Nomogram for predicting post-traumatic hydrocephalus after decompressive craniectomy for traumatic brain injury

SUMMARY OBJECTIVE: This study aimed to develop and validate a practical nomogram to predict the occurrence of post-traumatic hydrocephalus in patients who have undergone decompressive craniectomy for traumatic brain injury. METHODS: A total of 516 cases were enrolled and divided into the training (n=364) and validation (n=152) cohorts. Optimal predictors were selected through least absolute shrinkage and selection operator regression analysis of the training cohort then used to develop a nomogram. Receiver operating characteristic, calibration plot, and decision curve analysis, respectively, were used to evaluate the discrimination, fitting performance, and clinical utility of the resulting nomogram in the validation cohort. RESULTS: Preoperative subarachnoid hemorrhage Fisher grade, type of decompressive craniectomy, transcalvarial herniation volume, subdural hygroma, and functional outcome were all identified as predictors and included in the predicting model. The nomogram exhibited good discrimination in the validation cohort and had an area under the receiver operating characteristic curve of 0.80 (95%CI 0.72–0.88). The calibration plot demonstrated goodness-of-fit between the nomogram’s prediction and actual observation in the validation cohort. Finally, decision curve analysis indicated significant clinical adaptability. CONCLUSION: The present study developed and validated a model to predict post-traumatic hydrocephalus. The nomogram that had good discrimination, calibration, and clinical practicality can be useful for screening patients at a high risk of post-traumatic hydrocephalus. The nomogram can also be used in clinical practice to develop better therapeutic strategies.

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Main Authors: Zhuo,Jianwei, Zhang,Wenwen, Xu,Yinong, Zhang,Jing, Sun,Jilin, Ji,Meng, Wang,Kai, Wang,Yuhai
Format: Digital revista
Language:English
Published: Associação Médica Brasileira 2022
Online Access:http://old.scielo.br/scielo.php?script=sci_arttext&pid=S0104-42302022000100037
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spelling oai:scielo:S0104-423020220001000372022-08-26Nomogram for predicting post-traumatic hydrocephalus after decompressive craniectomy for traumatic brain injuryZhuo,JianweiZhang,WenwenXu,YinongZhang,JingSun,JilinJi,MengWang,KaiWang,Yuhai Post-traumatic hydrocephalus Decompressive craniectomy Traumatic brain injury Nomogram Prediction model SUMMARY OBJECTIVE: This study aimed to develop and validate a practical nomogram to predict the occurrence of post-traumatic hydrocephalus in patients who have undergone decompressive craniectomy for traumatic brain injury. METHODS: A total of 516 cases were enrolled and divided into the training (n=364) and validation (n=152) cohorts. Optimal predictors were selected through least absolute shrinkage and selection operator regression analysis of the training cohort then used to develop a nomogram. Receiver operating characteristic, calibration plot, and decision curve analysis, respectively, were used to evaluate the discrimination, fitting performance, and clinical utility of the resulting nomogram in the validation cohort. RESULTS: Preoperative subarachnoid hemorrhage Fisher grade, type of decompressive craniectomy, transcalvarial herniation volume, subdural hygroma, and functional outcome were all identified as predictors and included in the predicting model. The nomogram exhibited good discrimination in the validation cohort and had an area under the receiver operating characteristic curve of 0.80 (95%CI 0.72–0.88). The calibration plot demonstrated goodness-of-fit between the nomogram’s prediction and actual observation in the validation cohort. Finally, decision curve analysis indicated significant clinical adaptability. CONCLUSION: The present study developed and validated a model to predict post-traumatic hydrocephalus. The nomogram that had good discrimination, calibration, and clinical practicality can be useful for screening patients at a high risk of post-traumatic hydrocephalus. The nomogram can also be used in clinical practice to develop better therapeutic strategies.info:eu-repo/semantics/openAccessAssociação Médica BrasileiraRevista da Associação Médica Brasileira v.68 n.1 20222022-01-01info:eu-repo/semantics/articletext/htmlhttp://old.scielo.br/scielo.php?script=sci_arttext&pid=S0104-42302022000100037en10.1590/1806-9282.20210392
institution SCIELO
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country Brasil
countrycode BR
component Revista
access En linea
databasecode rev-scielo-br
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region America del Sur
libraryname SciELO
language English
format Digital
author Zhuo,Jianwei
Zhang,Wenwen
Xu,Yinong
Zhang,Jing
Sun,Jilin
Ji,Meng
Wang,Kai
Wang,Yuhai
spellingShingle Zhuo,Jianwei
Zhang,Wenwen
Xu,Yinong
Zhang,Jing
Sun,Jilin
Ji,Meng
Wang,Kai
Wang,Yuhai
Nomogram for predicting post-traumatic hydrocephalus after decompressive craniectomy for traumatic brain injury
author_facet Zhuo,Jianwei
Zhang,Wenwen
Xu,Yinong
Zhang,Jing
Sun,Jilin
Ji,Meng
Wang,Kai
Wang,Yuhai
author_sort Zhuo,Jianwei
title Nomogram for predicting post-traumatic hydrocephalus after decompressive craniectomy for traumatic brain injury
title_short Nomogram for predicting post-traumatic hydrocephalus after decompressive craniectomy for traumatic brain injury
title_full Nomogram for predicting post-traumatic hydrocephalus after decompressive craniectomy for traumatic brain injury
title_fullStr Nomogram for predicting post-traumatic hydrocephalus after decompressive craniectomy for traumatic brain injury
title_full_unstemmed Nomogram for predicting post-traumatic hydrocephalus after decompressive craniectomy for traumatic brain injury
title_sort nomogram for predicting post-traumatic hydrocephalus after decompressive craniectomy for traumatic brain injury
description SUMMARY OBJECTIVE: This study aimed to develop and validate a practical nomogram to predict the occurrence of post-traumatic hydrocephalus in patients who have undergone decompressive craniectomy for traumatic brain injury. METHODS: A total of 516 cases were enrolled and divided into the training (n=364) and validation (n=152) cohorts. Optimal predictors were selected through least absolute shrinkage and selection operator regression analysis of the training cohort then used to develop a nomogram. Receiver operating characteristic, calibration plot, and decision curve analysis, respectively, were used to evaluate the discrimination, fitting performance, and clinical utility of the resulting nomogram in the validation cohort. RESULTS: Preoperative subarachnoid hemorrhage Fisher grade, type of decompressive craniectomy, transcalvarial herniation volume, subdural hygroma, and functional outcome were all identified as predictors and included in the predicting model. The nomogram exhibited good discrimination in the validation cohort and had an area under the receiver operating characteristic curve of 0.80 (95%CI 0.72–0.88). The calibration plot demonstrated goodness-of-fit between the nomogram’s prediction and actual observation in the validation cohort. Finally, decision curve analysis indicated significant clinical adaptability. CONCLUSION: The present study developed and validated a model to predict post-traumatic hydrocephalus. The nomogram that had good discrimination, calibration, and clinical practicality can be useful for screening patients at a high risk of post-traumatic hydrocephalus. The nomogram can also be used in clinical practice to develop better therapeutic strategies.
publisher Associação Médica Brasileira
publishDate 2022
url http://old.scielo.br/scielo.php?script=sci_arttext&pid=S0104-42302022000100037
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AT zhangwenwen nomogramforpredictingposttraumatichydrocephalusafterdecompressivecraniectomyfortraumaticbraininjury
AT xuyinong nomogramforpredictingposttraumatichydrocephalusafterdecompressivecraniectomyfortraumaticbraininjury
AT zhangjing nomogramforpredictingposttraumatichydrocephalusafterdecompressivecraniectomyfortraumaticbraininjury
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AT jimeng nomogramforpredictingposttraumatichydrocephalusafterdecompressivecraniectomyfortraumaticbraininjury
AT wangkai nomogramforpredictingposttraumatichydrocephalusafterdecompressivecraniectomyfortraumaticbraininjury
AT wangyuhai nomogramforpredictingposttraumatichydrocephalusafterdecompressivecraniectomyfortraumaticbraininjury
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