首页|构建电视胸腔镜继发术后认知功能障碍的风险预测模型

构建电视胸腔镜继发术后认知功能障碍的风险预测模型

Construction of a risk prediction model for cognitive dysfunction secondary to video-assisted thoracoscopic surgery

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目的:构建电视胸腔镜(VATS)继发术后认知障碍(POCD)的预测模型,并改进相关评判体系.方法:开展横断面调查,构建专项优化预测模型;将预测模型转换为可视化的优化评分量表,从而量化VATS继发POCD的概率;再以现行的预测模型为参照,探寻优化评分对于VATS继发POCD的评判效能.结果:①经过样本量计算和充分纳入-排除标准,连续选取202例VATS患者作为本次横断面研究的模型组样本,累计22例继发POCD、180例认知功能正常.②组间比较人口学特征发现:BMI数值显著升高,差异具有统计学意义(P<0.05);组间比较临床资料发现麻醉耗时、术后置管时间、术后至下床活动时间、住院时间、NSE、TNF-α,及其TNM分期构成比差异有统计学意义(P<0.05).③将上述指标依次纳入单因素及多因素Poisson回归分析,筛选得出麻醉耗时、术后置管时间、住院时间、NSE、TNF-α为独立影响因素,且均为危险性因素.以列线图形式将预测模型转为可视化的优化评分量表,获知相应评分对应的预测概率.④应用ROC曲线检验优化评分与参照评分对于VATS继发POCD的评判效能,按照两种评分信息提取验证组患者的相关资料,获取每例验证组患者的最终评分.将评分与预后结果代入ROC曲线以评价不同预测模型的预测能力:优化评分与参照评分的评判临界值(cut-off)分别为172分、219分,优化评分的曲线下面积(AUC)为0.811、Youden指数为0.52,均大于参照评分,且优化评分对于继发POCD的评判效能显著优于参照评分(Z=2.871,P<0.05).结论:本研究为VATS患者构建专项继发POCD的预测模型,并转化为易于临床使用的优化评分,其评判效能可靠.
Objective:To construct a predictive model for postoperative cognitive dysfunction(POCD)in video-assisted thoracoscopic surgery(VATS)and improve the relevant assessment system.Methods:A cross-sectional survey was conducted to build a specialized optimized predictive model.The predic-tive model was transformed into a visualized optimized scoring scale to quantify the probability of VATS-related POCD.The efficacy of the optimized scoring in assessing VATS-related POCD was explored in comparison with the current predictive model.Results:① After sample size calculation and comprehensive inclusion-exclusion criteria,202 consecutive VATS patients were selected as the model group for this cross-sectional study,with 22 cases of postoperative POCD and 180 cases of nor-mal cognitive function.② Inter-group comparison of demographic features revealed a significant in-crease in BMI values,with statistically significant differences(P<0.05).Clinical data comparisons between groups showed significant differences in anesthesia duration,postoperative intubation time,postoperative to ambulation time,length of hospital stay,NSE,TNF-α,and TNM staging composi-tion(P<0.05).③ The above indicators were sequentially included in univariate and multivariate Pois-son regression analysis,and anesthesia duration,postoperative intubation time,length of hospital stay,NSE,and TNF-α were identified as independent influencing factors,all of which were risk fac-tors.The predictive model was transformed into a visualized optimized scoring scale in the form of a column chart,revealing the corresponding predicted probabilities for each score.④ The ROC curve was used to test the efficacy of the optimized scoring compared to the reference scoring in assessing VATS-related POCD.Patient data for the validation group were extracted based on both scoring sys-tems,and the final scores for each patient in the validation group were obtained.ROC curves were ap-plied to evaluate the predictive ability of different models.The cutoff values for optimized scoring and reference scoring were 172 points and 219 points,respectively.The AUC for optimized scoring was 0.811,and the Youden index was 0.52,both higher than the reference scoring.The efficacy of opti-mized scoring in assessing POCD was significantly better than that of reference scoring(Z=2.871,P<0.05).Conclusion:This study constructs a specialized predictive model for postoperative cogni-tive dysfunction in VATS patients and transforms it into an easily applicable optimized scoring system with reliable assessment efficacy.

Video-Assisted Thoracoscopic SurgerySecondaryCognitive FunctionPrediction ModelCross-Section

熊娟、江万里、黄婷

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武汉大学人民医院胸外科,湖北 武汉 430060

武汉大学人民医院手术室 湖北 武汉 430060

电视胸腔镜 继发 认知功能 预测模型 横断面

国家自然科学基金青年项目

82100368

2024

武汉大学学报(医学版)
武汉大学

武汉大学学报(医学版)

CSTPCD
影响因子:0.959
ISSN:1671-8852
年,卷(期):2024.45(9)