老年AECOPD患者全因再入院的影响因素及其风险预测列线图模型构建OA
Influencing Factors of All-Cause Readmission in Elderly Patients with AECOPD and Construction of Its Risk Prediction Nomogram Model
目的 探讨老年AECOPD患者全因再入院的影响因素,并构建其风险预测列线图模型.方法 收集2013-2019年北京中医药大学东直门医院呼吸科住院治疗的887例老年AECOPD患者的临床资料.随访3年,根据全因再入院发生情况将患者分为再入院组(n=572)与非再入院组(n=315).采用LASSO回归分析及多因素Logistic回归分析筛选老年AECOPD患者全因再入院的影响因素.采用R 4.2.1软件构建风险预测列线图模型,采用Hosmer-Lemeshow拟合优度检验、校准曲线、ROC曲线评价该模型的拟合程度、校准度、区分度.结果 再入院组入院前1年因AECOPD住院率、使用呼吸机者占比、住院时间>7 d者占比及合并冠心病、高尿酸血症、充血性心力衰竭、肺源性心脏病、呼吸衰竭、白内障者占比高于非再入院组,入院时日常生活活动能力(ADL)量表评分、出院时ADL量表评分、合并非酒精性脂肪肝者占比、查尔森合并症指数(CCI)≤2分者占比低于非再入院组(P<0.05).多因素Logistic回归分析结果显示,入院前1年因AECOPD住院、住院时间、冠心病、高尿酸血症、非酒精性脂肪肝、白内障是老年AECOPD患者全因再入院的独立影响因素(P<0.05).基于上述影响因素构建老年AECOPD患者全因再入院的风险预测列线图模型.Hosmer-Lemeshow拟合优度检验结果显示,该模型的拟合程度良好(χ2=2.036,P=0.916);校准曲线结果显示,预测概率与实际概率相一致.ROC曲线分析结果显示,该模型预测老年AECOPD患者全因再入院的AUC为0.657[95%CI(0.620~0.694)].结论 入院前1年因AECOPD住院、住院时间、冠心病、高尿酸血症、非酒精性脂肪肝、白内障是老年AECOPD患者全因再入院的独立影响因素,基于上述影响因素构建的老年AECOPD住院患者再入院的风险预测列线图模型具有较好的校准度及一定的区分度.
Objective To investigate the influencing factors of all-cause readmission in elderly patients with AECOPD,and construct its risk prediction nomogram model.Methods Clinical data of 887 elderly AECOPD patients admitted to Department of Respiratory Medicine in the Dongzhimen Hospital,Beijing University of Chinese Medicine from 2013 to 2019 were selected.Patients were divided into the readmission group(n=572)and the non-readmission group(n=315)according to the occurrence of all-cause readmission.LASSO regression analysis and multivariate Logistic regression analysis were used to explore the influencing factors for all-cause readmission in elderly patients with AECOPD.The risk prediction nomogram model was constructed by using R 4.2.1 software,and Hosmer-Lemeshow goodness-of-fit test,calibration curve,and ROC curve were used to evaluate the fitting degree,calibration degree,and discrimination degree of the model.Results The hospitalization rate for AECOPD in the 1 year before admission,proportion of patients using ventilator,proportion of patients with length of hospital stay>7 d,as well as proportions of patients with coronary heart disease,hyperuricemia,congestive heart failure,pulmonary heart disease,respiratory failure,cataract in the readmission group were higher than those in the non-readmission group,Activities of Daily Living(ADL)Scale score at admission,ADL Scale score at discharge,proportion of patients with non-alcoholic fatty liver disease,proportion of patients with Charlson Comorbidity Index(CCI)≤2 were lower than those in the non-readmission group(P<0.05).Multivariate Logistic regression analysis results showed that hospitalization for AECOPD in the 1 year before admission,length of hospital stay,coronary heart disease,hyperuricemia,non-alcoholic fatty liver disease,cataract were independent influencing factors for all-cause readmission in elderly patients with AECOPD(P<0.05).The nomogram model for predicting the risk of all-cause readmission in elderly patients with AECOPD was constructed according to these factors.The Hosmer-Lemeshow goodness-of-fit test results showed that the nomogram model fitted well(χ2=2.036,P=0.916).The calibration curve results showed that the predicted probability was consistent with the actual probability.The ROC curve analysis results showed that the AUC of the model for predicting all-cause readmission in elderly patients with AECOPD was 0.657[95%CI(0.620-0.694)].Conclusion Hospitalization for AECOPD in the 1 year before admission,length of hospital stay,coronary heart disease,hyperuricemia,non-alcoholic fatty liver disease,cataract are independent influencing factors for all-cause readmission in elderly patients with AECOPD.The risk prediction nomogram model of all-cause readmission in elderly patients with AECOPD constructed based on the above factors has a good calibration degree,and a certain discrimination.
李书娇;晏军;班承钧;王明哲;程淼;左琛;刘培培;刘嘉玲;梁峰源;李磊
100007 北京市,北京中医药大学东直门医院呼吸科100029 北京市,北京中医药大学第三附属医院呼吸科100007 北京市,北京中医药大学东直门医院呼吸科100007 北京市,北京中医药大学东直门医院呼吸科100007 北京市,北京中医药大学东直门医院呼吸科100007 北京市,北京中医药大学东直门医院呼吸科100007 北京市,北京中医药大学东直门医院呼吸科100007 北京市,北京中医药大学东直门医院呼吸科100007 北京市,北京中医药大学东直门医院呼吸科100007 北京市,北京中医药大学东直门医院呼吸科
医药卫生
肺疾病,慢性阻塞性病人再入院影响因素分析列线图
Pulmonary disease,chronic obstructivePatient readmissionRoot cause analysisNomograms
《实用心脑肺血管病杂志》 2026 (8)
27-33,7
国家自然科学基金资助项目(82305155)
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