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Neural predisposing factors of postoperative delirium in elderly patients with femoral neck fracture
Elderly adults are more likely to develop delirium after major surgery, but there is limited knowledge of the vulnerability for postoperative delirium. In this study, we aimed to identify neural predisposing factors for postoperative delirium and develop a prediction model for estimating an individu...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5954080/ https://www.ncbi.nlm.nih.gov/pubmed/29765105 http://dx.doi.org/10.1038/s41598-018-26030-2 |
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author | Kyeong, Sunghyon Shin, Jung Eun Yang, Kyu Hyun Lee, Woo Suk Chung, Tae-Sub Kim, Jae-Jin |
author_facet | Kyeong, Sunghyon Shin, Jung Eun Yang, Kyu Hyun Lee, Woo Suk Chung, Tae-Sub Kim, Jae-Jin |
author_sort | Kyeong, Sunghyon |
collection | PubMed |
description | Elderly adults are more likely to develop delirium after major surgery, but there is limited knowledge of the vulnerability for postoperative delirium. In this study, we aimed to identify neural predisposing factors for postoperative delirium and develop a prediction model for estimating an individual’s probability of postoperative delirium. Among 57 elderly participants with femoral neck fracture, 25 patients developed postoperative delirium and 32 patients did not. We preoperatively obtained data for clinical assessments, anatomical MRI, and resting-state functional MRI. Then we evaluated gray matter (GM) density, fractional anisotropy, and the amplitude of low-frequency fluctuation (ALFF), and conducted a group-level inference. The prediction models were developed to estimate an individual’s probability using logistic regression. The group-level analysis revealed that neuroticism score, ALFF in the dorsolateral prefrontal cortex, and GM density in the caudate/suprachiasmatic nucleus were predisposing factors. The prediction model with these factors showed a correct classification rate of 86% using a leave-one-out cross-validation. The predicted probability computed from the logistic model was significantly correlated with delirium severity. These results suggest that the three components are the most important predisposing factors for postoperative delirium, and our prediction model may reflect the core pathophysiology in estimating the probability of postoperative delirium. |
format | Online Article Text |
id | pubmed-5954080 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-59540802018-05-21 Neural predisposing factors of postoperative delirium in elderly patients with femoral neck fracture Kyeong, Sunghyon Shin, Jung Eun Yang, Kyu Hyun Lee, Woo Suk Chung, Tae-Sub Kim, Jae-Jin Sci Rep Article Elderly adults are more likely to develop delirium after major surgery, but there is limited knowledge of the vulnerability for postoperative delirium. In this study, we aimed to identify neural predisposing factors for postoperative delirium and develop a prediction model for estimating an individual’s probability of postoperative delirium. Among 57 elderly participants with femoral neck fracture, 25 patients developed postoperative delirium and 32 patients did not. We preoperatively obtained data for clinical assessments, anatomical MRI, and resting-state functional MRI. Then we evaluated gray matter (GM) density, fractional anisotropy, and the amplitude of low-frequency fluctuation (ALFF), and conducted a group-level inference. The prediction models were developed to estimate an individual’s probability using logistic regression. The group-level analysis revealed that neuroticism score, ALFF in the dorsolateral prefrontal cortex, and GM density in the caudate/suprachiasmatic nucleus were predisposing factors. The prediction model with these factors showed a correct classification rate of 86% using a leave-one-out cross-validation. The predicted probability computed from the logistic model was significantly correlated with delirium severity. These results suggest that the three components are the most important predisposing factors for postoperative delirium, and our prediction model may reflect the core pathophysiology in estimating the probability of postoperative delirium. Nature Publishing Group UK 2018-05-15 /pmc/articles/PMC5954080/ /pubmed/29765105 http://dx.doi.org/10.1038/s41598-018-26030-2 Text en © The Author(s) 2018 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 Kyeong, Sunghyon Shin, Jung Eun Yang, Kyu Hyun Lee, Woo Suk Chung, Tae-Sub Kim, Jae-Jin Neural predisposing factors of postoperative delirium in elderly patients with femoral neck fracture |
title | Neural predisposing factors of postoperative delirium in elderly patients with femoral neck fracture |
title_full | Neural predisposing factors of postoperative delirium in elderly patients with femoral neck fracture |
title_fullStr | Neural predisposing factors of postoperative delirium in elderly patients with femoral neck fracture |
title_full_unstemmed | Neural predisposing factors of postoperative delirium in elderly patients with femoral neck fracture |
title_short | Neural predisposing factors of postoperative delirium in elderly patients with femoral neck fracture |
title_sort | neural predisposing factors of postoperative delirium in elderly patients with femoral neck fracture |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5954080/ https://www.ncbi.nlm.nih.gov/pubmed/29765105 http://dx.doi.org/10.1038/s41598-018-26030-2 |
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