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The association between serum albumin and long length of stay of patients with acute heart failure: A retrospective study based on the MIMIC-IV database
BACKGROUND: The purpose of this article is to assess the relationship between serum albumin level and long length of stay (LOS) of inpatients with acute heart failure (AHF) in the intensive care unit (ICU). METHODS: We retrospectively analyzed data of 2280 patients with AHF from the medical informat...
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9956661/ https://www.ncbi.nlm.nih.gov/pubmed/36827460 http://dx.doi.org/10.1371/journal.pone.0282289 |
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author | Liu, Tao Xuan, Haochen Wang, Lili Li, Xiaoqun Lu, Zhihao Tian, Zhaoxuan Chen, Junhong Wang, Chaofan Li, Dongye Xu, Tongda |
author_facet | Liu, Tao Xuan, Haochen Wang, Lili Li, Xiaoqun Lu, Zhihao Tian, Zhaoxuan Chen, Junhong Wang, Chaofan Li, Dongye Xu, Tongda |
author_sort | Liu, Tao |
collection | PubMed |
description | BACKGROUND: The purpose of this article is to assess the relationship between serum albumin level and long length of stay (LOS) of inpatients with acute heart failure (AHF) in the intensive care unit (ICU). METHODS: We retrospectively analyzed data of 2280 patients with AHF from the medical information mart for intensive care IV (the MIMIC-IV) database. Multivariate logistic regression was performed to evaluate the association between serum albumin and long LOS, and the development of the predictive model was based on independent predictors of long LOS. RESULTS: According to the statistical results, A negative linear relationship was presented between albumin and long LOS of AHF patients in the ICU (P for trend <0.001), and serum albumin could predict long LOS (AUC 0.649, 95%CI 0.616–0.683, P <0.001). Based on independent predictors, including respiratory failure (OR 1.672, 95%CI 1.289–2.169, P<0.001), WBC (OR 1.046, 95%CI 1.031–1.061, P<0.001), creatinine (OR 1.221, 95%CI 1.098–1.257, P<0.001), glucose (OR 1.010, 95%CI 1.007–1.012, P<0.001), lactic acid (OR 1.269, 95%CI 1.167–1.381, P<0.001), and albumin (OR 0.559, 95%CI 0.450–0.695, P<0.001), identified by multivariable logistic regression analysis, we developed the nomogram to predict the probability of long LOS of AHF patients in the ICU. The nomogram accurately predicted the probability of long LOS (AUC 0.740, 95%CI 0.712–0.768, P<0.001). The calibration suggested the predictive probability was highly consistent with the actual probability of long LOS. Decision curve analysis (DCA) also suggested that the nomogram was applicable in the clinic. CONCLUSION: Serum albumin level was negatively associated with LOS among AHF patients. The predictive model based on serum albumin has predictive value for evaluating the length of stay in AHF patients. |
format | Online Article Text |
id | pubmed-9956661 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-99566612023-02-25 The association between serum albumin and long length of stay of patients with acute heart failure: A retrospective study based on the MIMIC-IV database Liu, Tao Xuan, Haochen Wang, Lili Li, Xiaoqun Lu, Zhihao Tian, Zhaoxuan Chen, Junhong Wang, Chaofan Li, Dongye Xu, Tongda PLoS One Research Article BACKGROUND: The purpose of this article is to assess the relationship between serum albumin level and long length of stay (LOS) of inpatients with acute heart failure (AHF) in the intensive care unit (ICU). METHODS: We retrospectively analyzed data of 2280 patients with AHF from the medical information mart for intensive care IV (the MIMIC-IV) database. Multivariate logistic regression was performed to evaluate the association between serum albumin and long LOS, and the development of the predictive model was based on independent predictors of long LOS. RESULTS: According to the statistical results, A negative linear relationship was presented between albumin and long LOS of AHF patients in the ICU (P for trend <0.001), and serum albumin could predict long LOS (AUC 0.649, 95%CI 0.616–0.683, P <0.001). Based on independent predictors, including respiratory failure (OR 1.672, 95%CI 1.289–2.169, P<0.001), WBC (OR 1.046, 95%CI 1.031–1.061, P<0.001), creatinine (OR 1.221, 95%CI 1.098–1.257, P<0.001), glucose (OR 1.010, 95%CI 1.007–1.012, P<0.001), lactic acid (OR 1.269, 95%CI 1.167–1.381, P<0.001), and albumin (OR 0.559, 95%CI 0.450–0.695, P<0.001), identified by multivariable logistic regression analysis, we developed the nomogram to predict the probability of long LOS of AHF patients in the ICU. The nomogram accurately predicted the probability of long LOS (AUC 0.740, 95%CI 0.712–0.768, P<0.001). The calibration suggested the predictive probability was highly consistent with the actual probability of long LOS. Decision curve analysis (DCA) also suggested that the nomogram was applicable in the clinic. CONCLUSION: Serum albumin level was negatively associated with LOS among AHF patients. The predictive model based on serum albumin has predictive value for evaluating the length of stay in AHF patients. Public Library of Science 2023-02-24 /pmc/articles/PMC9956661/ /pubmed/36827460 http://dx.doi.org/10.1371/journal.pone.0282289 Text en © 2023 Liu et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Liu, Tao Xuan, Haochen Wang, Lili Li, Xiaoqun Lu, Zhihao Tian, Zhaoxuan Chen, Junhong Wang, Chaofan Li, Dongye Xu, Tongda The association between serum albumin and long length of stay of patients with acute heart failure: A retrospective study based on the MIMIC-IV database |
title | The association between serum albumin and long length of stay of patients with acute heart failure: A retrospective study based on the MIMIC-IV database |
title_full | The association between serum albumin and long length of stay of patients with acute heart failure: A retrospective study based on the MIMIC-IV database |
title_fullStr | The association between serum albumin and long length of stay of patients with acute heart failure: A retrospective study based on the MIMIC-IV database |
title_full_unstemmed | The association between serum albumin and long length of stay of patients with acute heart failure: A retrospective study based on the MIMIC-IV database |
title_short | The association between serum albumin and long length of stay of patients with acute heart failure: A retrospective study based on the MIMIC-IV database |
title_sort | association between serum albumin and long length of stay of patients with acute heart failure: a retrospective study based on the mimic-iv database |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9956661/ https://www.ncbi.nlm.nih.gov/pubmed/36827460 http://dx.doi.org/10.1371/journal.pone.0282289 |
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