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Development of a delirium predictive model for adult trauma patients in an emergency and critical care center: a retrospective study
BACKGROUND: Delirium has been shown to prolong the length of intensive care unit stay, hospitalization, and duration of ventilatory control, in addition to increasing the use of sedatives and increasing the medical costs. Although there have been a number of reports referring to risk factors for the...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BMJ Publishing Group
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8634003/ https://www.ncbi.nlm.nih.gov/pubmed/34901468 http://dx.doi.org/10.1136/tsaco-2021-000827 |
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author | Matsuoka, Ayaka Miike, Toru Miyazaki, Mariko Goto, Taku Sasaki, Akira Yamazaki, Hirotaka Komaki, Moe Higuchi, Masahiro Mori, Kosuke Shinada, Kota Nakayama, Kento Sakurai, Ryota Asahi, Miho Futami, Akiko Yoshitake, Kunimasa Narumi, Shougo Koba, Mayuko Koami, Hiroyuki Kawaguchi, Atsushi Murakawa, Toru Hirachi Monji, Akira Sakamoto, Yuichirou |
author_facet | Matsuoka, Ayaka Miike, Toru Miyazaki, Mariko Goto, Taku Sasaki, Akira Yamazaki, Hirotaka Komaki, Moe Higuchi, Masahiro Mori, Kosuke Shinada, Kota Nakayama, Kento Sakurai, Ryota Asahi, Miho Futami, Akiko Yoshitake, Kunimasa Narumi, Shougo Koba, Mayuko Koami, Hiroyuki Kawaguchi, Atsushi Murakawa, Toru Hirachi Monji, Akira Sakamoto, Yuichirou |
author_sort | Matsuoka, Ayaka |
collection | PubMed |
description | BACKGROUND: Delirium has been shown to prolong the length of intensive care unit stay, hospitalization, and duration of ventilatory control, in addition to increasing the use of sedatives and increasing the medical costs. Although there have been a number of reports referring to risk factors for the development of delirium, no model has been developed to predict delirium in trauma patients at the time of admission. This study aimed to create a scoring system that predicts delirium in trauma patients. METHODS: In this single-center, retrospective, observational study, trauma patients aged 18 years and older requiring hospitalization more than 48 hours were included and divided into the development and validation cohorts. Univariate analysis was performed in the development cohort to identify factors significantly associated with prediction of delirium. The final scoring system for predicting delirium was developed using multivariate analysis and internal validation was performed. RESULTS: Of the 308 patients in the development cohort, 91 developed delirium. Clinical Frailty Score, fibrin/fibrinogen degradation products, low body mass index, lactate level, and Glasgow Coma Scale score were independently associated with the development of delirium. We developed a scoring system using these factors and calculated the delirium predictive score, which had an area under the curve of 0.85. In the validation cohort, 46 of 206 patients developed delirium. The area under the curve for the validation cohort was 0.86, and the calibration plot analysis revealed the scoring system was well calibrated in the validation cohort. DISCUSSION: This scoring system for predicting delirium in trauma patients consists of only five risk factors. Delirium prediction at the time of admission may be useful in clinical practice. LEVEL OF EVIDENCE: Prognostic and epidemiological, level III. |
format | Online Article Text |
id | pubmed-8634003 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | BMJ Publishing Group |
record_format | MEDLINE/PubMed |
spelling | pubmed-86340032021-12-10 Development of a delirium predictive model for adult trauma patients in an emergency and critical care center: a retrospective study Matsuoka, Ayaka Miike, Toru Miyazaki, Mariko Goto, Taku Sasaki, Akira Yamazaki, Hirotaka Komaki, Moe Higuchi, Masahiro Mori, Kosuke Shinada, Kota Nakayama, Kento Sakurai, Ryota Asahi, Miho Futami, Akiko Yoshitake, Kunimasa Narumi, Shougo Koba, Mayuko Koami, Hiroyuki Kawaguchi, Atsushi Murakawa, Toru Hirachi Monji, Akira Sakamoto, Yuichirou Trauma Surg Acute Care Open Original Research BACKGROUND: Delirium has been shown to prolong the length of intensive care unit stay, hospitalization, and duration of ventilatory control, in addition to increasing the use of sedatives and increasing the medical costs. Although there have been a number of reports referring to risk factors for the development of delirium, no model has been developed to predict delirium in trauma patients at the time of admission. This study aimed to create a scoring system that predicts delirium in trauma patients. METHODS: In this single-center, retrospective, observational study, trauma patients aged 18 years and older requiring hospitalization more than 48 hours were included and divided into the development and validation cohorts. Univariate analysis was performed in the development cohort to identify factors significantly associated with prediction of delirium. The final scoring system for predicting delirium was developed using multivariate analysis and internal validation was performed. RESULTS: Of the 308 patients in the development cohort, 91 developed delirium. Clinical Frailty Score, fibrin/fibrinogen degradation products, low body mass index, lactate level, and Glasgow Coma Scale score were independently associated with the development of delirium. We developed a scoring system using these factors and calculated the delirium predictive score, which had an area under the curve of 0.85. In the validation cohort, 46 of 206 patients developed delirium. The area under the curve for the validation cohort was 0.86, and the calibration plot analysis revealed the scoring system was well calibrated in the validation cohort. DISCUSSION: This scoring system for predicting delirium in trauma patients consists of only five risk factors. Delirium prediction at the time of admission may be useful in clinical practice. LEVEL OF EVIDENCE: Prognostic and epidemiological, level III. BMJ Publishing Group 2021-11-29 /pmc/articles/PMC8634003/ /pubmed/34901468 http://dx.doi.org/10.1136/tsaco-2021-000827 Text en © Author(s) (or their employer(s)) 2021. Re-use permitted under CC BY-NC. No commercial re-use. See rights and permissions. Published by BMJ. https://creativecommons.org/licenses/by-nc/4.0/This is an open access article distributed in accordance with the Creative Commons Attribution Non Commercial (CC BY-NC 4.0) license, which permits others to distribute, remix, adapt, build upon this work non-commercially, and license their derivative works on different terms, provided the original work is properly cited, appropriate credit is given, any changes made indicated, and the use is non-commercial. See: http://creativecommons.org/licenses/by-nc/4.0/ (https://creativecommons.org/licenses/by-nc/4.0/) . |
spellingShingle | Original Research Matsuoka, Ayaka Miike, Toru Miyazaki, Mariko Goto, Taku Sasaki, Akira Yamazaki, Hirotaka Komaki, Moe Higuchi, Masahiro Mori, Kosuke Shinada, Kota Nakayama, Kento Sakurai, Ryota Asahi, Miho Futami, Akiko Yoshitake, Kunimasa Narumi, Shougo Koba, Mayuko Koami, Hiroyuki Kawaguchi, Atsushi Murakawa, Toru Hirachi Monji, Akira Sakamoto, Yuichirou Development of a delirium predictive model for adult trauma patients in an emergency and critical care center: a retrospective study |
title | Development of a delirium predictive model for adult trauma patients in an emergency and critical care center: a retrospective study |
title_full | Development of a delirium predictive model for adult trauma patients in an emergency and critical care center: a retrospective study |
title_fullStr | Development of a delirium predictive model for adult trauma patients in an emergency and critical care center: a retrospective study |
title_full_unstemmed | Development of a delirium predictive model for adult trauma patients in an emergency and critical care center: a retrospective study |
title_short | Development of a delirium predictive model for adult trauma patients in an emergency and critical care center: a retrospective study |
title_sort | development of a delirium predictive model for adult trauma patients in an emergency and critical care center: a retrospective study |
topic | Original Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8634003/ https://www.ncbi.nlm.nih.gov/pubmed/34901468 http://dx.doi.org/10.1136/tsaco-2021-000827 |
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