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Updated: Sep 2, 2025

Methods to Increase the Sensitivity of High Resolution Melting Single Nucleotide Polymorphism Genotyping in Malaria
Published on: November 10, 2015
Hypervariable-Locus Melting Typing: a Novel Approach for More Effective High-Resolution Melting-Based Typing,
Matteo Perini1, Aurora Piazza2, Simona Panelli1
1Department of Biomedical and Clinical Sciences, Romeo and Enrica Invernizzi Pediatric Clinical Research Center, Università Di Milano, Milan, Italy.
Abstract:
Pathogen typing is pivotal to detecting the emergence of high-risk clones in hospital settings and to limit their spread. Unfortunately, the most commonly used typing methods (i.e., pulsed-field gel electrophoresis [PFGE], multilocus sequence typing [MLST], and whole-genome sequencing [WGS]) are expensive or time-consuming, limiting their application to real-time surveillance. High-resolution melting (HRM) can be applied to perform cost-effective and fast pathogen typing, but developing highly discriminatory protocols is challenging. Here, we present hypervariable-locus melting typing (HLMT), a novel approach to HRM-based typing that enables the development of more effective and portable typing protocols. HLMT types the strains by assigning them to melting types (MTs) on the basis of a reference data set (HLMT-assignment) and/or by clustering them using melting temperatures (HLMT-clustering). We applied the HLMT protocol developed on the capsular gene wzi for Klebsiella pneumoniae on 134 strains collected during surveillance programs in four hospitals. Then, we compared the HLMT results to those obtained using wzi, MLST, WGS, and PFGE typing. HLMT distinguished most of the K. pneumoniae high-risk clones with a sensitivity comparable to that of PFGE and MLST+wzi. It also drew surveillance epidemiological curves comparable to those obtained using MLST+wzi, PFGE, and WGS typing. Furthermore, the results obtained using HLMT-assignment were consistent with those of wzi typing for 95% of the typed strains, with a Jaccard index value of 0.9. HLMT is a fast and scalable approach for pathogen typing, suitable for real-time hospital microbiological surveillance. HLMT is also inexpensive, and thus, it is applicable for infection control programs in low- and middle-income countries. IMPORTANCE In this work, we describe hypervariable-locus melting typing (HLMT), a novel fast approach to pathogen typing using the high-resolution melting (HRM) assay. The method includes a novel approach for gene target selection, primer design, and HRM data analysis. We successfully applied this method to distinguish the high-risk clones of Klebsiella pneumoniae, one of the most important nosocomial pathogens worldwide. We also compared HLMT to typing using WGS, the capsular gene wzi, MLST, and PFGE. Our results show that HLMT is a typing method suitable for real-time epidemiological investigation. The application of HLMT to hospital microbiology surveillance can help to rapidly detect outbreak emergence, improving the effectiveness of infection control strategies.
Insights
Hypervariable-locus melting typing (HLMT) offers a fast, cost-effective method for pathogen typing, crucial for real-time hospital surveillance. This novel approach accurately identifies high-risk clones like Klebsiella pneumoniae, aiding infection control.
Area of Science:
- Microbiology and Infectious Diseases
- Molecular Epidemiology
- Biotechnology
Background:
- Effective pathogen typing is critical for detecting and controlling high-risk bacterial clones in healthcare settings.
- Current methods like PFGE, MLST, and WGS are often too slow or expensive for real-time surveillance.
- High-resolution melting (HRM) offers a potentially faster and cheaper alternative, but developing discriminatory protocols is challenging.
Purpose of the Study:
- To introduce Hypervariable-Locus Melting Typing (HLMT), a novel HRM-based approach for enhanced pathogen discrimination.
- To evaluate the efficacy of HLMT for typing Klebsiella pneumoniae, a significant nosocomial pathogen.
- To compare HLMT performance against established typing methods including WGS, MLST, PFGE, and wzi gene analysis.
Main Methods:
- Developed and applied a novel HLMT protocol targeting the hypervariable wzi gene in Klebsiella pneumoniae.
- Typed 134 K. pneumoniae strains collected from hospital surveillance programs using HLMT.
- Compared HLMT results (HLMT-assignment and HLMT-clustering) with wzi, MLST, WGS, and PFGE typing data.
Main Results:
- HLMT effectively distinguished most high-risk K. pneumoniae clones, showing sensitivity comparable to PFGE and MLST+wzi.
- Epidemiological surveillance curves generated by HLMT were consistent with those from MLST+wzi, PFGE, and WGS.
- HLMT-assignment results showed 95% consistency with wzi typing, achieving a Jaccard index of 0.9.
Conclusions:
- HLMT is a rapid, scalable, and cost-effective pathogen typing method suitable for real-time microbiological surveillance in hospitals.
- The method's affordability makes it applicable for infection control programs, particularly in low- and middle-income countries.
- HLMT facilitates early detection of outbreaks, thereby enhancing the effectiveness of hospital infection control strategies.
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