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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...

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Autores principales: de Wet, Timothy J, Winkler, Kristy R, Mhlanga, Musa, Mizrahi, Valerie, Warner, Digby F
Formato: Online Artículo Texto
Lenguaje:English
Publicado: eLife Sciences Publications, Ltd 2020
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.
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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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