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老年慢性阻塞性肺疾病并发呼吸机相关性肺炎风险预警模型的构建与验证OA

Construction and validation of risk early warning model for elderly patients with chronic obstructive pulmonary disease complicated with ventilator-associated pneumonia

中文摘要英文摘要

目的 分析老年慢性阻塞性肺疾病(COPD)患者并发呼吸机相关性肺炎(VAP)的危险因素,构建风险预警模型并进行验证.方法 回顾性选取2020年8月至2022年12月于该院重症医学科收治的170例老年COPD患者纳入建模组,根据患者住院期间是否并发VAP分为VAP组和无VAP组;采用单因素和lo-gistic 回归分析VAP发生的独立影响因素,并根据独立影响因素构建风险预警模型;采用受试者操作特征(ROC)曲线对模型进行区分度评估,并采用Hosmer-Lemeshow检验判断模型的拟合优度,另选取73例同期老年COPD患者纳入验证组,对模型进行外部验证.结果 建模组170例老年COPD患者中41例并发VAP,发生率为24.1%.单因素及多因素分析结果显示,糖尿病史[比值比(OR)=14.821,95%可信区间(95%CI)2.462~89.232]、联用抗菌药物(OR=6.352,95%CI 1.391~29.008)、留置胃管(OR=5.454,95%CI 1.213~24.521)、误吸(OR=7.745,95%CI 1.569~38.224)、机械通气时间>5 d(OR=8.014,95%CI 2.026~31.695)、住院时间≥14 d(OR=6.494,95%CI 1.371~30.755)和急性生理与慢性健康状况评分Ⅱ系统(APACHEⅡ)>18 分(OR=16.714,95%CI 3.326~83.983)是老年 COPD 患者并发 VAP 的独立危险因素.根据独立影响因素构建的风险预警模型ROC结果显示,曲线下面积(AUC)为0.901(95%CI 0.843~0.958,P<0.001),敏感度为79.5%,特异度为91.3%.模型验证敏感度为80.0%,特异度为92.5%,总准确率为89.0%.结论 糖尿病史、联用抗菌药物、留置胃管、误吸、机械通气时间>5 d、住院时间≥14d和A-PACHEⅡ评分>18分是老年COPD患者并发VAP的独立危险因素.以上述因素构建的风险预警模型经验证具有较好的预测效能,有一定的临床应用价值.

Objective To analyze the risk factors of ventilator-associated pneumonia(VAP)in elderly patients with chronic obstructive pulmonary disease(COPD),and to construct and verify the risk warning model.Methods A total of 170 elderly COPD patients admitted to the Department of Critical Care Medicine of our hospital from August 2020 to December 2022 were retrospectively selected into the modeling group,and were divided into the VAP group and the non-VAP group according to whether the patients were complicated with VAP during hospitalization.Univariate and logistic regression analysis were used to analyze the inde-pendent influencing factors of VAP,and the risk early warning model was constructed according to the inde-pendent influencing factors.The receiver operating characteristic(ROC)curve was used to evaluate the dis-crimination of the model,and the Hosmer-Lemeshow test was used to judge the goodness of fit of the model.Another 73 elderly patients with COPD in the same period were selected as the validation group for external verification of the model.Results In the modeling group,there were 41 cases of the 170 elderly COPD pa-tients were complicated with VAP,with an incidence of 24.1%.The results of univariate and multivariate a-nalysis showed that history of diabetes[odds ratio(OR)=14.821,95%confidence interval(95%CI)2.462-89.232],combined use of antibiotics(OR=6.352,95%CI 1.391-29.008),indwelling gastric tube(OR=5.454,95%CI 1.213-24.521),history of aspiration(OR=7.745,95%CI 1.569-38.224),mechanical venti-lation time>5 d(OR=8.014,95%CI 2.026-31.695),hospitalization time≥ 14 d(OR=6.494,95%CI 1.371-30.755)and acute physiology and chronic health evaluation Ⅱ(APACHE Ⅱ)score>18(OR=16.714,95%CI 3.326-83.983)were independent risk factors for VAP in elderly patient with COPD.The ROC results of the risk warning model based on independent influencing factors showed that the area under the curve(AUC)was 0.901(95%CI 0.843-0.958,P<0.001),the sensitivity was 79.5%,and the specificity was 91.3%.The sensitivity,specificity and total accuracy of model validation were 80.0%,92.5%and 89.0%,respectively.Conclusion The history of diabetes,combined use of antibiotics,indwelling gastric tube,his-tory of aspiration,mechanical ventilation time>5 d,hospitalization time≥ 14 d and APACHE Ⅱ score>18 are in-dependent risk factors for VAP in elderly patients with COPD.The risk early warning model constructed by the above factors in this study has been verified to have good predictive performance and has certain clinical application value.

付爱清;刘莎;施艳;周佳

宜春市中医院重症医学科,江西宜春 336000

临床医学

慢性阻塞性肺疾病呼吸机相关性肺炎风险因素预测模型验证

Chronic obstructive pulmonary diseaseVentilator-associated pneumoniaRisk factorsPrediction modeVerification

《现代医药卫生》 2024 (013)

2197-2201 / 5

10.3969/j.issn.1009-5519.2024.13.008

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