Interactions between staphylococcal enterotoxins A and D and superantigen-like proteins 1 and 5 for predicting

Min Lu1, Jean-Marie Parel2, Darlene Miller3

  • 1Department of Public Health Sciences, Miller School of Medicine, University of Miami, Miami, FL, United States of America.

Plos One
|July 28, 2021
PubMed
Abstract

Insights

Methicillin-resistant Staphylococcus aureus (MRSA) and multidrug-resistant (MDR) strains show distinct ocular pathology. Specific enterotoxin and superantigen genes accurately predict MRSA and MDR status in S. aureus ocular isolates.

Area of Science:

  • Ophthalmology
  • Microbiology
  • Genetics

Background:

  • Methicillin-resistant Staphylococcus aureus (MRSA) and multidrug-resistant (MDR) S. aureus present significant challenges in treating ocular infections.
  • S. aureus possesses numerous virulence factors, including superantigens and enterotoxins, whose roles in antibiotic resistance are not fully understood.

Purpose of the Study:

  • To investigate the relationship between superantigen and enterotoxin genes and antibiotic resistance in S. aureus ocular isolates.
  • To predict methicillin and multidrug resistance in S. aureus using virulence factor gene profiles.

Main Methods:

  • DNA microarray analysis of 98 S. aureus ocular isolates to profile enterotoxin and superantigen genes.
  • Classification analysis using Random Forest machine learning to identify predictive gene profiles for MRSA and MDR status.
  • Phenotypic and genotypic characterization of MRSA and MDR outcomes.

Main Results:

  • Machine learning models accurately predicted MRSA and MDR status using 67 virulence factor genes.
  • Enterotoxins A, D, J, R and superantigen-like proteins 1, 3, 7, 10 were strong predictors of genotypic MRSA.
  • Enterotoxin D and superantigen-like proteins 1, 5, 10 were key predictors for both MDR and MRSA phenotypes.
  • Identified specific gene interactions (e.g., entA with set6-var1_11, entD with ssl05/set3_probe 1) associated with MRSA and MDR.

Conclusions:

  • MRSA and MDR S. aureus strains exhibit unique ocular pathology compared to susceptible strains.
  • Considering both main effects and interactions of enterotoxins is crucial for predicting antibiotic resistance in S. aureus.
  • Specific combinations of virulence factor genes can accurately predict antibiotic resistance in ocular S. aureus isolates.

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