Nomogram for Prediction of Postoperative Delirium after Deep Brain Stimulation of Subthalamic Nucleus in Parkinson’s Disease under General Anesthesia

Introduction. Postoperative delirium can increase cognitive impairment and mortality in patients with Parkinson’s disease. The purpose of this study was to develop and internally validate a clinical prediction model of delirium after deep brain stimulation of the subthalamic nucleus in Parkinson’s d...

Full description

Bibliographic Details
Main Authors: Yu-Ting Ling, Qian-Qian Guo, Si-Min Wang, Li-Nan Zhang, Jin-Hua Chen, Yi Liu, Ruo-Heng Xuan, Bo Qu, Li-Ge Liu, Zhi-Shuang Wen, Jia-Kun Xu, Lu-Lu Jiang, Wen-Biao Xian, Bin Wu, Chang-Ming Zhang, Ling Chen, Jin-Long Liu, Nan Jiang
Format: Article
Language:English
Published: Hindawi Limited 2022-01-01
Series:Parkinson's Disease
Online Access:http://dx.doi.org/10.1155/2022/6915627
_version_ 1811188153959055360
author Yu-Ting Ling
Qian-Qian Guo
Si-Min Wang
Li-Nan Zhang
Jin-Hua Chen
Yi Liu
Ruo-Heng Xuan
Bo Qu
Li-Ge Liu
Zhi-Shuang Wen
Jia-Kun Xu
Lu-Lu Jiang
Wen-Biao Xian
Bin Wu
Chang-Ming Zhang
Ling Chen
Jin-Long Liu
Nan Jiang
author_facet Yu-Ting Ling
Qian-Qian Guo
Si-Min Wang
Li-Nan Zhang
Jin-Hua Chen
Yi Liu
Ruo-Heng Xuan
Bo Qu
Li-Ge Liu
Zhi-Shuang Wen
Jia-Kun Xu
Lu-Lu Jiang
Wen-Biao Xian
Bin Wu
Chang-Ming Zhang
Ling Chen
Jin-Long Liu
Nan Jiang
author_sort Yu-Ting Ling
collection DOAJ
description Introduction. Postoperative delirium can increase cognitive impairment and mortality in patients with Parkinson’s disease. The purpose of this study was to develop and internally validate a clinical prediction model of delirium after deep brain stimulation of the subthalamic nucleus in Parkinson’s disease under general anesthesia. Methods. We conducted a retrospective observational cohort study on the data of 240 patients with Parkinson’s disease who underwent deep brain stimulation of the subthalamic nucleus under general anesthesia. Demographic characteristics, clinical evaluation, imaging data, laboratory data, and surgical anesthesia information were collected. Multivariate logistic regression was used to develop the prediction model for postoperative delirium. Results. A total of 159 patients were included in the cohort, of which 38 (23.90%) had postoperative delirium. Smoking (OR 4.51, 95% CI 1.56–13.02, p<0.01) was the most important risk factor; other independent predictors were orthostatic hypotension (OR 3.42, 95% CI 0.90–13.06, p=0.07), inhibitors of type-B monoamine oxidase (OR 3.07, 95% CI 1.17–8.04, p=0.02), preoperative MRI with silent brain ischemia or infarction (OR 2.36, 95% CI 0.90–6.14, p=0.08), Hamilton anxiety scale score (OR 2.12, 95% CI 1.28–3.50, p<0.01), and apolipoprotein E level in plasma (OR 1.48, 95% CI 0.95–2.29, p=0.08). The area under the receiver operating characteristic curve (AUC) was 0.76 (95% CI 0.66–0.86). A nomogram was established and showed good calibration and clinical predictive capacity. After bootstrap for internal verification, the AUC was 0.74 (95% CI 0.66–0.83). Conclusion. This study provides evidence for the independent inducing factors of delirium after deep brain stimulation of the subthalamic nucleus in Parkinson’s disease under general anesthesia. By predicting the development of delirium, our model may identify high-risk groups that can benefit from early or preventive intervention.
first_indexed 2024-04-11T14:15:58Z
format Article
id doaj.art-84d598ae4bda4784a17d5ea6555ac025
institution Directory Open Access Journal
issn 2042-0080
language English
last_indexed 2024-04-11T14:15:58Z
publishDate 2022-01-01
publisher Hindawi Limited
record_format Article
series Parkinson's Disease
spelling doaj.art-84d598ae4bda4784a17d5ea6555ac0252022-12-22T04:19:30ZengHindawi LimitedParkinson's Disease2042-00802022-01-01202210.1155/2022/6915627Nomogram for Prediction of Postoperative Delirium after Deep Brain Stimulation of Subthalamic Nucleus in Parkinson’s Disease under General AnesthesiaYu-Ting Ling0Qian-Qian Guo1Si-Min Wang2Li-Nan Zhang3Jin-Hua Chen4Yi Liu5Ruo-Heng Xuan6Bo Qu7Li-Ge Liu8Zhi-Shuang Wen9Jia-Kun Xu10Lu-Lu Jiang11Wen-Biao Xian12Bin Wu13Chang-Ming Zhang14Ling Chen15Jin-Long Liu16Nan Jiang17Department of AnesthesiologyDepartment of AnesthesiologyDepartment of AnesthesiologyDepartment of AnesthesiologyDepartment of NeurologyDepartment of AnesthesiologyDepartment of NeurosurgeryDepartment of AnesthesiologyDepartment of AnesthesiologyDepartment of AnesthesiologyDepartment of NeurosurgeryDepartment of NeurologyDepartment of NeurologyDepartment of NeurosurgeryDepartment of NeurosurgeryDepartment of NeurologyDepartment of NeurosurgeryDepartment of AnesthesiologyIntroduction. Postoperative delirium can increase cognitive impairment and mortality in patients with Parkinson’s disease. The purpose of this study was to develop and internally validate a clinical prediction model of delirium after deep brain stimulation of the subthalamic nucleus in Parkinson’s disease under general anesthesia. Methods. We conducted a retrospective observational cohort study on the data of 240 patients with Parkinson’s disease who underwent deep brain stimulation of the subthalamic nucleus under general anesthesia. Demographic characteristics, clinical evaluation, imaging data, laboratory data, and surgical anesthesia information were collected. Multivariate logistic regression was used to develop the prediction model for postoperative delirium. Results. A total of 159 patients were included in the cohort, of which 38 (23.90%) had postoperative delirium. Smoking (OR 4.51, 95% CI 1.56–13.02, p<0.01) was the most important risk factor; other independent predictors were orthostatic hypotension (OR 3.42, 95% CI 0.90–13.06, p=0.07), inhibitors of type-B monoamine oxidase (OR 3.07, 95% CI 1.17–8.04, p=0.02), preoperative MRI with silent brain ischemia or infarction (OR 2.36, 95% CI 0.90–6.14, p=0.08), Hamilton anxiety scale score (OR 2.12, 95% CI 1.28–3.50, p<0.01), and apolipoprotein E level in plasma (OR 1.48, 95% CI 0.95–2.29, p=0.08). The area under the receiver operating characteristic curve (AUC) was 0.76 (95% CI 0.66–0.86). A nomogram was established and showed good calibration and clinical predictive capacity. After bootstrap for internal verification, the AUC was 0.74 (95% CI 0.66–0.83). Conclusion. This study provides evidence for the independent inducing factors of delirium after deep brain stimulation of the subthalamic nucleus in Parkinson’s disease under general anesthesia. By predicting the development of delirium, our model may identify high-risk groups that can benefit from early or preventive intervention.http://dx.doi.org/10.1155/2022/6915627
spellingShingle Yu-Ting Ling
Qian-Qian Guo
Si-Min Wang
Li-Nan Zhang
Jin-Hua Chen
Yi Liu
Ruo-Heng Xuan
Bo Qu
Li-Ge Liu
Zhi-Shuang Wen
Jia-Kun Xu
Lu-Lu Jiang
Wen-Biao Xian
Bin Wu
Chang-Ming Zhang
Ling Chen
Jin-Long Liu
Nan Jiang
Nomogram for Prediction of Postoperative Delirium after Deep Brain Stimulation of Subthalamic Nucleus in Parkinson’s Disease under General Anesthesia
Parkinson's Disease
title Nomogram for Prediction of Postoperative Delirium after Deep Brain Stimulation of Subthalamic Nucleus in Parkinson’s Disease under General Anesthesia
title_full Nomogram for Prediction of Postoperative Delirium after Deep Brain Stimulation of Subthalamic Nucleus in Parkinson’s Disease under General Anesthesia
title_fullStr Nomogram for Prediction of Postoperative Delirium after Deep Brain Stimulation of Subthalamic Nucleus in Parkinson’s Disease under General Anesthesia
title_full_unstemmed Nomogram for Prediction of Postoperative Delirium after Deep Brain Stimulation of Subthalamic Nucleus in Parkinson’s Disease under General Anesthesia
title_short Nomogram for Prediction of Postoperative Delirium after Deep Brain Stimulation of Subthalamic Nucleus in Parkinson’s Disease under General Anesthesia
title_sort nomogram for prediction of postoperative delirium after deep brain stimulation of subthalamic nucleus in parkinson s disease under general anesthesia
url http://dx.doi.org/10.1155/2022/6915627
work_keys_str_mv AT yutingling nomogramforpredictionofpostoperativedeliriumafterdeepbrainstimulationofsubthalamicnucleusinparkinsonsdiseaseundergeneralanesthesia
AT qianqianguo nomogramforpredictionofpostoperativedeliriumafterdeepbrainstimulationofsubthalamicnucleusinparkinsonsdiseaseundergeneralanesthesia
AT siminwang nomogramforpredictionofpostoperativedeliriumafterdeepbrainstimulationofsubthalamicnucleusinparkinsonsdiseaseundergeneralanesthesia
AT linanzhang nomogramforpredictionofpostoperativedeliriumafterdeepbrainstimulationofsubthalamicnucleusinparkinsonsdiseaseundergeneralanesthesia
AT jinhuachen nomogramforpredictionofpostoperativedeliriumafterdeepbrainstimulationofsubthalamicnucleusinparkinsonsdiseaseundergeneralanesthesia
AT yiliu nomogramforpredictionofpostoperativedeliriumafterdeepbrainstimulationofsubthalamicnucleusinparkinsonsdiseaseundergeneralanesthesia
AT ruohengxuan nomogramforpredictionofpostoperativedeliriumafterdeepbrainstimulationofsubthalamicnucleusinparkinsonsdiseaseundergeneralanesthesia
AT boqu nomogramforpredictionofpostoperativedeliriumafterdeepbrainstimulationofsubthalamicnucleusinparkinsonsdiseaseundergeneralanesthesia
AT ligeliu nomogramforpredictionofpostoperativedeliriumafterdeepbrainstimulationofsubthalamicnucleusinparkinsonsdiseaseundergeneralanesthesia
AT zhishuangwen nomogramforpredictionofpostoperativedeliriumafterdeepbrainstimulationofsubthalamicnucleusinparkinsonsdiseaseundergeneralanesthesia
AT jiakunxu nomogramforpredictionofpostoperativedeliriumafterdeepbrainstimulationofsubthalamicnucleusinparkinsonsdiseaseundergeneralanesthesia
AT lulujiang nomogramforpredictionofpostoperativedeliriumafterdeepbrainstimulationofsubthalamicnucleusinparkinsonsdiseaseundergeneralanesthesia
AT wenbiaoxian nomogramforpredictionofpostoperativedeliriumafterdeepbrainstimulationofsubthalamicnucleusinparkinsonsdiseaseundergeneralanesthesia
AT binwu nomogramforpredictionofpostoperativedeliriumafterdeepbrainstimulationofsubthalamicnucleusinparkinsonsdiseaseundergeneralanesthesia
AT changmingzhang nomogramforpredictionofpostoperativedeliriumafterdeepbrainstimulationofsubthalamicnucleusinparkinsonsdiseaseundergeneralanesthesia
AT lingchen nomogramforpredictionofpostoperativedeliriumafterdeepbrainstimulationofsubthalamicnucleusinparkinsonsdiseaseundergeneralanesthesia
AT jinlongliu nomogramforpredictionofpostoperativedeliriumafterdeepbrainstimulationofsubthalamicnucleusinparkinsonsdiseaseundergeneralanesthesia
AT nanjiang nomogramforpredictionofpostoperativedeliriumafterdeepbrainstimulationofsubthalamicnucleusinparkinsonsdiseaseundergeneralanesthesia