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Comparing the utility of in vivo transposon mutagenesis approaches in yeast species to infer gene essentiality
In vivo transposon mutagenesis, coupled with deep sequencing, enables large-scale genome-wide mutant screens for genes essential in different growth conditions. We analyzed six large-scale studies performed on haploid strains of three yeast species (Saccharomyces cerevisiae, Schizosaccaromyces pombe...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer Berlin Heidelberg
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7599172/ https://www.ncbi.nlm.nih.gov/pubmed/32681306 http://dx.doi.org/10.1007/s00294-020-01096-6 |
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author | Levitan, Anton Gale, Andrew N. Dallon, Emma K. Kozan, Darby W. Cunningham, Kyle W. Sharan, Roded Berman, Judith |
author_facet | Levitan, Anton Gale, Andrew N. Dallon, Emma K. Kozan, Darby W. Cunningham, Kyle W. Sharan, Roded Berman, Judith |
author_sort | Levitan, Anton |
collection | PubMed |
description | In vivo transposon mutagenesis, coupled with deep sequencing, enables large-scale genome-wide mutant screens for genes essential in different growth conditions. We analyzed six large-scale studies performed on haploid strains of three yeast species (Saccharomyces cerevisiae, Schizosaccaromyces pombe, and Candida albicans), each mutagenized with two of three different heterologous transposons (AcDs, Hermes, and PiggyBac). Using a machine-learning approach, we evaluated the ability of the data to predict gene essentiality. Important data features included sufficient numbers and distribution of independent insertion events. All transposons showed some bias in insertion site preference because of jackpot events, and preferences for specific insertion sequences and short-distance vs long-distance insertions. For PiggyBac, a stringent target sequence limited the ability to predict essentiality in genes with few or no target sequences. The machine learning approach also robustly predicted gene function in less well-studied species by leveraging cross-species orthologs. Finally, comparisons of isogenic diploid versus haploid S. cerevisiae isolates identified several genes that are haplo-insufficient, while most essential genes, as expected, were recessive. We provide recommendations for the choice of transposons and the inference of gene essentiality in genome-wide studies of eukaryotic haploid microbes such as yeasts, including species that have been less amenable to classical genetic studies. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1007/s00294-020-01096-6) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-7599172 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Springer Berlin Heidelberg |
record_format | MEDLINE/PubMed |
spelling | pubmed-75991722020-11-10 Comparing the utility of in vivo transposon mutagenesis approaches in yeast species to infer gene essentiality Levitan, Anton Gale, Andrew N. Dallon, Emma K. Kozan, Darby W. Cunningham, Kyle W. Sharan, Roded Berman, Judith Curr Genet Original Article In vivo transposon mutagenesis, coupled with deep sequencing, enables large-scale genome-wide mutant screens for genes essential in different growth conditions. We analyzed six large-scale studies performed on haploid strains of three yeast species (Saccharomyces cerevisiae, Schizosaccaromyces pombe, and Candida albicans), each mutagenized with two of three different heterologous transposons (AcDs, Hermes, and PiggyBac). Using a machine-learning approach, we evaluated the ability of the data to predict gene essentiality. Important data features included sufficient numbers and distribution of independent insertion events. All transposons showed some bias in insertion site preference because of jackpot events, and preferences for specific insertion sequences and short-distance vs long-distance insertions. For PiggyBac, a stringent target sequence limited the ability to predict essentiality in genes with few or no target sequences. The machine learning approach also robustly predicted gene function in less well-studied species by leveraging cross-species orthologs. Finally, comparisons of isogenic diploid versus haploid S. cerevisiae isolates identified several genes that are haplo-insufficient, while most essential genes, as expected, were recessive. We provide recommendations for the choice of transposons and the inference of gene essentiality in genome-wide studies of eukaryotic haploid microbes such as yeasts, including species that have been less amenable to classical genetic studies. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1007/s00294-020-01096-6) contains supplementary material, which is available to authorized users. Springer Berlin Heidelberg 2020-07-17 2020 /pmc/articles/PMC7599172/ /pubmed/32681306 http://dx.doi.org/10.1007/s00294-020-01096-6 Text en © The Author(s) 2020 Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Original Article Levitan, Anton Gale, Andrew N. Dallon, Emma K. Kozan, Darby W. Cunningham, Kyle W. Sharan, Roded Berman, Judith Comparing the utility of in vivo transposon mutagenesis approaches in yeast species to infer gene essentiality |
title | Comparing the utility of in vivo transposon mutagenesis approaches in yeast species to infer gene essentiality |
title_full | Comparing the utility of in vivo transposon mutagenesis approaches in yeast species to infer gene essentiality |
title_fullStr | Comparing the utility of in vivo transposon mutagenesis approaches in yeast species to infer gene essentiality |
title_full_unstemmed | Comparing the utility of in vivo transposon mutagenesis approaches in yeast species to infer gene essentiality |
title_short | Comparing the utility of in vivo transposon mutagenesis approaches in yeast species to infer gene essentiality |
title_sort | comparing the utility of in vivo transposon mutagenesis approaches in yeast species to infer gene essentiality |
topic | Original Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7599172/ https://www.ncbi.nlm.nih.gov/pubmed/32681306 http://dx.doi.org/10.1007/s00294-020-01096-6 |
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