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Gene Essentiality Analyzed by Transposon Mutagenesis and Machine Learning in a Stable Haploid Isolate of . | LitMetric

Gene Essentiality Analyzed by Transposon Mutagenesis and Machine Learning in a Stable Haploid Isolate of .

mBio

School of Molecular Cell Biology and Biotechnology, Department of Molecular Microbiology and Biotechnology, George Wise Faculty of Life Sciences, Tel Aviv University, Ramat Aviv, Israel

Published: October 2018

AI Article Synopsis

  • The study focuses on identifying essential genes in a pathogenic fungus, improving our understanding of its growth and survival mechanisms, especially in non-model organisms.
  • Researchers utilized a stable haploid variant of the fungus along with machine learning to analyze the gene requirements for growth, discovering 1,610 essential genes, significantly expanding knowledge compared to previous genomic databases.
  • This work also identifies conserved essential genes among major human pathogens, pointing out genes that lack human counterparts as potential targets for antifungal treatments, showcasing a novel approach to genetic research beyond classical methods.

Article Abstract

Knowing the full set of essential genes for a given organism provides important information about ways to promote, and to limit, its growth and survival. For many non-model organisms, the lack of a stable haploid state and low transformation efficiencies impede the use of conventional approaches to generate a genome-wide comprehensive set of mutant strains and the identification of the genes essential for growth. Here we report on the isolation and utilization of a highly stable haploid derivative of the human pathogenic fungus , together with a modified heterologous transposon and machine learning (ML) analysis method, to predict the degree to which all of the open reading frames are required for growth under standard laboratory conditions. We identified 1,610  essential genes, including 1,195 with high "essentiality confidence" scores, thereby increasing the number of essential genes (currently 66 in the Candida Genome Database) by >20-fold and providing an unbiased approach to determine the degree of confidence in the determination of essentiality. Among the genes essential in were 602 genes also essential in the model budding and fission yeasts analyzed by both deletion and transposon mutagenesis. We also identified essential genes conserved among the four major human pathogens , , , and and highlight those that lack homologs in humans and that thus could serve as potential targets for the design of antifungal therapies. Comprehensive understanding of an organism requires that we understand the contributions of most, if not all, of its genes. Classical genetic approaches to this issue have involved systematic deletion of each gene in the genome, with comprehensive sets of mutants available only for very-well-studied model organisms. We took a different approach, harnessing the power of transposition coupled with deep sequencing to identify >500,000 different mutations, one per cell, in the prevalent human fungal pathogen and to map their positions across the genome. The transposition approach is efficient and less labor-intensive than classic approaches. Here, we describe the production and analysis (aided by machine learning) of a large collection of mutants and the comprehensive identification of 1,610  genes that are essential for growth under standard laboratory conditions. Among these essential genes, we identify those that are also essential in two distantly related model yeasts as well as those that are conserved in all four major human fungal pathogens and that are not conserved in the human genome. This list of genes with functions important for the survival of the pathogen provides a good starting point for the development of new antifungal drugs, which are greatly needed because of the emergence of fungal pathogens with elevated resistance and/or tolerance of the currently limited set of available antifungal drugs.

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Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC6212825PMC
http://dx.doi.org/10.1128/mBio.02048-18DOI Listing

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