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耐碳青霉烯類肺炎克雷伯菌感染風(fēng)險(xiǎn)預(yù)測(cè)模型的構(gòu)建及驗(yàn)證

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中圖分類號(hào)R978.1 文獻(xiàn)標(biāo)志碼A 文章編號(hào) 1001-0408(2025)14-1786-06

DOI 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,with 372in the modeling group and 158 in the validation group. Cerebrovascular disease,indwelling gastric tube,mechanical ventilation,exposure to carbapenem antibiotics,and exposure to β -lactamase inhibitor compound agents were identified as independent risk factors for CRKP infection( 1<0.05 .The nomogram predicting CRKP infection risk achieved an area underROCofO.729andO.803ininternalandexteralvalidations,respectively.Calibrationcurvesindicatedahighdegreof consistency betweenpredictedandobserved probabilies.CONCLUSIONs Cerebrovasculardisease,indweling gastrictube, mechanical ventilation,exposure to carbapenem antibiotics,and exposure to β -lactamase inhibitor compound agent are independent riskfactorsforCRKPinfection.Thedeveloped nomogrammodelforpredictingCRKPinfectionrisk demonstratesgoodpredictive performance and can aid in the early identification of patients at high risk for CRKP infection. KEYWORDScarbapenem-resistant Klebsiel pneumoniae;risk factors;nomogram;predictive model

碳青霉烯類抗生素是治療肺炎克雷伯菌感染的有效抗菌藥物。(剩余10670字)

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