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No More Tears: Mining Sequencing Data for Novel Bt Cry Toxins with CryProcessor

机译:不再需要哭泣:使用CryProcessor挖掘新型Bt Cry毒素的测序数据

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摘要

( ) is a natural pathogen of insects and some other groups of invertebrates that produces three-domain Cry (3d-Cry) toxins, which are highly host-specific pesticidal proteins. These proteins represent the most commonly used bioinsecticides in the world and are used for commercial purposes on the market of insecticides, being convergent with the paradigm of sustainable growth and ecological development. Emerging resistance to known toxins in pests stresses the need to expand the list of known toxins to broaden the horizons of insecticidal approaches. For this purpose, we have elaborated a fast and user-friendly tool called CryProcessor, which allows productive and precise mining of 3d-Cry toxins. The only existing tool for mining Cry toxins, called a BtToxin_scanner, has significant limitations such as limited query size, lack of accuracy and an outdated database. In order to find a proper solution to these problems, we have developed a robust pipeline, capable of precise 3d-Cry toxin mining. The unique feature of the pipeline is the ability to search for Cry toxins sequences directly on assembly graphs, providing an opportunity to analyze raw sequencing data and overcoming the problem of fragmented assemblies. Moreover, CryProcessor is able to predict precisely the domain layout in arbitrary sequences, allowing the retrieval of sequences of definite domains beyond the bounds of a limited number of toxins presented in CryGetter. Our algorithm has shown efficiency in all its work modes and outperformed its analogues on large amounts of data. Here, we describe its main features and provide information on its benchmarking against existing analogues. CryProcessor is a novel, fast, convenient, open source (https://github.com/lab7arriam/cry_processor), platform-independent, and precise instrument with a console version and elaborated web interface (https://lab7.arriam.ru/tools/cry_processor). Its major merits could make it possible to carry out massive screening for novel 3d-Cry toxins and obtain sequences of specific domains for further comprehensive in silico experiments in constructing artificial toxins.
机译:()是昆虫和其他一些无脊椎动物类的天然病原体,可产生三域Cry(3d-Cry)毒素,这是高度宿主特异性的杀虫蛋白。这些蛋白质代表了世界上最常用的生物杀虫剂,并在杀虫剂市场上用于商业目的,与可持续增长和生态发展的范式趋同。对有害生物中已知毒素的新出现的抗性强调需要扩大已知毒素的种类以拓宽杀虫方法的范围。为此,我们精心设计了一种名为CryProcessor的快速且用户友好的工具,该工具可以高效,精确地开采3d-Cry毒素。唯一现有的用于挖掘Cry毒素的工具称为BtToxin_scanner,它具有很大的局限性,例如有限的查询大小,缺乏准确性和过时的数据库。为了找到解决这些问题的适当方法,我们开发了一种强大的管道,能够精确地进行3d-Cry毒素开采。该管道的独特功能是能够直接在装配图中搜索Cry毒素序列,从而提供了分析原始测序数据并克服装配碎片问题的机会。此外,CryProcessor能够准确预测任意序列中的域布局,从而允许检索超出CryGetter中有限数量毒素范围的确定域的序列。我们的算法在所有工作模式下均显示出效率,并且在大量数据上的表现优于同类算法。在这里,我们描述了它的主要功能,并提供了与现有类似物进行基准比较的信息。 CryProcessor是一种新颖,快速,方便,开放源代码(https://github.com/lab7arriam/cry_processor),具有平台版本和精心设计的Web界面(https://lab7.arriam.ru),具有平台无关性和精确性。 / tools / cry_processor)。它的主要优点可能使得有可能对新型3d-Cry毒素进行大规模筛选,并获得特定结构域的序列,以用于构建人工毒素的进一步计算机模拟实验。

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