High-throughput microarray technology in diagnostics of enterobacteria based on genome-wide probe selection and regression analysis

<p>Abstract</p> <p>Background</p> <p>The <it>Enterobacteriaceae </it>comprise a large number of clinically relevant species with several individual subspecies. Overlapping virulence-associated gene pools and the high overall genome plasticity often interfere...

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Bibliographic Details
Main Authors: Dandekar Thomas, Gunzer Florian, Ron Eliora, Fruth Angelika, Rabsch Wolfgang, Weigel Wilfried, Rahmann Sven, Friedrich Torben, Hacker Jörg, Müller Tobias, Dobrindt Ulrich
Format: Article
Language:English
Published: BMC 2010-10-01
Series:BMC Genomics
Online Access:http://www.biomedcentral.com/1471-2164/11/591
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Summary:<p>Abstract</p> <p>Background</p> <p>The <it>Enterobacteriaceae </it>comprise a large number of clinically relevant species with several individual subspecies. Overlapping virulence-associated gene pools and the high overall genome plasticity often interferes with correct enterobacterial strain typing and risk assessment. Array technology offers a fast, reproducible and standardisable means for bacterial typing and thus provides many advantages for bacterial diagnostics, risk assessment and surveillance. The development of highly discriminative broad-range microbial diagnostic microarrays remains a challenge, because of marked genome plasticity of many bacterial pathogens.</p> <p>Results</p> <p>We developed a DNA microarray for strain typing and detection of major antimicrobial resistance genes of clinically relevant enterobacteria. For this purpose, we applied a global genome-wide probe selection strategy on 32 available complete enterobacterial genomes combined with a regression model for pathogen classification. The discriminative power of the probe set was further tested <it>in silico </it>on 15 additional complete enterobacterial genome sequences. DNA microarrays based on the selected probes were used to type 92 clinical enterobacterial isolates. Phenotypic tests confirmed the array-based typing results and corroborate that the selected probes allowed correct typing and prediction of major antibiotic resistances of clinically relevant <it>Enterobacteriaceae</it>, including the subspecies level, e.g. the reliable distinction of different <it>E. coli </it>pathotypes.</p> <p>Conclusions</p> <p>Our results demonstrate that the global probe selection approach based on longest common factor statistics as well as the design of a DNA microarray with a restricted set of discriminative probes enables robust discrimination of different enterobacterial variants and represents a proof of concept that can be adopted for diagnostics of a wide range of microbial pathogens. Our approach circumvents misclassifications arising from the application of virulence markers, which are highly affected by horizontal gene transfer. Moreover, a broad range of pathogens have been covered by an efficient probe set size enabling the design of high-throughput diagnostics.</p>
ISSN:1471-2164