Development and validation of a predictive model for PACU hypotension in elderly patients undergoing sedated gastrointestinal endoscopy.

IF 3.4 3区 医学 Q2 GERIATRICS & GERONTOLOGY Aging Clinical and Experimental Research Pub Date : 2024-07-18 DOI:10.1007/s40520-024-02807-6
Zi Wang, Juan Ma, Xin Liu, Ju Gao
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Abstract

Background: Hypotension, characterized by abnormally low blood pressure, is a frequently observed adverse event in sedated gastrointestinal endoscopy procedures. Although the examination time is typically short, hypotension during and after gastroscopy procedures is frequently overlooked or remains undetected. This study aimed to construct a risk nomogram for post-anesthesia care unit (PACU) hypotension in elderly patients undergoing sedated gastrointestinal endoscopy.

Methods: This study involved 2919 elderly patients who underwent sedated gastrointestinal endoscopy. A preoperative questionnaire was used to collect data on patient characteristics; intraoperative medication use and adverse events were also recorded. The primary objective of the study was to evaluate the risk of PACU hypotension in these patients. To achieve this, the least absolute shrinkage and selection operator (LASSO) regression analysis method was used to optimize variable selection, involving cyclic coordinate descent with tenfold cross-validation. Subsequently, multivariable logistic regression analysis was applied to build a predictive model using the selected predictors from the LASSO regression. A nomogram was visually developed based on these variables. To validate the model, a calibration plot, receiver operating characteristic (ROC) curve, and decision curve analysis (DCA) were used. Additionally, external validation was conducted to further assess the model's performance.

Results: The LASSO regression analysis identified predictors associated with an increased risk of adverse events during surgery: age, duration of preoperative water abstinence, intraoperative mean arterial pressure (MAP) <65 mmHg, decreased systolic blood pressure (SBP), and use of norepinephrine (NE). The constructed model based on these predictors demonstrated moderate predictive ability, with an area under the ROC curve of 0.710 in the training set and 0.778 in the validation set. The DCA indicated that the nomogram had clinical applicability when the risk threshold ranged between 20 and 82%, which was subsequently confirmed in the external validation with a range of 18-92%.

Conclusion: Incorporating factors such as age, duration of preoperative water abstinence, intraoperative MAP <65 mmHg, decreased SBP, and use of NE in the risk nomogram increased its usefulness for predicting PACU hypotension risk in elderly patient undergoing sedated gastrointestinal endoscopy.

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针对接受镇静胃肠道内窥镜检查的老年患者,开发并验证 PACU 低血压预测模型。
背景:以血压异常偏低为特征的低血压是镇静胃肠镜检查过程中经常出现的不良反应。虽然检查时间通常很短,但胃镜检查过程中和检查后的低血压却经常被忽视或未被发现。本研究旨在为接受镇静消化内镜检查的老年患者构建麻醉后护理病房(PACU)低血压风险提名图:本研究涉及 2919 名接受镇静胃肠道内窥镜检查的老年患者。研究采用术前问卷调查的方式收集患者特征数据,并记录术中用药情况和不良反应。研究的主要目的是评估这些患者在 PACU 中发生低血压的风险。为此,研究人员采用了最小绝对收缩和选择算子(LASSO)回归分析方法来优化变量选择,其中包括循环坐标下降和十倍交叉验证。随后,采用多变量逻辑回归分析法,利用 LASSO 回归分析法选出的预测因子建立预测模型。根据这些变量直观地绘制了一个提名图。为了验证模型,使用了校准图、接收器工作特征曲线(ROC)和决策曲线分析(DCA)。此外,还进行了外部验证,以进一步评估模型的性能:结果:LASSO 回归分析确定了与手术期间不良事件风险增加相关的预测因素:年龄、术前禁水时间、术中平均动脉压 (MAP) 结论:将年龄、禁水时间、术中平均动脉压 (MAP) 和不良事件风险等因素结合起来,可以预测手术期间不良事件的发生率:将年龄、术前禁水时间、术中平均动脉压(MAP)等因素考虑在内
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来源期刊
CiteScore
7.90
自引率
5.00%
发文量
283
审稿时长
1 months
期刊介绍: Aging clinical and experimental research offers a multidisciplinary forum on the progressing field of gerontology and geriatrics. The areas covered by the journal include: biogerontology, neurosciences, epidemiology, clinical gerontology and geriatric assessment, social, economical and behavioral gerontology. “Aging clinical and experimental research” appears bimonthly and publishes review articles, original papers and case reports.
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