Bayesian modeling of the impact of antibiotic resistance on the efficiency of MRSA decolonization
F. Ojala, M. R. A. Sater, L. G. Miller, J. A. McKinnell, S. S. Huang, Y. H. Grad, P. Marttinen
Abstract
Methicillin-resistant Staphylococcus aureus (MRSA) is a major cause of morbidity and mortality and one of the most serious infectious disease threats. Colonization by MRSA increases the risk of infection and transmission, underscoring the importance of decolonization efforts. However, success of these decolonization protocols varies, raising the possibility that some MRSA strains may be more persistent than others. Here, we studied how the persistence of MRSA colonization correlates with genomic presence of antibiotic resistance genes. Our analysis using a Bayesian mixed effects survival model found that high-level resistance to mupirocin was strongly associated with failure of the decolonization protocol. However, we did not see a similar effect with resistance to chlorhexidine or other antibiotics. Including strain-specific random effects improved the predictive performance, indicating that some strain characteristics other than resistance also contributed to persistence. Study subject-specific random effects did not improve the model. Our results highlight the need to consider the properties of the colonizing MRSA strain when deciding which treatments to include in the decolonization protocol. Author summaryMethicillin-resistant Staphylococcus aureus (MRSA) is responsible for a high burden of morbidity and mortality. MRSA colonization incurs risk of MRSA infection and transmission, highlighting the need for highly effective decolonization protocols. However, decolonization protocols have had mixed success. The extent to which this mixed success is attributable to MRSA strain variations and their resistance to antibiotics, including those like mupirocin that are commonly used for decolonization, versus study subject factors, has been unclear. Here, we characterized the effect of antibiotic resistance genes on the efficiency of an MRSA decolonization protocol. We found that mupirocin resistance and strain-specific effects were associated with reduced effectiveness of an MRSA decolonization protocol, but that resistance to other antibiotics, including purported chlorhexidine resistance genes, and subject-specific effects had no discernible impact on protocol success. Our results highlight the need to consider the properties of the colonizing MRSA strain when deciding which treatments to include in the decolonization protocol.
02 /Specification & Classification
Click any tag to browse matching papers- Organism
- Research Focus
- Approach
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Genomic and Phenotypic Characterization of Mupirocin Resistant Staphylococcus aureus Clinical Isolates
Ariana M. Virgillio, Emily A. Felton, … Kami Kim·Open Forum Infectious DiseasesPeer-reviewed·Jun 30, 2025
- Increased usage of antiseptics is associated with reduced susceptibility in clinical isolates of S. aureus
K. Hardy, K. Sunnucks, … M. A. Webber·bioRxiv·Nov 29, 2017
- Microbiota and metabolic adaptation shape Staphylococcus aureus virulence and antimicrobial resistance during intestinal colonization
Chunyi Zhou, Miranda B. Pawline, … Bo Shopsin·bioRxiv·May 11, 2024
- Individual bacterial taxa drive colonisation resistance to methicillin-resistant Staphylococcus aureus in human nasal microbiome samples
Laura Brülisauer, Mathilde Boumasmoud, … Alex R. Hall·bioRxiv·Jul 8, 2026
- An exploration of mechanisms underlying Desemzia incerta colonization resistance to methicillin-resistant Staphylococcus aureus on the skin
M. Wei, S. A. B. Knight, … E. A. Grice·bioRxiv·Oct 11, 2023
- Harnessing diversity and antagonism within the pig skin microbiota to identify novel mediators of colonization resistance to methicillin-resistant Staphylococcus aureus
L. Flowers, M. Wei, … E. A. Grice·bioRxiv·Aug 5, 2022