arbous, Sesmu Vonk, Sebastiaan J. J. Fornasa, Mattia Machado, Tomas Houwert, Taco Hovenkamp, Hidde Noorduijn-Londono, Roberto Quintarelli, Davide Scholtemeijer, Martijn G. de Beer, Aletta A. Cina, Giovanni Beudel, Martijn Herter, Willem E. Girbes, Armand R. J. Hoogendoorn, Mark Thoral, Patrick J. Elbers, Paul W. G. |
author_sort | Fleuren, Lucas M. |
collection | PubMed |
description | BACKGROUND: The Coronavirus disease 2019 (COVID-19) pandemic has underlined the urgent need for reliable, multicenter, and full-admission intensive care data to advance our understanding of the course of the disease and investigate potential treatment strategies. In this study, we present the Dutch Data Warehouse (DDW), the first multicenter electronic health record (EHR) database with full-admission data from critically ill COVID-19 patients. METHODS: A nation-wide data sharing collaboration was launched at the beginning of the pandemic in March 2020. All hospitals in the Netherlands were asked to participate and share pseudonymized EHR data from adult critically ill COVID-19 patients. Data included patient demographics, clinical observations, administered medication, laboratory determinations, and data from vital sign monitors and life support devices. Data sharing agreements were signed with participating hospitals before any data transfers took place. Data were extracted from the local EHRs with prespecified queries and combined into a staging dataset through an extract–transform–load (ETL) pipeline. In the consecutive processing pipeline, data were mapped to a common concept vocabulary and enriched with derived concepts. Data validation was a continuous process throughout the project. All participating hospitals have access to the DDW. Within legal and ethical boundaries, data are available to clinicians and researchers. RESULTS: Out of the 81 intensive care units in the Netherlands, 66 participated in the collaboration, 47 have signed the data sharing agreement, and 35 have shared their data. Data from 25 hospitals have passed through the ETL and processing pipeline. Currently, 3464 patients are included in the DDW, both from wave 1 and wave 2 in the Netherlands. More than 200 million clinical data points are available. Overall ICU mortality was 24.4%. Respiratory and hemodynamic parameters were most frequently measured throughout a patient's stay. For each patient, all administered medication and their daily fluid balance were available. Missing data are reported for each descriptive. CONCLUSIONS: In this study, we show that EHR data from critically ill COVID-19 patients may be lawfully collected and can be combined into a data warehouse. These initiatives are indispensable to advance medical data science in the field of intensive care medicine. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s13054-021-03733-z. |
format | Online Article Text |
id | pubmed-8381710 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-83817102021-08-23 The Dutch Data Warehouse, a multicenter and full-admission electronic health records database for critically ill COVID-19 patients Fleuren, Lucas M. Dam, Tariq A. Tonutti, Michele de Bruin, Daan P. Lalisang, Robbert C. A. Gommers, Diederik Cremer, Olaf L. Bosman, Rob J. Rigter, Sander Wils, Evert-Jan Frenzel, Tim Dongelmans, Dave A. de Jong, Remko Peters, Marco Kamps, Marlijn J. A. Ramnarain, Dharmanand Nowitzky, Ralph Nooteboom, Fleur G. C. A. de Ruijter, Wouter Urlings-Strop, Louise C. Smit, Ellen G. M. Mehagnoul-Schipper, D. Jannet Dormans, Tom de Jager, Cornelis P. C. Hendriks, Stefaan H. A. Achterberg, Sefanja Oostdijk, Evelien Reidinga, Auke C. Festen-Spanjer, Barbara Brunnekreef, Gert B. Cornet, Alexander D. van den Tempel, Walter Boelens, Age D. Koetsier, Peter Lens, Judith Faber, Harald J. Karakus, A. Entjes, Robert de Jong, Paul Rettig, Thijs C. D. Arbous, Sesmu Vonk, Sebastiaan J. J. Fornasa, Mattia Machado, Tomas Houwert, Taco Hovenkamp, Hidde Noorduijn-Londono, Roberto Quintarelli, Davide Scholtemeijer, Martijn G. de Beer, Aletta A. Cina, Giovanni Beudel, Martijn Herter, Willem E. Girbes, Armand R. J. Hoogendoorn, Mark Thoral, Patrick J. Elbers, Paul W. G. Crit Care Research BACKGROUND: The Coronavirus disease 2019 (COVID-19) pandemic has underlined the urgent need for reliable, multicenter, and full-admission intensive care data to advance our understanding of the course of the disease and investigate potential treatment strategies. In this study, we present the Dutch Data Warehouse (DDW), the first multicenter electronic health record (EHR) database with full-admission data from critically ill COVID-19 patients. METHODS: A nation-wide data sharing collaboration was launched at the beginning of the pandemic in March 2020. All hospitals in the Netherlands were asked to participate and share pseudonymized EHR data from adult critically ill COVID-19 patients. Data included patient demographics, clinical observations, administered medication, laboratory determinations, and data from vital sign monitors and life support devices. Data sharing agreements were signed with participating hospitals before any data transfers took place. Data were extracted from the local EHRs with prespecified queries and combined into a staging dataset through an extract–transform–load (ETL) pipeline. In the consecutive processing pipeline, data were mapped to a common concept vocabulary and enriched with derived concepts. Data validation was a continuous process throughout the project. All participating hospitals have access to the DDW. Within legal and ethical boundaries, data are available to clinicians and researchers. RESULTS: Out of the 81 intensive care units in the Netherlands, 66 participated in the collaboration, 47 have signed the data sharing agreement, and 35 have shared their data. Data from 25 hospitals have passed through the ETL and processing pipeline. Currently, 3464 patients are included in the DDW, both from wave 1 and wave 2 in the Netherlands. More than 200 million clinical data points are available. Overall ICU mortality was 24.4%. Respiratory and hemodynamic parameters were most frequently measured throughout a patient's stay. For each patient, all administered medication and their daily fluid balance were available. Missing data are reported for each descriptive. CONCLUSIONS: In this study, we show that EHR data from critically ill COVID-19 patients may be lawfully collected and can be combined into a data warehouse. These initiatives are indispensable to advance medical data science in the field of intensive care medicine. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s13054-021-03733-z. BioMed Central 2021-08-23 /pmc/articles/PMC8381710/ /pubmed/34425864 http://dx.doi.org/10.1186/s13054-021-03733-z Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open AccessThis 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/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
spellingShingle | Research Fleuren, Lucas M. Dam, Tariq A. Tonutti, Michele de Bruin, Daan P. Lalisang, Robbert C. A. Gommers, Diederik Cremer, Olaf L. Bosman, Rob J. Rigter, Sander Wils, Evert-Jan Frenzel, Tim Dongelmans, Dave A. de Jong, Remko Peters, Marco Kamps, Marlijn J. A. Ramnarain, Dharmanand Nowitzky, Ralph Nooteboom, Fleur G. C. A. de Ruijter, Wouter Urlings-Strop, Louise C. Smit, Ellen G. M. Mehagnoul-Schipper, D. Jannet Dormans, Tom de Jager, Cornelis P. C. Hendriks, Stefaan H. A. Achterberg, Sefanja Oostdijk, Evelien Reidinga, Auke C. Festen-Spanjer, Barbara Brunnekreef, Gert B. Cornet, Alexander D. van den Tempel, Walter Boelens, Age D. Koetsier, Peter Lens, Judith Faber, Harald J. Karakus, A. Entjes, Robert de Jong, Paul Rettig, Thijs C. D. Arbous, Sesmu Vonk, Sebastiaan J. J. Fornasa, Mattia Machado, Tomas Houwert, Taco Hovenkamp, Hidde Noorduijn-Londono, Roberto Quintarelli, Davide Scholtemeijer, Martijn G. de Beer, Aletta A. Cina, Giovanni Beudel, Martijn Herter, Willem E. Girbes, Armand R. J. Hoogendoorn, Mark Thoral, Patrick J. Elbers, Paul W. G. The Dutch Data Warehouse, a multicenter and full-admission electronic health records database for critically ill COVID-19 patients |
title | The Dutch Data Warehouse, a multicenter and full-admission electronic health records database for critically ill COVID-19 patients |
title_full | The Dutch Data Warehouse, a multicenter and full-admission electronic health records database for critically ill COVID-19 patients |
title_fullStr | The Dutch Data Warehouse, a multicenter and full-admission electronic health records database for critically ill COVID-19 patients |
title_full_unstemmed | The Dutch Data Warehouse, a multicenter and full-admission electronic health records database for critically ill COVID-19 patients |
title_short | The Dutch Data Warehouse, a multicenter and full-admission electronic health records database for critically ill COVID-19 patients |
title_sort | dutch data warehouse, a multicenter and full-admission electronic health records database for critically ill covid-19 patients |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8381710/ https://www.ncbi.nlm.nih.gov/pubmed/34425864 http://dx.doi.org/10.1186/s13054-021-03733-z |
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