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Nomogram Prediction of Short-Term Outcome After Intracerebral Hemorrhage
BACKGROUND: The early symptoms of patients with elevated intracranial pressure (ICP) after intracerebral hemorrhage (ICH) are easily overlooked, which will result in missing the optimal opportunity for clinical intervention. However, it is difficult for ICH patients admitted to the neurology departm...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Dove
2021
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8434878/ https://www.ncbi.nlm.nih.gov/pubmed/34522130 http://dx.doi.org/10.2147/IJGM.S330742 |
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author | Kang, Huili Cai, Qiuqiong Gong, Liang Wang, Ying |
author_facet | Kang, Huili Cai, Qiuqiong Gong, Liang Wang, Ying |
author_sort | Kang, Huili |
collection | PubMed |
description | BACKGROUND: The early symptoms of patients with elevated intracranial pressure (ICP) after intracerebral hemorrhage (ICH) are easily overlooked, which will result in missing the optimal opportunity for clinical intervention. However, it is difficult for ICH patients admitted to the neurology department to receive invasive ICP monitoring, although it is crucial for the early identification of neurologic deterioration (ND). OBJECTIVE: The aim of this study is to investigate the association between the changes of transcranial Doppler (TCD) variables and ND after onset and establish a nomogram for predicting the short-term outcome of ICH. METHODS: A total of 297 patients were recruited and their clinical characteristics and the changes of TCD variables were recorded. The independent prognostic factors for the ND after onset in the ICH patients were screened from multivariate Logistic regression analysis, which were served as inputs for the nomogram construction. Discrimination and calibration validations were performed to assess the performance of the nomogram [concordance index (C-index) for discrimination and Hosmer–Lemeshow (HL) test for calibration] and the decision curve analysis was applied to assess the clinical suitability. RESULTS: ΔaPI [defined as the change of pulsatility index (PI) between the 1st and 3rd day after onset for affected hemisphere] was independently associated with the ND after onset. Moreover, hematoma volume, presence of intraventricular hemorrhage, and Glasgow coma scale were also the independent prognostic factors of ND. The developed nomogram incorporating ΔaPI showed good discrimination (C-index: 0.916 after 1000 bootstrapping) and calibration (P=0.412, HL test) and yielded net benefits. CONCLUSION: The nomogram incorporating ΔaPI might be useful in predicting the risk of ND within 14 days after onset, which might help identify patients in the neurology department in need of further care. |
format | Online Article Text |
id | pubmed-8434878 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Dove |
record_format | MEDLINE/PubMed |
spelling | pubmed-84348782021-09-13 Nomogram Prediction of Short-Term Outcome After Intracerebral Hemorrhage Kang, Huili Cai, Qiuqiong Gong, Liang Wang, Ying Int J Gen Med Original Research BACKGROUND: The early symptoms of patients with elevated intracranial pressure (ICP) after intracerebral hemorrhage (ICH) are easily overlooked, which will result in missing the optimal opportunity for clinical intervention. However, it is difficult for ICH patients admitted to the neurology department to receive invasive ICP monitoring, although it is crucial for the early identification of neurologic deterioration (ND). OBJECTIVE: The aim of this study is to investigate the association between the changes of transcranial Doppler (TCD) variables and ND after onset and establish a nomogram for predicting the short-term outcome of ICH. METHODS: A total of 297 patients were recruited and their clinical characteristics and the changes of TCD variables were recorded. The independent prognostic factors for the ND after onset in the ICH patients were screened from multivariate Logistic regression analysis, which were served as inputs for the nomogram construction. Discrimination and calibration validations were performed to assess the performance of the nomogram [concordance index (C-index) for discrimination and Hosmer–Lemeshow (HL) test for calibration] and the decision curve analysis was applied to assess the clinical suitability. RESULTS: ΔaPI [defined as the change of pulsatility index (PI) between the 1st and 3rd day after onset for affected hemisphere] was independently associated with the ND after onset. Moreover, hematoma volume, presence of intraventricular hemorrhage, and Glasgow coma scale were also the independent prognostic factors of ND. The developed nomogram incorporating ΔaPI showed good discrimination (C-index: 0.916 after 1000 bootstrapping) and calibration (P=0.412, HL test) and yielded net benefits. CONCLUSION: The nomogram incorporating ΔaPI might be useful in predicting the risk of ND within 14 days after onset, which might help identify patients in the neurology department in need of further care. Dove 2021-09-07 /pmc/articles/PMC8434878/ /pubmed/34522130 http://dx.doi.org/10.2147/IJGM.S330742 Text en © 2021 Kang et al. https://creativecommons.org/licenses/by-nc/3.0/This work is published and licensed by Dove Medical Press Limited. The full terms of this license are available at https://www.dovepress.com/terms.php and incorporate the Creative Commons Attribution – Non Commercial (unported, v3.0) License (http://creativecommons.org/licenses/by-nc/3.0/ (https://creativecommons.org/licenses/by-nc/3.0/) ). By accessing the work you hereby accept the Terms. Non-commercial uses of the work are permitted without any further permission from Dove Medical Press Limited, provided the work is properly attributed. For permission for commercial use of this work, please see paragraphs 4.2 and 5 of our Terms (https://www.dovepress.com/terms.php). |
spellingShingle | Original Research Kang, Huili Cai, Qiuqiong Gong, Liang Wang, Ying Nomogram Prediction of Short-Term Outcome After Intracerebral Hemorrhage |
title | Nomogram Prediction of Short-Term Outcome After Intracerebral Hemorrhage |
title_full | Nomogram Prediction of Short-Term Outcome After Intracerebral Hemorrhage |
title_fullStr | Nomogram Prediction of Short-Term Outcome After Intracerebral Hemorrhage |
title_full_unstemmed | Nomogram Prediction of Short-Term Outcome After Intracerebral Hemorrhage |
title_short | Nomogram Prediction of Short-Term Outcome After Intracerebral Hemorrhage |
title_sort | nomogram prediction of short-term outcome after intracerebral hemorrhage |
topic | Original Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8434878/ https://www.ncbi.nlm.nih.gov/pubmed/34522130 http://dx.doi.org/10.2147/IJGM.S330742 |
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