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High-resolution definition of the Vibrio cholerae essential gene set with hidden Markov model–based analyses of transposon-insertion sequencing data

The coupling of high-density transposon mutagenesis to high-throughput DNA sequencing (transposon-insertion sequencing) enables simultaneous and genome-wide assessment of the contributions of individual loci to bacterial growth and survival. We have refined analysis of transposon-insertion sequencin...

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Autores principales: Chao, Michael C., Pritchard, Justin R., Zhang, Yanjia J., Rubin, Eric J., Livny, Jonathan, Davis, Brigid M., Waldor, Matthew K.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2013
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3799429/
https://www.ncbi.nlm.nih.gov/pubmed/23901011
http://dx.doi.org/10.1093/nar/gkt654
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author Chao, Michael C.
Pritchard, Justin R.
Zhang, Yanjia J.
Rubin, Eric J.
Livny, Jonathan
Davis, Brigid M.
Waldor, Matthew K.
author_facet Chao, Michael C.
Pritchard, Justin R.
Zhang, Yanjia J.
Rubin, Eric J.
Livny, Jonathan
Davis, Brigid M.
Waldor, Matthew K.
author_sort Chao, Michael C.
collection PubMed
description The coupling of high-density transposon mutagenesis to high-throughput DNA sequencing (transposon-insertion sequencing) enables simultaneous and genome-wide assessment of the contributions of individual loci to bacterial growth and survival. We have refined analysis of transposon-insertion sequencing data by normalizing for the effect of DNA replication on sequencing output and using a hidden Markov model (HMM)-based filter to exploit heretofore unappreciated information inherent in all transposon-insertion sequencing data sets. The HMM can smooth variations in read abundance and thereby reduce the effects of read noise, as well as permit fine scale mapping that is independent of genomic annotation and enable classification of loci into several functional categories (e.g. essential, domain essential or ‘sick’). We generated a high-resolution map of genomic loci (encompassing both intra- and intergenic sequences) that are required or beneficial for in vitro growth of the cholera pathogen, Vibrio cholerae. This work uncovered new metabolic and physiologic requirements for V. cholerae survival, and by combining transposon-insertion sequencing and transcriptomic data sets, we also identified several novel noncoding RNA species that contribute to V. cholerae growth. Our findings suggest that HMM-based approaches will enhance extraction of biological meaning from transposon-insertion sequencing genomic data.
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spelling pubmed-37994292013-10-21 High-resolution definition of the Vibrio cholerae essential gene set with hidden Markov model–based analyses of transposon-insertion sequencing data Chao, Michael C. Pritchard, Justin R. Zhang, Yanjia J. Rubin, Eric J. Livny, Jonathan Davis, Brigid M. Waldor, Matthew K. Nucleic Acids Res Genomics The coupling of high-density transposon mutagenesis to high-throughput DNA sequencing (transposon-insertion sequencing) enables simultaneous and genome-wide assessment of the contributions of individual loci to bacterial growth and survival. We have refined analysis of transposon-insertion sequencing data by normalizing for the effect of DNA replication on sequencing output and using a hidden Markov model (HMM)-based filter to exploit heretofore unappreciated information inherent in all transposon-insertion sequencing data sets. The HMM can smooth variations in read abundance and thereby reduce the effects of read noise, as well as permit fine scale mapping that is independent of genomic annotation and enable classification of loci into several functional categories (e.g. essential, domain essential or ‘sick’). We generated a high-resolution map of genomic loci (encompassing both intra- and intergenic sequences) that are required or beneficial for in vitro growth of the cholera pathogen, Vibrio cholerae. This work uncovered new metabolic and physiologic requirements for V. cholerae survival, and by combining transposon-insertion sequencing and transcriptomic data sets, we also identified several novel noncoding RNA species that contribute to V. cholerae growth. Our findings suggest that HMM-based approaches will enhance extraction of biological meaning from transposon-insertion sequencing genomic data. Oxford University Press 2013-10 2013-07-30 /pmc/articles/PMC3799429/ /pubmed/23901011 http://dx.doi.org/10.1093/nar/gkt654 Text en © The Author(s) 2013. Published by Oxford University Press. http://creativecommons.org/licenses/by/3.0/ This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/3.0/), which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Genomics
Chao, Michael C.
Pritchard, Justin R.
Zhang, Yanjia J.
Rubin, Eric J.
Livny, Jonathan
Davis, Brigid M.
Waldor, Matthew K.
High-resolution definition of the Vibrio cholerae essential gene set with hidden Markov model–based analyses of transposon-insertion sequencing data
title High-resolution definition of the Vibrio cholerae essential gene set with hidden Markov model–based analyses of transposon-insertion sequencing data
title_full High-resolution definition of the Vibrio cholerae essential gene set with hidden Markov model–based analyses of transposon-insertion sequencing data
title_fullStr High-resolution definition of the Vibrio cholerae essential gene set with hidden Markov model–based analyses of transposon-insertion sequencing data
title_full_unstemmed High-resolution definition of the Vibrio cholerae essential gene set with hidden Markov model–based analyses of transposon-insertion sequencing data
title_short High-resolution definition of the Vibrio cholerae essential gene set with hidden Markov model–based analyses of transposon-insertion sequencing data
title_sort high-resolution definition of the vibrio cholerae essential gene set with hidden markov model–based analyses of transposon-insertion sequencing data
topic Genomics
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3799429/
https://www.ncbi.nlm.nih.gov/pubmed/23901011
http://dx.doi.org/10.1093/nar/gkt654
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