Agnieszka Wiesner, Paweł Zagrodzki, Alicja Gawalska, Monika Marcinkowska, Agnieszka Cios, Paweł Paśko
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引用次数: 0
Abstract
Background: Given the challenges of pediatric antibacterial therapy, it is crucial to formulate antibiotics with a lower potential for interaction with dietary interventions and tailor them for optimal administration in children. Chemometric methods allow us to analyze multiple interrelated variables simultaneously and uncover correlations.
Aim: We applied a chemometric approach to examine how food, beverages, antacids, and mineral supplements affect antibiotic bioavailability in adults and children, aiming to explore relationships between antibiotic structure, physicochemical properties, and post-meal changes in pharmacokinetic (PK) parameters.
Methods: We selected 95 antibacterial drugs for analysis, including beta-lactams (32), quinolones (25), macrolides (13), tetracyclines (16), and others (9). The input dataset comprised information from published clinical trials, chemical records, and calculations. We constructed hierarchical partial least squares (PLS) models with changes in PK parameters (ΔAUC, ΔCmax, ΔTmax, and Δ t ½) as response parameters and nine groups of molecular descriptors (M1-M9) as predictor parameters. We performed analyses separately in children and adults for different dietary interventions.
Results: In the final 10 PLS models, significant components explained 61-90% and 10.3-54.4% of the variance in the predictor and response parameter sets, respectively. We obtained 59 significant positive and negative correlations between antibiotic structure or physicochemical properties (molecular descriptors) and action in the human body in the presence of food, antacids, or mineral supplements (changes in PK parameters), of which 41 concern pediatric patients.
Conclusions: Chemometric methods can be helpful and valuable in investigating the interactions between antibiotics and dietary interventions. Using chemometrics may pave the way for formulating antibiotics for children with a lower potential to interact with food.
期刊介绍:
The European Journal of Pharmaceutics and Biopharmaceutics provides a medium for the publication of novel, innovative and hypothesis-driven research from the areas of Pharmaceutics and Biopharmaceutics.
Topics covered include for example:
Design and development of drug delivery systems for pharmaceuticals and biopharmaceuticals (small molecules, proteins, nucleic acids)
Aspects of manufacturing process design
Biomedical aspects of drug product design
Strategies and formulations for controlled drug transport across biological barriers
Physicochemical aspects of drug product development
Novel excipients for drug product design
Drug delivery and controlled release systems for systemic and local applications
Nanomaterials for therapeutic and diagnostic purposes
Advanced therapy medicinal products
Medical devices supporting a distinct pharmacological effect.