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酵母中的饱和转座子分析作为一种在全基因组范围内量化基因破坏对适应性影响的一步法。

Saturated Transposon Analysis in Yeast as a one-step method to quantify the fitness effects of gene disruptions on a genome-wide scale.

作者信息

Kingma Enzo, Dolsma Floor, Iñigo de la Cruz Leila, Laan Liedewij

机构信息

Department of Bionanoscience, Kavli Institute, Delft University of Technology, Delft, Zuid-Holland, The Netherlands.

出版信息

PLoS One. 2025 Feb 6;20(2):e0312437. doi: 10.1371/journal.pone.0312437. eCollection 2025.

Abstract

Transposon insertion site sequencing (TIS) is a powerful tool that has significantly advanced our knowledge of functional genomics. For example, TIS has been used to identify essential genes of Saccharomyces cerevisiae, screen for antibiotic resistance genes in Klebsiella pneumoniae and determine the set of genes required for virulence of Mycobacterium tuberculosis. While providing valuable insights, these applications of TIS focus on (conditional) gene essentiality and neglect possibly interesting but subtle differences in the importance of genes for fitness. Notably, it has been demonstrated that data obtained from TIS experiments can be used for fitness quantification and the construction of genetic interaction maps, but this potential is only sporadically exploited. Here, we present a method to quantify the fitness of gene disruption mutants using data obtained from a TIS screen developed for the yeast Saccharomyces cerevisiae called SATAY. We show that the mean read count per transposon insertion site provides a metric for fitness that is robust across biological and technical replicate experiments. Importantly, the ability to resolve differences between gene disruption mutants with low fitness depends crucially on the inclusion of insertion sites that are not observed in the sequencing data to estimate the mean. While our method provides reproducible results between replicate SATAY datasets, the obtained fitness distribution differs substantially from those obtained using other techniques. It is currently unclear whether these inconsistencies are due to biological or technical differences between the methods. We end with suggestions for modifications of the SATAY procedure that could improve the resolution of the fitness estimates. Our analysis indicates that increasing the sequencing depth does very little to reduce the uncertainty in the estimates, while replacing the PCR amplification with methods that avoid or reduce the number of amplification cycles will likely be most effective in reducing noise.

摘要

转座子插入位点测序(TIS)是一种强大的工具,极大地推进了我们对功能基因组学的认识。例如,TIS已被用于鉴定酿酒酵母的必需基因、筛选肺炎克雷伯菌中的抗生素抗性基因以及确定结核分枝杆菌毒力所需的基因集。虽然提供了有价值的见解,但TIS的这些应用侧重于(条件性)基因必需性,而忽略了基因对适应性重要性方面可能有趣但细微的差异。值得注意的是,已证明从TIS实验获得的数据可用于适应性量化和构建遗传相互作用图谱,但这种潜力仅偶尔被利用。在这里,我们提出了一种方法,使用从为酵母酿酒酵母开发的名为SATAY的TIS筛选中获得的数据来量化基因破坏突变体的适应性。我们表明,每个转座子插入位点的平均读数计数提供了一种适应性指标,在生物学和技术重复实验中都很稳健。重要的是,分辨低适应性基因破坏突变体之间差异的能力关键取决于在测序数据中未观察到的插入位点的纳入,以估计平均值。虽然我们的方法在重复的SATAY数据集之间提供了可重复的结果,但获得的适应性分布与使用其他技术获得的分布有很大不同。目前尚不清楚这些不一致是由于方法之间的生物学差异还是技术差异。我们最后提出了对SATAY程序的修改建议,这些建议可以提高适应性估计的分辨率。我们的分析表明,增加测序深度对降低估计中的不确定性作用很小,而用避免或减少扩增循环次数的方法取代PCR扩增可能在降低噪声方面最有效。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b358/11801604/bd4c365f8d79/pone.0312437.g001.jpg

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