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Considerations for implementation of vancomycin Bayesian software monitoring in a level IV NICU population within a multisite health system

万古霉素 软件 贝叶斯概率 计算机科学 医学 重症监护医学 生物 人工智能 操作系统 遗传学 细菌 金黄色葡萄球菌
作者
Meredith B Oliver,Kimberly Boeser,Melissa K Carlson,Lizbeth A. Hansen
出处
期刊:American Journal of Health-system Pharmacy [Oxford University Press]
卷期号:80 (11): 670-677 被引量:6
标识
DOI:10.1093/ajhp/zxad048
摘要

Abstract Purpose The updated 2020 vancomycin therapeutic drug monitoring guideline advocates for area under the curve (AUC)–based monitoring in neonates, preferably with Bayesian estimation. This article describes the selection, planning, and implementation of vancomycin model-informed precision dosing (MIPD) software with Bayesian estimation in the neonatal intensive care unit (NICU) within an academic health system. Summary The selection, planning, and implementation of vancomycin MIPD software was completed in approximately 6 months throughout a health system with multiple NICU sites. The chosen software captures data on medications in additional to vancomycin, provides analytics support, includes specialty populations (eg, neonates), and offers the ability to integrate MIPD into the electronic health record. Pediatric pharmacy representatives served on a system-wide project team with key responsibilities including development of educational materials, drafting changes to policies and procedures, and assistance with department-wide software training. Additionally, pediatric and neonatal pharmacist super users trained other pediatric pharmacists on software functionality, were available the week of go-live for in-person support, and contributed to the identification of pediatric and NICU-specific nuances related to software implementation. Neonatal-specific considerations when implementing MIPD software include: the selection of appropriate pharmacokinetic model(s), continued evaluation of such model(s), selection of appropriate model(s) in infants as they age, input of significant covariates, determination of the site-specific serum creatinine assay, decision of the number of vancomycin serum concentrations obtained, discernment of patients excluded from AUC monitoring, and the utilization of actual versus dosing weight. Conclusion This article serves to share our experience with selecting, planning, and implementing Bayesian software for vancomycin AUC monitoring in a neonatal population. Other health systems and children’s hospitals can utilize our experience to evaluate a variety of MIPD software and consider neonatal nuances prior to implementation.
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