دورية أكاديمية

A Real-World Data Observational Analysis of the Impact of Liposomal Amphotericin B on Renal Function Using Machine Learning in Critically Ill Patients

التفاصيل البيبلوغرافية
العنوان: A Real-World Data Observational Analysis of the Impact of Liposomal Amphotericin B on Renal Function Using Machine Learning in Critically Ill Patients
المؤلفون: Ignasi Sacanella, Erika Esteve-Pitarch, Jessica Guevara-Chaux, Julen Berrueta, Alejandro García-Martínez, Josep Gómez, Cecilia Casarino, Florencia Alés, Laura Canadell, Ignacio Martín-Loeches, Santiago Grau, Francisco Javier Candel, María Bodí, Alejandro Rodríguez
المصدر: Antibiotics, Vol 13, Iss 8, p 760 (2024)
بيانات النشر: MDPI AG, 2024.
سنة النشر: 2024
المجموعة: LCC:Therapeutics. Pharmacology
مصطلحات موضوعية: liposomal amphotericin B, acute kidney injury, machine learning, critical care, antifungal agents, random forest, Therapeutics. Pharmacology, RM1-950
الوصف: Background: Liposomal amphotericin B (L-AmB) has become the mainstay of treatment for severe invasive fungal infections. However, the potential for renal toxicity must be considered. Aims: To evaluate the incidence of acute kidney injury (AKI) in critically ill patients receiving L-AmB for more than 48 h. Methods: Retrospective, observational, single-center study. Clinical, demographic and laboratory variables were obtained automatically from the electronic medical record. AKI incidence was analyzed in the entire population and in patients with a “low” or “high” risk of AKI based on their creatinine levels at the outset of the study. Factors associated with the development of AKI were studied using random forest models. Results: Finally, 67 patients with a median age of 61 (53–71) years, 67% male, a median SOFA of 4 (3–6.5) and a crude mortality of 34.3% were included. No variations in serum creatinine were observed during the observation period, except for a decrease in the high-risk subgroup. A total of 26.8% (total population), 25% (low risk) and 13% (high risk) of patients developed AKI. Norepinephrine, the SOFA score, furosemide (general model), potassium, C-reactive protein and procalcitonin (low-risk subgroup) were the variables identified by the random forest models as important contributing factors to the development of AKI other than L-AmB administration. Conclusions: The development of AKI is multifactorial and the administration of L-AmB appears to be safe in this group of patients.
نوع الوثيقة: article
وصف الملف: electronic resource
اللغة: English
تدمد: 2079-6382
Relation: https://www.mdpi.com/2079-6382/13/8/760; https://doaj.org/toc/2079-6382
DOI: 10.3390/antibiotics13080760
URL الوصول: https://doaj.org/article/7c1e9d5d8d484d51b9255c53ebd16de0
رقم الأكسشن: edsdoj.7c1e9d5d8d484d51b9255c53ebd16de0
قاعدة البيانات: Directory of Open Access Journals
الوصف
تدمد:20796382
DOI:10.3390/antibiotics13080760