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Investigating the Diversity of Tuberculosis Spoligotypes with Dimensionality Reduction and Graph Theory

The spoligotype is a graphical description of the CRISPR locus present in Mycobacterium tuberculosis, which has the particularity of having only 68 possible spacers. This spoligotype, which can be easily obtained either in vitro or in silico, allows to have a summary information of lineage or even a...

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Autores principales: Senelle, Gaetan, Guyeux, Christophe, Refrégier, Guislaine, Sola, Christophe
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9778039/
https://www.ncbi.nlm.nih.gov/pubmed/36553596
http://dx.doi.org/10.3390/genes13122328
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author Senelle, Gaetan
Guyeux, Christophe
Refrégier, Guislaine
Sola, Christophe
author_facet Senelle, Gaetan
Guyeux, Christophe
Refrégier, Guislaine
Sola, Christophe
author_sort Senelle, Gaetan
collection PubMed
description The spoligotype is a graphical description of the CRISPR locus present in Mycobacterium tuberculosis, which has the particularity of having only 68 possible spacers. This spoligotype, which can be easily obtained either in vitro or in silico, allows to have a summary information of lineage or even antibiotic resistance (when known to be associated to a particular cluster) at a lower cost. The objective of this article is to show that this representation is richer than it seems, and that it is under-exploited until now. We first recall an original way to represent these spoligotypes as points in the plane, allowing to highlight possible sub-lineages, particularities in the animal strains, etc. This graphical representation shows clusters and a skeleton in the form of a graph, which led us to see these spoligotypes as vertices of an unconnected directed graph. In this paper, we therefore propose to exploit in detail the description of the variety of spoligotypes using a graph, and we show to what extent such a description can be informative.
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spelling pubmed-97780392022-12-23 Investigating the Diversity of Tuberculosis Spoligotypes with Dimensionality Reduction and Graph Theory Senelle, Gaetan Guyeux, Christophe Refrégier, Guislaine Sola, Christophe Genes (Basel) Article The spoligotype is a graphical description of the CRISPR locus present in Mycobacterium tuberculosis, which has the particularity of having only 68 possible spacers. This spoligotype, which can be easily obtained either in vitro or in silico, allows to have a summary information of lineage or even antibiotic resistance (when known to be associated to a particular cluster) at a lower cost. The objective of this article is to show that this representation is richer than it seems, and that it is under-exploited until now. We first recall an original way to represent these spoligotypes as points in the plane, allowing to highlight possible sub-lineages, particularities in the animal strains, etc. This graphical representation shows clusters and a skeleton in the form of a graph, which led us to see these spoligotypes as vertices of an unconnected directed graph. In this paper, we therefore propose to exploit in detail the description of the variety of spoligotypes using a graph, and we show to what extent such a description can be informative. MDPI 2022-12-10 /pmc/articles/PMC9778039/ /pubmed/36553596 http://dx.doi.org/10.3390/genes13122328 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Senelle, Gaetan
Guyeux, Christophe
Refrégier, Guislaine
Sola, Christophe
Investigating the Diversity of Tuberculosis Spoligotypes with Dimensionality Reduction and Graph Theory
title Investigating the Diversity of Tuberculosis Spoligotypes with Dimensionality Reduction and Graph Theory
title_full Investigating the Diversity of Tuberculosis Spoligotypes with Dimensionality Reduction and Graph Theory
title_fullStr Investigating the Diversity of Tuberculosis Spoligotypes with Dimensionality Reduction and Graph Theory
title_full_unstemmed Investigating the Diversity of Tuberculosis Spoligotypes with Dimensionality Reduction and Graph Theory
title_short Investigating the Diversity of Tuberculosis Spoligotypes with Dimensionality Reduction and Graph Theory
title_sort investigating the diversity of tuberculosis spoligotypes with dimensionality reduction and graph theory
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9778039/
https://www.ncbi.nlm.nih.gov/pubmed/36553596
http://dx.doi.org/10.3390/genes13122328
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