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PNAS Plus: OligoMiner provides a rapid flexible environment for the design of genome-scale oligonucleotide in situ hybridization probes

机译:PNAS Plus:OligoMiner为设计基因组规模的寡核苷酸原位杂交探针提供了快速灵活的环境

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摘要

Oligonucleotide (oligo)-based FISH has emerged as an important tool for the study of chromosome organization and gene expression and has been empowered by the commercial availability of highly complex pools of oligos. However, a dedicated bioinformatic design utility has yet to be created specifically for the purpose of identifying optimal oligo FISH probe sequences on the genome-wide scale. Here, we introduce OligoMiner, a rapid and robust computational pipeline for the genome-scale design of oligo FISH probes that affords the scientist exact control over the parameters of each probe. Our streamlined method uses standard bioinformatic file formats, allowing users to seamlessly integrate new and existing utilities into the pipeline as desired, and introduces a method for evaluating the specificity of each probe molecule that connects simulated hybridization energetics to rapidly generated sequence alignments using supervised machine learning. We demonstrate the scalability of our approach by performing genome-scale probe discovery in numerous model organism genomes and showcase the performance of the resulting probes with diffraction-limited and single-molecule superresolution imaging of chromosomal and RNA targets. We anticipate that this pipeline will make the FISH probe design process much more accessible and will more broadly facilitate the design of pools of hybridization probes for a variety of applications.
机译:基于寡核苷酸(寡聚核苷酸)的FISH已成为研究染色体组织和基因表达的重要工具,并已获得高度复杂的寡聚核苷酸库的商业供应。但是,尚未专门创建专用的生物信息学设计工具,目的是在全基因组范围内鉴定最佳寡核苷酸FISH探针序列。在这里,我们介绍OligoMiner,这是一种用于寡核苷酸FISH探针的基因组规模设计的快速而强大的计算管道,可为科学家提供对每种探针参数的精确控制。我们的简化方法使用标准的生物信息文件格式,允许用户根据需要将新的和现有的工具无缝集成到管道中,并引入了一种评估每个探针分子特异性的方法,该方法使用监督的机器学习将模拟的杂交能量学与快速生成的序列比对相连接。我们通过在众多模型生物基因组中进行基因组规模的探针发现,证明了我们方法的可扩展性,并展示了具有衍射极限和染色体和RNA靶标的单分子超分辨率成像的所得探针的性能。我们预计,该管道将使FISH探针设计过程更容易访问,并将更广泛地促进杂交探针库的设计,以用于各种应用。

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