预测心血管手术患者术后谵妄风险的提名图。

IF 4.5 2区 医学 Q1 CLINICAL NEUROLOGY
Chao Liu, Linfei Zhang, Weifeng Tang, Sheng Zhao, Mingke Li, Jinghang Li, Yongfeng Shao
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引用次数: 0

摘要

背景和目的:谵妄是成人心血管手术后常见的精神障碍。15%到23%的心血管手术和心肌病患者会出现谵妄,而谵妄的治疗干预效果一直不尽如人意:共有 729 名接受心血管手术的患者被随机分配到训练集和验证集。利用逻辑回归模型建立了一个提名图,用于预测心血管手术后谵妄的发生率。通过确定接收者操作特征曲线(ROC)、计算 ROC 曲线下面积(AUROC)、绘制校准图和执行决策曲线分析来评估模型的有效性。使用引导法对该模型进行了内部验证:结果:729 例患者中有 165 例(22.6%)出现术后谵妄(POD)。预测因素包括年龄、一过性脑缺血发作、术前住院时间、术前左心室注入分数、N末端前B型钠尿肽水平以及术中输注右美托咪定和人纤维蛋白原。提名图显示出足够的区分度和校准性(AUROC = 0.754,95% 置信区间 = 0.703-0.804)。校准图显示,提名图的预测值与实际值一致。对训练集和验证集的分析表明,该模型具有特定的临床意义:综上所述,该预测模型由七个因素组成,可以大致预测心血管手术患者的 POD 发生率。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A nomogram for predicting the risk of postoperative delirium in individuals undergoing cardiovascular surgery.

Background and purpose: Delirium is a common mental disorder after adult cardiovascular surgery. Fifteen to 23% of patients undergoing cardiovascular surgery and cardiomyopathy experience delirium, and the efficacy of treatment interventions for delirium has been consistently unsatisfactory.

Methods: A total of 729 patients who underwent cardiovascular surgery were randomly allocated into a training set and a validation set. A nomogram was developed using a logistic regression model to predict the incidence of delirium following cardiovascular surgery. The validity of the model was assessed by determining the receiver operating characteristic (ROC) curve, calculating the area under the ROC curve (AUROC), performing a calibration plot, and executing a decision curve analysis. This model was internally validated using the bootstrap method.

Results: Postoperative delirium (POD) occurred in 165 cases (22.6%) among the 729 patients. Predictors included age, transient ischemic attack, length of preoperative stay, preoperative left ventricular injection fraction and N-terminal pro-B-type natriuretic peptide level, and intraoperative infusion of dexmedetomidine and human fibrinogen. The nomogram showed sufficient differentiation and calibration (AUROC = 0.754, 95% confidence interval = 0.703-0.804). The calibration graphs showed that the predictive values of the nomogram were in agreement with the actual values. The analysis of the training and validation sets suggested that the model possessed specific clinical significance.

Conclusions: In summary, the predictive model consists of seven factors that can roughly predict the occurrence of POD in patients who undergo cardiovascular surgery.

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来源期刊
European Journal of Neurology
European Journal of Neurology 医学-临床神经学
CiteScore
9.70
自引率
2.00%
发文量
418
审稿时长
1 months
期刊介绍: The European Journal of Neurology is the official journal of the European Academy of Neurology and covers all areas of clinical and basic research in neurology, including pre-clinical research of immediate translational value for new potential treatments. Emphasis is placed on major diseases of large clinical and socio-economic importance (dementia, stroke, epilepsy, headache, multiple sclerosis, movement disorders, and infectious diseases).
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