耐碳青霉烯类肺炎克雷伯菌感染风险预测模型的构建及验证
中图分类号R978.1 文献标志码A 文章编号 1001-0408(2025)14-1786-06DOI 10.6039/j.issn.1001-0408.2025.14.17
ABSTRACTOBJECTIVETo investigatetheindependentriskfactorsforcarbapenem-restantKlebsiellpneumoniae(CRKP) infection,developanomogrampredictionmodelandvalidateit.METHODsClinicaldataofhospitalizedpatientsinfectedwith CRKPbetweenApril220andMay2023atKunmingFirstPeople'sHospitalwereretrospectivelycolectedandmatched1:1with patients infectedwithcarbapenem-susceptible Klebsiell pneumoniae(CSKP)during thesameperiodasthemodelinggroup.Using thesamecriteria,datafrompatientshospitalizedandinfectedwithCRKPandmatchedCSKPbetweenJune2023andJune2024 werecolectedasthevalidationgroup.Univariateanalysis,LASSOregressionandmultivariateLogisticregressionwerecoducted toidentifyindependentriskfactorsforCRKPinfectionandtodevelopanomogrampredictionmodel.Intermalvalidationof the modelwas performedusing Botstrapresampling,andexternalvalidation wascarredoutusingthedataofvalidationgroup.The
predictive performance of the model was evaluated using receiver operating characteristic (ROC)curvesand calibration plots.RESULTS A total of53O patientswere enrolled ......
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