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Integrated Bacterial Identification and Antimicrobial Susceptibility Testing Using PCR and High-Resolution Melt
Pornpat Athamanolap1, Kuangwen Hsieh2, Liben Chen2
1Department of Biomedical Engineering, Johns Hopkins School of Medicine , Baltimore, Maryland 21205, United States.
This study introduces a rapid diagnostic assay for bacterial infections using PCR and high-resolution melt (HRM) analysis. The integrated approach accurately identifies bacterial species and their antibiotic resistance profiles within hours, improving upon traditional methods.
Area of Science:
- Microbiology
- Molecular Diagnostics
- Bioinformatics
Background:
- Current bacterial infection diagnostics, like culture-based methods, are slow, delaying treatment and contributing to antibiotic resistance.
- Nucleic acid amplification tests (NAATs) like PCR offer speed but often lack broad identification and antimicrobial susceptibility testing (AST) capabilities.
Purpose of the Study:
- To develop and validate an integrated assay for rapid, simultaneous bacterial identification and antimicrobial susceptibility testing (AST).
- To overcome the limitations of existing diagnostic methods for bacterial infections.
Main Methods:
- An integrated assay combining real-time quantitative PCR (qPCR) or digital PCR (dPCR) with high-resolution melt (HRM) analysis.
- Antimicrobial susceptibility was determined by measuring bacterial growth in the presence/absence of antibiotics using qPCR/dPCR.
- Bacterial species identification was achieved through automated analysis of 16S rRNA gene melt-curve profiles using HRM and a machine learning algorithm.
Main Results:
- The assay correctly identified bacterial species and their antimicrobial susceptibility profiles in blinded tests.
- Demonstrated successful application for multiple unknown samples.
- Achieved a total turnaround time of approximately 6.5 hours for diagnosis.
Conclusions:
- The developed integrated PCR-HRM assay provides a rapid and accurate method for diagnosing bacterial infections.
- This approach enables simultaneous bacterial identification and AST, offering a significant advancement over current diagnostic strategies.
- The assay has the potential to improve clinical outcomes and combat the spread of antibiotic resistance.
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