A nomogram for the prediction of short-term mortality in patients with aneurysmal subarachnoid hemorrhage requiring mechanical ventilation: a post-hoc analysis

被引:0
|
作者
Mei, Qing [1 ]
Shen, Hui [2 ]
Liu, Jian [3 ]
机构
[1] Beijing Pinggu Hosp, Dept Neurol, Beijing, Peoples R China
[2] Capital Med Univ, Sanbo Brain Hosp, Dept Intervent Neuroradiol, Beijing, Peoples R China
[3] Southern Med Univ, Zhujiang Hosp, Engn Technol Res Ctr Educ,Guangdong Prov Key Lab B, Dept Funct Neurosurg,Natl Key Clin Specialty,Minis, Guangzhou, Peoples R China
来源
FRONTIERS IN NEUROLOGY | 2024年 / 14卷
关键词
aneurysm subarachnoid hemorrhage; mechanical ventilation; prediction; mortality; nomogram; CASE-FATALITY; AUSTRALIA; PROGNOSIS; MODEL;
D O I
10.3389/fneur.2023.1280047
中图分类号
R74 [神经病学与精神病学];
学科分类号
摘要
Background Aneurysmal subarachnoid hemorrhage (aSAH) is a devastating stroke subtype with high morbidity and mortality. Although several studies have developed a prediction model in aSAH to predict individual outcomes, few have addressed short-term mortality in patients requiring mechanical ventilation. The study aimed to construct a user-friendly nomogram to provide a simple, precise, and personalized prediction of 30-day mortality in patients with aSAH requiring mechanical ventilation.Methods We conducted a post-hoc analysis based on a retrospective study in a French university hospital intensive care unit (ICU). All patients with aSAH requiring mechanical ventilation from January 2010 to December 2015 were included. Demographic and clinical variables were collected to develop a nomogram for predicting 30-day mortality. The least absolute shrinkage and selection operator (LASSO) regression method was performed to identify predictors, and multivariate logistic regression was used to establish a nomogram. The discriminative ability, calibration, and clinical practicability of the nomogram to predict short-term mortality were tested using the area under the curve (AUC), calibration plot, and decision curve analysis (DCA).Results Admission GCS, SAPS II, rebleeding, early brain injury (EBI), and external ventricular drain (EVD) were significantly associated with 30-day mortality in patients with aSAH requiring mechanical ventilation. Model A incorporated four clinical factors available in the early stages of the aSAH: GCS, SAPS II, rebleeding, and EBI. Then, the prediction model B with the five predictors was developed and presented in a nomogram. The predictive nomogram yielded an AUC of 0.795 [95% CI, 0.731-0.858], and in the internal validation with bootstrapping, the AUC was 0.780. The predictive model was well-calibrated, and decision curve analysis further confirmed the clinical usefulness of the nomogram.Conclusion We have developed two models and constructed a nomogram that included five clinical characteristics to predict 30-day mortality in patients with aSAH requiring mechanical ventilation, which may aid clinical decision-making.
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