Evidence map›Paper›PMID 39023685›Full record

ArticleAging clinical and experimental research2024

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

Zi Wang, Juan Ma, Xin Liu, Ju Gao

Abstract readValidation Study
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Article in Aging clinical and experimental research, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

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4citing papers in PubMed
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3 · Its place in the literature

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4 citing papers in PubMed.

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4 · The record

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5 · Who and what money

Authors and funding

4 authors.

Zi Wang *Department of Anesthesiology, Northern Jiangsu People's Hospital Affiliated to Yangzhou University, Jiangsu, Yangzhou, 225001, China.
Juan Ma *Department of Anesthesiology, Northern Jiangsu People's Hospital Affiliated to Yangzhou University, Jiangsu, Yangzhou, 225001, China.
Xin LiuDepartment of Anesthesiology, Northern Jiangsu People's Hospital Affiliated to Yangzhou University, Jiangsu, Yangzhou, 225001, China.
Ju GaoDepartment of Anesthesiology, Northern Jiangsu People's Hospital Affiliated to Yangzhou University, Jiangsu, Yangzhou, 225001, China. gaoju_003@163.com.ORCID http://orcid.org/0000-0002-8644-0888

Funding

General Project of Medical Scientific Research Project of Jiangsu Provincial Health Commission M2021105National Natural Science Foundation of China 82172190Special Fund for Yangzhou Key Laboratory Cultivation YZ20211148
6 · The paper itself

Abstract

backgroundHypotension, 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.

methodsThis 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.

resultsThe 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%.

conclusionIncorporating 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.

Indexed as

Endoscopy, GastrointestinalHypotensionAgedAged, 80 and overAnesthesia Recovery PeriodFemaleHumansMaleNomogramsROC CurveAgedEndoscopyGastrointestinalRecovery roomRisk factors

Identifiers

PMID39023685
PMCPMC11258065

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.