1. Risk Factors for Multidrug Resistance in Patients Infected with Carbapenem-Resistant Klebsiella pneumoniae: A Nomogram
- Author
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Gao Y, Chen L, Wen Z, Jiang H, and Feng J
- Subjects
klebsiella pneumoniae ,multidrug resistance ,carbapenem ,prediction model ,risk factors ,Infectious and parasitic diseases ,RC109-216 - Abstract
Yaning Gao, Liang Chen, Zhengjun Wen, Huiying Jiang, Jing Feng Respiratory and Critical Care Medicine Department, Beijing Jingmei Group General Hospital, Beijing, People’s Republic of ChinaCorrespondence: Liang Chen, Email huxike000111@sohu.comPurpose: Our aim was to determine the risk factors for multidrug resistance in patients with carbapenem-resistant Klebsiella pneumoniae (CRKP).Methods: The information of 196 patients with Klebsiella pneumoniae infection was collected. The patients were subsequently assigned to the carbapenem-resistant, multidrug-resistant, and non-multidrug-resistant groups. The risk factors for multidrug resistance in CRKP patients were assessed via least absolute shrinkage and selection operator and logistic regression analyses. Moreover, a nomogram was constructed dependent on the identified risk factors, and calibration and decision curves were plotted to detect its accuracy.Results: Length of stay (LOS) [odds ratio (OR) and 95% confidence interval (CI): 4.558 (1.157– 17.961), P = 0.030], intensive care unit (ICU) stay within 30 days [OR and 95% CI: 12.643 (3.780– 42.293), P < 0.001], Glasgow Coma Scale (GCS) score [OR and 95% CI: 13.569 (2.738– 67.236), P = 0.001], fungal infection [OR and 95% CI: 6.398 (1.969– 20.785), P = 0.002], and cardiovascular disease (CVD) [OR and 95% CI: 3.871 (1.293– 11.592), P = 0.016] were identified as risk factors for multidrug resistance in CRKP patients. The concordance index (C-index) of the constructed nomogram was 0.950 (95% CI: 0.945– 0.955). Moreover, decision curve analysis elucidated the nomogram utilization across a wide range of probability thresholds, ranging from 1% to 100%. Finally, internal validation using random data validated the robustness of the predictive model, yielding a C-index of 0.937.Conclusion: The LOS, ICU stay within 30 days, GCS score, fungal infection, and CVD were recognized as risk factors for multidrug resistance in CRKP patients. The constructed nomogram could accurately predict multidrug-resistant CRKP infections in patients.Plain Language Summary: The LOS, ICU stay within 30 days, GCS, fungal infection, and CVD were identified as risk factors for multidrug resistance in CRKP patients.The nomogram constructed in this study had high predictive accuracy.This study provides a reference for the formulation of personalized prevention and therapy strategies.Keywords: Klebsiella pneumoniae, multidrug resistance, carbapenem, prediction model, risk factors
- Published
- 2024