Title :
A Theoretical Analysis of the Prodrug Delivery System for Treating Antibiotic-Resistant Bacteria
Author :
Murphy, James T. ; Walshe, Ray ; Devocelle, Marc
Author_Institution :
Centre for Sci. Comput. & Complex Syst. Modelling, Dublin City Univ., Dublin, Ireland
Abstract :
Simulations were carried out to analyze a promising new antimicrobial treatment strategy for targeting antibiotic-resistant bacteria called the beta-lactamase-dependent prodrug delivery system. In this system, the antibacterial drugs are delivered as inactive precursors that only become activated after contact with an enzyme characteristic of many species of antibiotic-resistant bacteria (beta-lactamase enzyme). The addition of an activation step contributes an extra layer of complexity to the system that can lead to unexpected emergent behavior. In order to optimize for treatment success and minimize the risk of resistance development, there must be a clear understanding of the system dynamics taking place and how they impact on the overall response. It makes sense to use a systems biology approach to analyze this method because it can facilitate a better understanding of the complex emergent dynamics arising from diverse interactions in populations. This paper contains an initial theoretical examination of the dynamics of this system of activation and an assessment of its therapeutic potential from a theoretical standpoint using an agent-based modeling approach. It also contains a case study comparison with real-world results from an experimental study carried out on two prodrug candidate compounds in the literature.
Keywords :
antibacterial activity; biochemistry; cellular biophysics; drugs; enzymes; microorganisms; molecular biophysics; patient treatment; antibacterial drugs; antibiotic-resistant bacteria; antimicrobial treatment; beta-lactamase-dependent prodrug delivery system; biological system dynamics; enzyme; therapeutic potential; Antibiotics; Biochemistry; Biological system modeling; Capacitive sensors; Chemicals; Drugs; Immune system; Kinetic theory; Microorganisms; Systems biology; Antibiotic resistance; agent-based model; bacteria; prodrug; simulation.; Anti-Bacterial Agents; Cephalosporins; Computer Simulation; Diffusion; Drug Delivery Systems; Methicillin-Resistant Staphylococcus aureus; Microbial Sensitivity Tests; Models, Biological; Prodrugs; Systems Biology; Triclosan; beta-Lactam Resistance; beta-Lactamases;
Journal_Title :
Computational Biology and Bioinformatics, IEEE/ACM Transactions on
DOI :
10.1109/TCBB.2010.58