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Mechanism-of-Action Classification of Antibiotics by Global Transcriptome Profiling
Antimicrobial resistance (AMR) is an ever-growing public health problem worldwide. The low rate of antibiotic discovery coupled with the rapid spread of drug-resistant bacterial pathogens is causing a global health crisis. To facilitate the drug discovery processes, we present a large-scale study of...
Autores principales: | , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
American Society for Microbiology
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7038283/ https://www.ncbi.nlm.nih.gov/pubmed/31907190 http://dx.doi.org/10.1128/AAC.01207-19 |
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author | O’Rourke, Aubrie Beyhan, Sinem Choi, Yongwook Morales, Pavel Chan, Agnes P. Espinoza, Josh L. Dupont, Chris L. Meyer, Kirsten J. Spoering, Amy Lewis, Kim Nierman, William C. Nelson, Karen E. |
author_facet | O’Rourke, Aubrie Beyhan, Sinem Choi, Yongwook Morales, Pavel Chan, Agnes P. Espinoza, Josh L. Dupont, Chris L. Meyer, Kirsten J. Spoering, Amy Lewis, Kim Nierman, William C. Nelson, Karen E. |
author_sort | O’Rourke, Aubrie |
collection | PubMed |
description | Antimicrobial resistance (AMR) is an ever-growing public health problem worldwide. The low rate of antibiotic discovery coupled with the rapid spread of drug-resistant bacterial pathogens is causing a global health crisis. To facilitate the drug discovery processes, we present a large-scale study of reference antibiotic challenge bacterial transcriptome profiles, which included 37 antibiotics across 6 mechanisms of actions (MOAs) and provide an economical approach to aid in antimicrobial dereplication in the discovery process. We demonstrate that classical MOAs can be sorted based upon the magnitude of gene expression profiles despite some overlap in the secondary effects of antibiotic exposures across MOAs. Additionally, using gene subsets, we were able to subdivide broad MOA classes into subMOAs. Furthermore, we provide a biomarker gene set that can be used to classify most antimicrobial challenges according to their canonical MOA. We also demonstrate the ability of this rapid MOA diagnostic tool to predict and classify the expression profiles of pure compounds and crude extracts to their expression profile-associated MOA class. |
format | Online Article Text |
id | pubmed-7038283 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | American Society for Microbiology |
record_format | MEDLINE/PubMed |
spelling | pubmed-70382832020-03-06 Mechanism-of-Action Classification of Antibiotics by Global Transcriptome Profiling O’Rourke, Aubrie Beyhan, Sinem Choi, Yongwook Morales, Pavel Chan, Agnes P. Espinoza, Josh L. Dupont, Chris L. Meyer, Kirsten J. Spoering, Amy Lewis, Kim Nierman, William C. Nelson, Karen E. Antimicrob Agents Chemother Mechanisms of Action: Physiological Effects Antimicrobial resistance (AMR) is an ever-growing public health problem worldwide. The low rate of antibiotic discovery coupled with the rapid spread of drug-resistant bacterial pathogens is causing a global health crisis. To facilitate the drug discovery processes, we present a large-scale study of reference antibiotic challenge bacterial transcriptome profiles, which included 37 antibiotics across 6 mechanisms of actions (MOAs) and provide an economical approach to aid in antimicrobial dereplication in the discovery process. We demonstrate that classical MOAs can be sorted based upon the magnitude of gene expression profiles despite some overlap in the secondary effects of antibiotic exposures across MOAs. Additionally, using gene subsets, we were able to subdivide broad MOA classes into subMOAs. Furthermore, we provide a biomarker gene set that can be used to classify most antimicrobial challenges according to their canonical MOA. We also demonstrate the ability of this rapid MOA diagnostic tool to predict and classify the expression profiles of pure compounds and crude extracts to their expression profile-associated MOA class. American Society for Microbiology 2020-02-21 /pmc/articles/PMC7038283/ /pubmed/31907190 http://dx.doi.org/10.1128/AAC.01207-19 Text en Copyright © 2020 O’Rourke et al. https://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution 4.0 International license (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Mechanisms of Action: Physiological Effects O’Rourke, Aubrie Beyhan, Sinem Choi, Yongwook Morales, Pavel Chan, Agnes P. Espinoza, Josh L. Dupont, Chris L. Meyer, Kirsten J. Spoering, Amy Lewis, Kim Nierman, William C. Nelson, Karen E. Mechanism-of-Action Classification of Antibiotics by Global Transcriptome Profiling |
title | Mechanism-of-Action Classification of Antibiotics by Global Transcriptome Profiling |
title_full | Mechanism-of-Action Classification of Antibiotics by Global Transcriptome Profiling |
title_fullStr | Mechanism-of-Action Classification of Antibiotics by Global Transcriptome Profiling |
title_full_unstemmed | Mechanism-of-Action Classification of Antibiotics by Global Transcriptome Profiling |
title_short | Mechanism-of-Action Classification of Antibiotics by Global Transcriptome Profiling |
title_sort | mechanism-of-action classification of antibiotics by global transcriptome profiling |
topic | Mechanisms of Action: Physiological Effects |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7038283/ https://www.ncbi.nlm.nih.gov/pubmed/31907190 http://dx.doi.org/10.1128/AAC.01207-19 |
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