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Assessing the predictive performance of population pharmacokinetic models for intravenous polymyxin B in critically ill patients
- Source :
- CPT: Pharmacometrics & Systems Pharmacology, CPT: Pharmacometrics & Systems Pharmacology, Vol 10, Iss 12, Pp 1525-1537 (2021)
- Publication Year :
- 2021
- Publisher :
- Wiley, 2021.
-
Abstract
- Polymyxin B (PMB) has reemerged as a last‐line therapy for infections caused by multidrug‐resistant gram‐negative pathogens, but dosing is challenging because of its narrow therapeutic window and pharmacokinetic (PK) variability. Population PK (POPPK) models based on suitably powered clinical studies with appropriate sampling strategies that take variability into consideration can inform PMB dosing to maximize efficacy and minimize toxicity and resistance. Here we reviewed published PMB POPPK models and evaluated them using an external validation data set (EVD) of patients who are critically ill and enrolled in an ongoing clinical study to assess their utility. Seven published POPPK models were employed using the reported model equations, parameter values, covariate relationships, interpatient variability, parameter covariance, and unexplained residual variability in NONMEM (Version 7.4.3). The predictive ability of the models was assessed using prediction‐based and simulation‐based diagnostics. Patient characteristics and treatment information were comparable across studies and with the EVD (n = 40), but the sampling strategy was a main source of PK variability across studies. All models visually and statistically underpredicted EVD plasma concentrations, but the two‐compartment models more accurately described the external data set. As current POPPK models were inadequately predictive of the EVD, creation of a new POPPK model based on an appropriately powered clinical study with an informed PK sampling strategy would be expected to improve characterization of PMB PK and identify covariates to explain interpatient variability. Such a model would support model‐informed precision dosing frameworks, which are urgently needed to improve PMB treatment efficacy, limit resistance, and reduce toxicity in patients who are critically ill.
- Subjects :
- Adult
Male
medicine.medical_specialty
Adolescent
Critical Illness
Population
RM1-950
Models, Biological
Article
Young Adult
Pharmacokinetics
Covariate
Humans
Medicine
Computer Simulation
Pharmacology (medical)
Dosing
Intensive care medicine
education
APACHE
Aged
Polymyxin B
Aged, 80 and over
education.field_of_study
business.industry
Critically ill
Research
Articles
Middle Aged
Treatment efficacy
Anti-Bacterial Agents
NONMEM
Modeling and Simulation
Female
Therapeutics. Pharmacology
business
Monte Carlo Method
medicine.drug
Subjects
Details
- ISSN :
- 21638306
- Volume :
- 10
- Database :
- OpenAIRE
- Journal :
- CPT: Pharmacometrics & Systems Pharmacology
- Accession number :
- edsair.doi.dedup.....23013a5159f8a93c91f1265a8911e1da
- Full Text :
- https://doi.org/10.1002/psp4.12720