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Real-world characterization of blood glucose control and insulin use in the intensive care unit

The heterogeneity of critical illness complicates both clinical trial design and real-world management. This complexity has resulted in conflicting evidence and opinion regarding the optimal management in many intensive care scenarios. Understanding this heterogeneity is essential to tailoring manag...

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Autores principales: Baker, Lawrence, Maley, Jason H., Arévalo, Aldo, DeMichele, Francis, Mateo-Collado, Roselyn, Finkelstein, Stan, Celi, Leo Anthony
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7329880/
https://www.ncbi.nlm.nih.gov/pubmed/32612144
http://dx.doi.org/10.1038/s41598-020-67864-z
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author Baker, Lawrence
Maley, Jason H.
Arévalo, Aldo
DeMichele, Francis
Mateo-Collado, Roselyn
Finkelstein, Stan
Celi, Leo Anthony
author_facet Baker, Lawrence
Maley, Jason H.
Arévalo, Aldo
DeMichele, Francis
Mateo-Collado, Roselyn
Finkelstein, Stan
Celi, Leo Anthony
author_sort Baker, Lawrence
collection PubMed
description The heterogeneity of critical illness complicates both clinical trial design and real-world management. This complexity has resulted in conflicting evidence and opinion regarding the optimal management in many intensive care scenarios. Understanding this heterogeneity is essential to tailoring management to individual patients. Hyperglycaemia is one such complication in the intensive care unit (ICU), accompanied by decades of conflicting evidence around management strategies. We hypothesized that analysis of highly-detailed electronic medical record (EMR) data would demonstrate that patients vary widely in their glycaemic response to critical illness and response to insulin therapy. Due to this variability, we believed that hyper- and hypoglycaemia would remain common in ICU care despite standardised approaches to management. We utilized the Medical Information Mart for Intensive Care III v1.4 (MIMIC) database. We identified 19,694 admissions between 2008 and 2012 with available glucose results and insulin administration data. We demonstrate that hyper- and hypoglycaemia are common at the time of admission and remain so 1 week into an ICU admission. Insulin treatment strategies vary significantly, irrespective of blood glucose level or diabetic status. We reveal a tremendous opportunity for EMR data to guide tailored management. Through this work, we have made available a highly-detailed data source for future investigation.
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spelling pubmed-73298802020-07-06 Real-world characterization of blood glucose control and insulin use in the intensive care unit Baker, Lawrence Maley, Jason H. Arévalo, Aldo DeMichele, Francis Mateo-Collado, Roselyn Finkelstein, Stan Celi, Leo Anthony Sci Rep Article The heterogeneity of critical illness complicates both clinical trial design and real-world management. This complexity has resulted in conflicting evidence and opinion regarding the optimal management in many intensive care scenarios. Understanding this heterogeneity is essential to tailoring management to individual patients. Hyperglycaemia is one such complication in the intensive care unit (ICU), accompanied by decades of conflicting evidence around management strategies. We hypothesized that analysis of highly-detailed electronic medical record (EMR) data would demonstrate that patients vary widely in their glycaemic response to critical illness and response to insulin therapy. Due to this variability, we believed that hyper- and hypoglycaemia would remain common in ICU care despite standardised approaches to management. We utilized the Medical Information Mart for Intensive Care III v1.4 (MIMIC) database. We identified 19,694 admissions between 2008 and 2012 with available glucose results and insulin administration data. We demonstrate that hyper- and hypoglycaemia are common at the time of admission and remain so 1 week into an ICU admission. Insulin treatment strategies vary significantly, irrespective of blood glucose level or diabetic status. We reveal a tremendous opportunity for EMR data to guide tailored management. Through this work, we have made available a highly-detailed data source for future investigation. Nature Publishing Group UK 2020-07-01 /pmc/articles/PMC7329880/ /pubmed/32612144 http://dx.doi.org/10.1038/s41598-020-67864-z Text en © The Author(s) 2020 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 license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license 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 license, visit http://creativecommons.org/licenses/by/4.0/.
spellingShingle Article
Baker, Lawrence
Maley, Jason H.
Arévalo, Aldo
DeMichele, Francis
Mateo-Collado, Roselyn
Finkelstein, Stan
Celi, Leo Anthony
Real-world characterization of blood glucose control and insulin use in the intensive care unit
title Real-world characterization of blood glucose control and insulin use in the intensive care unit
title_full Real-world characterization of blood glucose control and insulin use in the intensive care unit
title_fullStr Real-world characterization of blood glucose control and insulin use in the intensive care unit
title_full_unstemmed Real-world characterization of blood glucose control and insulin use in the intensive care unit
title_short Real-world characterization of blood glucose control and insulin use in the intensive care unit
title_sort real-world characterization of blood glucose control and insulin use in the intensive care unit
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7329880/
https://www.ncbi.nlm.nih.gov/pubmed/32612144
http://dx.doi.org/10.1038/s41598-020-67864-z
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