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Arrayed CRISPRi and quantitative imaging describe the morphotypic landscape of essential mycobacterial genes
Mycobacterium tuberculosis possesses a large number of genes of unknown or predicted function, undermining fundamental understanding of pathogenicity and drug susceptibility. To address this challenge, we developed a high-throughput functional genomics approach combining inducible CRISPR-interferenc...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
eLife Sciences Publications, Ltd
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7647400/ https://www.ncbi.nlm.nih.gov/pubmed/33155979 http://dx.doi.org/10.7554/eLife.60083 |
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author | de Wet, Timothy J Winkler, Kristy R Mhlanga, Musa Mizrahi, Valerie Warner, Digby F |
author_facet | de Wet, Timothy J Winkler, Kristy R Mhlanga, Musa Mizrahi, Valerie Warner, Digby F |
author_sort | de Wet, Timothy J |
collection | PubMed |
description | Mycobacterium tuberculosis possesses a large number of genes of unknown or predicted function, undermining fundamental understanding of pathogenicity and drug susceptibility. To address this challenge, we developed a high-throughput functional genomics approach combining inducible CRISPR-interference and image-based analyses of morphological features and sub-cellular chromosomal localizations in the related non-pathogen, M. smegmatis. Applying automated imaging and analysis to 263 essential gene knockdown mutants in an arrayed library, we derive robust, quantitative descriptions of bacillary morphologies consequent on gene silencing. Leveraging statistical-learning, we demonstrate that functionally related genes cluster by morphotypic similarity and that this information can be used to inform investigations of gene function. Exploiting this observation, we infer the existence of a mycobacterial restriction-modification system, and identify filamentation as a defining mycobacterial response to histidine starvation. Our results support the application of large-scale image-based analyses for mycobacterial functional genomics, simultaneously establishing the utility of this approach for drug mechanism-of-action studies. |
format | Online Article Text |
id | pubmed-7647400 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | eLife Sciences Publications, Ltd |
record_format | MEDLINE/PubMed |
spelling | pubmed-76474002020-11-09 Arrayed CRISPRi and quantitative imaging describe the morphotypic landscape of essential mycobacterial genes de Wet, Timothy J Winkler, Kristy R Mhlanga, Musa Mizrahi, Valerie Warner, Digby F eLife Genetics and Genomics Mycobacterium tuberculosis possesses a large number of genes of unknown or predicted function, undermining fundamental understanding of pathogenicity and drug susceptibility. To address this challenge, we developed a high-throughput functional genomics approach combining inducible CRISPR-interference and image-based analyses of morphological features and sub-cellular chromosomal localizations in the related non-pathogen, M. smegmatis. Applying automated imaging and analysis to 263 essential gene knockdown mutants in an arrayed library, we derive robust, quantitative descriptions of bacillary morphologies consequent on gene silencing. Leveraging statistical-learning, we demonstrate that functionally related genes cluster by morphotypic similarity and that this information can be used to inform investigations of gene function. Exploiting this observation, we infer the existence of a mycobacterial restriction-modification system, and identify filamentation as a defining mycobacterial response to histidine starvation. Our results support the application of large-scale image-based analyses for mycobacterial functional genomics, simultaneously establishing the utility of this approach for drug mechanism-of-action studies. eLife Sciences Publications, Ltd 2020-11-06 /pmc/articles/PMC7647400/ /pubmed/33155979 http://dx.doi.org/10.7554/eLife.60083 Text en © 2020, de Wet et al http://creativecommons.org/licenses/by/4.0/ http://creativecommons.org/licenses/by/4.0/This article is distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use and redistribution provided that the original author and source are credited. |
spellingShingle | Genetics and Genomics de Wet, Timothy J Winkler, Kristy R Mhlanga, Musa Mizrahi, Valerie Warner, Digby F Arrayed CRISPRi and quantitative imaging describe the morphotypic landscape of essential mycobacterial genes |
title | Arrayed CRISPRi and quantitative imaging describe the morphotypic landscape of essential mycobacterial genes |
title_full | Arrayed CRISPRi and quantitative imaging describe the morphotypic landscape of essential mycobacterial genes |
title_fullStr | Arrayed CRISPRi and quantitative imaging describe the morphotypic landscape of essential mycobacterial genes |
title_full_unstemmed | Arrayed CRISPRi and quantitative imaging describe the morphotypic landscape of essential mycobacterial genes |
title_short | Arrayed CRISPRi and quantitative imaging describe the morphotypic landscape of essential mycobacterial genes |
title_sort | arrayed crispri and quantitative imaging describe the morphotypic landscape of essential mycobacterial genes |
topic | Genetics and Genomics |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7647400/ https://www.ncbi.nlm.nih.gov/pubmed/33155979 http://dx.doi.org/10.7554/eLife.60083 |
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