Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Liu, Tao, Xuan, Haochen, Wang, Lili, Li, Xiaoqun, Lu, Zhihao, Tian, Zhaoxuan, Chen, Junhong, Wang, Chaofan, Li, Dongye, Xu, Tongda
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2023
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
_version_ 1784894636994592768
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
work_keys_str_mv AT liutao theassociationbetweenserumalbuminandlonglengthofstayofpatientswithacuteheartfailurearetrospectivestudybasedonthemimicivdatabase
AT xuanhaochen theassociationbetweenserumalbuminandlonglengthofstayofpatientswithacuteheartfailurearetrospectivestudybasedonthemimicivdatabase
AT wanglili theassociationbetweenserumalbuminandlonglengthofstayofpatientswithacuteheartfailurearetrospectivestudybasedonthemimicivdatabase
AT lixiaoqun theassociationbetweenserumalbuminandlonglengthofstayofpatientswithacuteheartfailurearetrospectivestudybasedonthemimicivdatabase
AT luzhihao theassociationbetweenserumalbuminandlonglengthofstayofpatientswithacuteheartfailurearetrospectivestudybasedonthemimicivdatabase
AT tianzhaoxuan theassociationbetweenserumalbuminandlonglengthofstayofpatientswithacuteheartfailurearetrospectivestudybasedonthemimicivdatabase
AT chenjunhong theassociationbetweenserumalbuminandlonglengthofstayofpatientswithacuteheartfailurearetrospectivestudybasedonthemimicivdatabase
AT wangchaofan theassociationbetweenserumalbuminandlonglengthofstayofpatientswithacuteheartfailurearetrospectivestudybasedonthemimicivdatabase
AT lidongye theassociationbetweenserumalbuminandlonglengthofstayofpatientswithacuteheartfailurearetrospectivestudybasedonthemimicivdatabase
AT xutongda theassociationbetweenserumalbuminandlonglengthofstayofpatientswithacuteheartfailurearetrospectivestudybasedonthemimicivdatabase
AT liutao associationbetweenserumalbuminandlonglengthofstayofpatientswithacuteheartfailurearetrospectivestudybasedonthemimicivdatabase
AT xuanhaochen associationbetweenserumalbuminandlonglengthofstayofpatientswithacuteheartfailurearetrospectivestudybasedonthemimicivdatabase
AT wanglili associationbetweenserumalbuminandlonglengthofstayofpatientswithacuteheartfailurearetrospectivestudybasedonthemimicivdatabase
AT lixiaoqun associationbetweenserumalbuminandlonglengthofstayofpatientswithacuteheartfailurearetrospectivestudybasedonthemimicivdatabase
AT luzhihao associationbetweenserumalbuminandlonglengthofstayofpatientswithacuteheartfailurearetrospectivestudybasedonthemimicivdatabase
AT tianzhaoxuan associationbetweenserumalbuminandlonglengthofstayofpatientswithacuteheartfailurearetrospectivestudybasedonthemimicivdatabase
AT chenjunhong associationbetweenserumalbuminandlonglengthofstayofpatientswithacuteheartfailurearetrospectivestudybasedonthemimicivdatabase
AT wangchaofan associationbetweenserumalbuminandlonglengthofstayofpatientswithacuteheartfailurearetrospectivestudybasedonthemimicivdatabase
AT lidongye associationbetweenserumalbuminandlonglengthofstayofpatientswithacuteheartfailurearetrospectivestudybasedonthemimicivdatabase
AT xutongda associationbetweenserumalbuminandlonglengthofstayofpatientswithacuteheartfailurearetrospectivestudybasedonthemimicivdatabase