个体化预测长期气管切开肺部感染风险的列线图模型建立Establishment of nomogram model for individualized risk prediction of pulmonary infection in long-term tracheotomy patients
李贤英;丁克元;王捷;
摘要(Abstract):
目的 建立长期气管切开患者肺部感染风险个体化预测的列线图模型,并评估模型的预测价值。方法 回顾性分析2018年1月-2022年1月芜湖市第五人民医院收治的75例长期气管切开并发肺部感染患者及同期230例长期气管切开无肺部感染患者临床资料,行单因素及多因素Logistic回归分析,筛选长期气管切开患者肺部感染独立危险因素,利用R软件建立预测长期气管切开并发肺部感染风险的列线图模型,采用Boot-strap法验证模型,受试者工作特征(ROC)曲线分析列线图模型预测肺部感染的价值。结果 多因素Logistic回归分析显示,合并糖尿病、原发性疾病为肺部疾病、吸烟史、意识障碍、低蛋白血症、气管切开前7 d内经常误吸、气道湿化不足/过度是长期气管切开患者并发肺部感染的危险因素。根据筛选的危险因素绘制列线图模型,R软件计算结果显示,列线图模型一致性指数(C-index)为0.811,预测能力良好。ROC曲线结果提示该列线图模型在预测长期气管切开患者肺部感染中的价值较高,曲线下面积为0.862 (95%CI:0.792~0.932)灵敏度为85.0%,特异度为81.7%。结论 基于糖尿病、原发性疾病为肺部疾病、吸烟史、意识障碍、低蛋白血症、气管切开前7d内经常误吸、气道湿化不足/过度7项独立危险因素建立的列线图模型可有效预测长期气管切开患者肺部感染发生风险。
关键词(KeyWords): 个体化预测;气管切开;肺部感染;列线图模型;危险因素
基金项目(Foundation): 安徽省科技厅项目(1607a0202055)
作者(Authors): 李贤英;丁克元;王捷;
参考文献(References):
- [1] Gaubert N,Crambert A,Malgras B.Surgical tracheotomy[J].J Visc Surg,2021,158(1):69-74.
- [2] Ma JJ,Wang MN,Zhao X,et al.Nursing intervention of patients with pulmonary infection after tracheotomy in Intensive Care Unit[J].Minerva Surg,2022,77(3):306-308.
- [3] 樊亚琴,丁燕,蒋爱华.重症颅脑损伤患者并发肺部感染的危险因素[J].国际护理学杂志,2022,41(3):420-423.
- [4] Zhang HC,Zhang Y,Wu J,et al.Risks and features of secondary infections in severe and critical ill COVID-19 patients[J].Emerg Microbes Infect,2020,9(1):1958-1964.
- [5] Li H,Mao XH.Effects of nursing intervention on lung infection prevention in patients with tracheotomy[J].Medicine (Baltimore),2019,98(37):e17063.
- [6] Sheng GH,Chen P,Wei YQ,et al.Viral infection increases the risk of idiopathic pulmonary fibrosis:a meta-analysis[J].Chest,2020,157(5):1175-1187.
- [7] Wu J,Zhang HB,Li L,et al.A nomogram for predicting overall survival in patients with low-grade endometrial stromal sarcoma:a population-based analysis[J].Cancer Commun (Lond),2020,40(7):301-312.
- [8] Tang MS,Wang HM,Cao YT,et al.Nomogram for predicting occurrence and prognosis of liver metastasis in colorectal cancer:a population-based study[J].Int J Colorectal Dis,2021,36(2):271-282.
- [9] 刘静.重症监护病房重型颅脑损伤患者术后肺部感染病原菌分布及预后分析[J].实用医技杂志,2021,28(5):669-670.
- [10] Oh DH,Kim YC,Kim EJ,et al.Multidrug-resistant Acinetobacter baumannii infection in lung transplant recipients:risk factors and prognosis[J].Infect Dis,2019,51(7):493-501.
- [11] Peghin M,Los-Arcos I,Hirsch HH,et al.Community-acquired respiratory viruses are a risk factor for chronic lung allograft dysfunction[J].Clin Infect Dis,2019,69(7):1192-1197.
- [12] Pettit AC,Kaltenbach LA,Maruri F,et al.Chronic lung disease and HIV infection are risk factors for recurrent tuberculosis in a low-incidence setting[J].Int J Tuberc Lung Dis,2011,15(7):906-911.
- [13] Dawod YT,Cook NE,Graham WB,et al.Smoking-associated interstitial lung disease:update and review[J].Expert Rev Respir Med,2020,14(8):825-834.
- [14] 张剑,万颖,黄图城.老年肺部感染合并多器官功能衰竭患者临床预后的影响因素分析[J].广西医学,2020,42(4):429-432.
- [15] 雷宇鑫,陈玥伶,周洋.食管癌患者术后肺部感染危险因素的meta分析[J].现代医药卫生,2022,38(9):1496-1501.