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Daily Evolution of Insulin Sensitivity Variability with Respect to Diagnosis in the Critically Ill

INTRODUCTION: This study examines the likelihood and evolution of overall and hypoglycemia-inducing variability of insulin sensitivity in ICU patients based on diagnosis and day of stay. MATERIALS AND METHODS: An analysis of model-based insulin sensitivity for [Image: see text] patients in a medical...

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Autores principales: Ferenci, Tamás, Benyó, Balázs, Kovács, Levente, Fisk, Liam, Shaw, Geoffrey M., Chase, J. Geoffrey
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2013
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3578812/
https://www.ncbi.nlm.nih.gov/pubmed/23437328
http://dx.doi.org/10.1371/journal.pone.0057119
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author Ferenci, Tamás
Benyó, Balázs
Kovács, Levente
Fisk, Liam
Shaw, Geoffrey M.
Chase, J. Geoffrey
author_facet Ferenci, Tamás
Benyó, Balázs
Kovács, Levente
Fisk, Liam
Shaw, Geoffrey M.
Chase, J. Geoffrey
author_sort Ferenci, Tamás
collection PubMed
description INTRODUCTION: This study examines the likelihood and evolution of overall and hypoglycemia-inducing variability of insulin sensitivity in ICU patients based on diagnosis and day of stay. MATERIALS AND METHODS: An analysis of model-based insulin sensitivity for [Image: see text] patients in a medical ICU (Christchurch, New Zealand). Two metrics are defined to measure the variability of a patient's insulin sensitivity relative to predictions of a stochastic model created from the same data for all patients over all days of stay. The first selectively captures large increases related to the risk of hypoglycemia. The second captures overall variability. Distributions of per-patient variability scores were evaluated over different ICU days of stay and for different diagnosis groups based on APACHE III: operative and non-operative cardiac, gastric, all other. Linear and generalized linear mixed effects models assess the statistical significance of differences between groups and over days. RESULTS: Variability defined by the two metrics was not substantially different. Variability was highest on day 1, and decreased over time ([Image: see text]) in every diagnosis group. There were significant differences between some diagnosis groups: non-operative gastric patients were the least variable, while cardiac (operative and non-operative) patients exhibited the highest variability. CONCLUSIONS: This study characterizes the variability and evolution of insulin sensitivity in critically ill patients, and may help inform the clinical management of metabolic dysfunction in critical care.
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spelling pubmed-35788122013-02-22 Daily Evolution of Insulin Sensitivity Variability with Respect to Diagnosis in the Critically Ill Ferenci, Tamás Benyó, Balázs Kovács, Levente Fisk, Liam Shaw, Geoffrey M. Chase, J. Geoffrey PLoS One Research Article INTRODUCTION: This study examines the likelihood and evolution of overall and hypoglycemia-inducing variability of insulin sensitivity in ICU patients based on diagnosis and day of stay. MATERIALS AND METHODS: An analysis of model-based insulin sensitivity for [Image: see text] patients in a medical ICU (Christchurch, New Zealand). Two metrics are defined to measure the variability of a patient's insulin sensitivity relative to predictions of a stochastic model created from the same data for all patients over all days of stay. The first selectively captures large increases related to the risk of hypoglycemia. The second captures overall variability. Distributions of per-patient variability scores were evaluated over different ICU days of stay and for different diagnosis groups based on APACHE III: operative and non-operative cardiac, gastric, all other. Linear and generalized linear mixed effects models assess the statistical significance of differences between groups and over days. RESULTS: Variability defined by the two metrics was not substantially different. Variability was highest on day 1, and decreased over time ([Image: see text]) in every diagnosis group. There were significant differences between some diagnosis groups: non-operative gastric patients were the least variable, while cardiac (operative and non-operative) patients exhibited the highest variability. CONCLUSIONS: This study characterizes the variability and evolution of insulin sensitivity in critically ill patients, and may help inform the clinical management of metabolic dysfunction in critical care. Public Library of Science 2013-02-21 /pmc/articles/PMC3578812/ /pubmed/23437328 http://dx.doi.org/10.1371/journal.pone.0057119 Text en © 2013 Ferenci et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Ferenci, Tamás
Benyó, Balázs
Kovács, Levente
Fisk, Liam
Shaw, Geoffrey M.
Chase, J. Geoffrey
Daily Evolution of Insulin Sensitivity Variability with Respect to Diagnosis in the Critically Ill
title Daily Evolution of Insulin Sensitivity Variability with Respect to Diagnosis in the Critically Ill
title_full Daily Evolution of Insulin Sensitivity Variability with Respect to Diagnosis in the Critically Ill
title_fullStr Daily Evolution of Insulin Sensitivity Variability with Respect to Diagnosis in the Critically Ill
title_full_unstemmed Daily Evolution of Insulin Sensitivity Variability with Respect to Diagnosis in the Critically Ill
title_short Daily Evolution of Insulin Sensitivity Variability with Respect to Diagnosis in the Critically Ill
title_sort daily evolution of insulin sensitivity variability with respect to diagnosis in the critically ill
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3578812/
https://www.ncbi.nlm.nih.gov/pubmed/23437328
http://dx.doi.org/10.1371/journal.pone.0057119
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