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Parallel Mapping of Antibiotic Resistance Alleles in Escherichia coli
Chemical genomics expands our understanding of microbial tolerance to inhibitory chemicals, but its scope is often limited by the throughput of genome-scale library construction and genotype-phenotype mapping. Here we report a method for rapid, parallel, and deep characterization of the response to...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4714920/ https://www.ncbi.nlm.nih.gov/pubmed/26771672 http://dx.doi.org/10.1371/journal.pone.0146916 |
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author | Weiss, Sophie J. Mansell, Thomas J. Mortazavi, Pooneh Knight, Rob Gill, Ryan T. |
author_facet | Weiss, Sophie J. Mansell, Thomas J. Mortazavi, Pooneh Knight, Rob Gill, Ryan T. |
author_sort | Weiss, Sophie J. |
collection | PubMed |
description | Chemical genomics expands our understanding of microbial tolerance to inhibitory chemicals, but its scope is often limited by the throughput of genome-scale library construction and genotype-phenotype mapping. Here we report a method for rapid, parallel, and deep characterization of the response to antibiotics in Escherichia coli using a barcoded genome-scale library, next-generation sequencing, and streamlined bioinformatics software. The method provides quantitative growth data (over 200,000 measurements) and identifies contributing antimicrobial resistance and susceptibility alleles. Using multivariate analysis, we also find that subtle differences in the population responses resonate across multiple levels of functional hierarchy. Finally, we use machine learning to identify a unique allelic and proteomic fingerprint for each antibiotic. The method can be broadly applied to tolerance for any chemical from toxic metabolites to next-generation biofuels and antibiotics. |
format | Online Article Text |
id | pubmed-4714920 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-47149202016-01-30 Parallel Mapping of Antibiotic Resistance Alleles in Escherichia coli Weiss, Sophie J. Mansell, Thomas J. Mortazavi, Pooneh Knight, Rob Gill, Ryan T. PLoS One Research Article Chemical genomics expands our understanding of microbial tolerance to inhibitory chemicals, but its scope is often limited by the throughput of genome-scale library construction and genotype-phenotype mapping. Here we report a method for rapid, parallel, and deep characterization of the response to antibiotics in Escherichia coli using a barcoded genome-scale library, next-generation sequencing, and streamlined bioinformatics software. The method provides quantitative growth data (over 200,000 measurements) and identifies contributing antimicrobial resistance and susceptibility alleles. Using multivariate analysis, we also find that subtle differences in the population responses resonate across multiple levels of functional hierarchy. Finally, we use machine learning to identify a unique allelic and proteomic fingerprint for each antibiotic. The method can be broadly applied to tolerance for any chemical from toxic metabolites to next-generation biofuels and antibiotics. Public Library of Science 2016-01-15 /pmc/articles/PMC4714920/ /pubmed/26771672 http://dx.doi.org/10.1371/journal.pone.0146916 Text en © 2016 Weiss et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Weiss, Sophie J. Mansell, Thomas J. Mortazavi, Pooneh Knight, Rob Gill, Ryan T. Parallel Mapping of Antibiotic Resistance Alleles in Escherichia coli |
title | Parallel Mapping of Antibiotic Resistance Alleles in Escherichia coli |
title_full | Parallel Mapping of Antibiotic Resistance Alleles in Escherichia coli |
title_fullStr | Parallel Mapping of Antibiotic Resistance Alleles in Escherichia coli |
title_full_unstemmed | Parallel Mapping of Antibiotic Resistance Alleles in Escherichia coli |
title_short | Parallel Mapping of Antibiotic Resistance Alleles in Escherichia coli |
title_sort | parallel mapping of antibiotic resistance alleles in escherichia coli |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4714920/ https://www.ncbi.nlm.nih.gov/pubmed/26771672 http://dx.doi.org/10.1371/journal.pone.0146916 |
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