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Using Mahalanobis distance to compare genomic signatures between bacterial plasmids and chromosomes

Plasmids are ubiquitous mobile elements that serve as a pool of many host beneficial traits such as antibiotic resistance in bacterial communities. To understand the importance of plasmids in horizontal gene transfer, we need to gain insight into the ‘evolutionary history’ of these plasmids, i.e. th...

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Autores principales: Suzuki, Haruo, Sota, Masahiro, Brown, Celeste J., Top, Eva M.
Formato: Texto
Lenguaje:English
Publicado: Oxford University Press 2008
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2602791/
https://www.ncbi.nlm.nih.gov/pubmed/18953039
http://dx.doi.org/10.1093/nar/gkn753
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author Suzuki, Haruo
Sota, Masahiro
Brown, Celeste J.
Top, Eva M.
author_facet Suzuki, Haruo
Sota, Masahiro
Brown, Celeste J.
Top, Eva M.
author_sort Suzuki, Haruo
collection PubMed
description Plasmids are ubiquitous mobile elements that serve as a pool of many host beneficial traits such as antibiotic resistance in bacterial communities. To understand the importance of plasmids in horizontal gene transfer, we need to gain insight into the ‘evolutionary history’ of these plasmids, i.e. the range of hosts in which they have evolved. Since extensive data support the proposal that foreign DNA acquires the host's nucleotide composition during long-term residence, comparison of nucleotide composition of plasmids and chromosomes could shed light on a plasmid's evolutionary history. The average absolute dinucleotide relative abundance difference, termed δ-distance, has been commonly used to measure differences in dinucleotide composition, or ‘genomic signature’, between bacterial chromosomes and plasmids. Here, we introduce the Mahalanobis distance, which takes into account the variance–covariance structure of the chromosome signatures. We demonstrate that the Mahalanobis distance is better than the δ-distance at measuring genomic signature differences between plasmids and chromosomes of potential hosts. We illustrate the usefulness of this metric for proposing candidate long-term hosts for plasmids, focusing on the virulence plasmids pXO1 from Bacillus anthracis, and pO157 from Escherichia coli O157:H7, as well as the broad host range multi-drug resistance plasmid pB10 from an unknown host.
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spelling pubmed-26027912009-03-05 Using Mahalanobis distance to compare genomic signatures between bacterial plasmids and chromosomes Suzuki, Haruo Sota, Masahiro Brown, Celeste J. Top, Eva M. Nucleic Acids Res Methods Online Plasmids are ubiquitous mobile elements that serve as a pool of many host beneficial traits such as antibiotic resistance in bacterial communities. To understand the importance of plasmids in horizontal gene transfer, we need to gain insight into the ‘evolutionary history’ of these plasmids, i.e. the range of hosts in which they have evolved. Since extensive data support the proposal that foreign DNA acquires the host's nucleotide composition during long-term residence, comparison of nucleotide composition of plasmids and chromosomes could shed light on a plasmid's evolutionary history. The average absolute dinucleotide relative abundance difference, termed δ-distance, has been commonly used to measure differences in dinucleotide composition, or ‘genomic signature’, between bacterial chromosomes and plasmids. Here, we introduce the Mahalanobis distance, which takes into account the variance–covariance structure of the chromosome signatures. We demonstrate that the Mahalanobis distance is better than the δ-distance at measuring genomic signature differences between plasmids and chromosomes of potential hosts. We illustrate the usefulness of this metric for proposing candidate long-term hosts for plasmids, focusing on the virulence plasmids pXO1 from Bacillus anthracis, and pO157 from Escherichia coli O157:H7, as well as the broad host range multi-drug resistance plasmid pB10 from an unknown host. Oxford University Press 2008-12 2008-10-25 /pmc/articles/PMC2602791/ /pubmed/18953039 http://dx.doi.org/10.1093/nar/gkn753 Text en © 2008 The Author(s) http://creativecommons.org/licenses/by-nc/2.0/uk/ This is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://creativecommons.org/licenses/by-nc/2.0/uk/) which permits unrestricted non-commercial use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Methods Online
Suzuki, Haruo
Sota, Masahiro
Brown, Celeste J.
Top, Eva M.
Using Mahalanobis distance to compare genomic signatures between bacterial plasmids and chromosomes
title Using Mahalanobis distance to compare genomic signatures between bacterial plasmids and chromosomes
title_full Using Mahalanobis distance to compare genomic signatures between bacterial plasmids and chromosomes
title_fullStr Using Mahalanobis distance to compare genomic signatures between bacterial plasmids and chromosomes
title_full_unstemmed Using Mahalanobis distance to compare genomic signatures between bacterial plasmids and chromosomes
title_short Using Mahalanobis distance to compare genomic signatures between bacterial plasmids and chromosomes
title_sort using mahalanobis distance to compare genomic signatures between bacterial plasmids and chromosomes
topic Methods Online
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2602791/
https://www.ncbi.nlm.nih.gov/pubmed/18953039
http://dx.doi.org/10.1093/nar/gkn753
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