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

机译:没有更多的眼泪:用Cry Hrocessor进行小说中的小型BT哭泣的挖掘数据

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Bacillus thuringiensis ( Bt ) 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Cry toxins, called a BtToxin_scanner, has significant limitations such as limited query size, lack of accuracy and an outdated database.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:Bacillus thuringiensis(Bt)是昆虫的天然病原体和一些其他无脊椎动物,产生三个域哭(3D-Cry)毒素,其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灭菌剂,并用于杀虫剂市场上的商业目的,正在与可持续增长和生态发展的范式收敛。害虫中已知毒素的新出现抗性应力扩大已知毒素列表以扩大杀虫方法的视野。为此目的,我们已经详细阐述了一个名为CryProcessor的快速和用户友好的工具,这允许生产和精确的3D次级毒素开采。唯一的现有工具呼出毒素,称为BTToxin_Scanner,具有显着的限制,例如有限的查询大小,缺乏准确性和过时的数据库。为了找到对这些问题的适当解决方案,我们开发了一种强大的管道,能够精确3D-Cry Toxin Mining。管道的独特特征是能够直接在装配图上搜索鼠标序列,提供分析原始测序数据并克服碎片组件的问题的机会。此外,CryProcessor能够精确地预测任意序列中的域布局,允许检索多个域的序列,超出了在Crygetter中呈现的有限数量的毒素的界限。我们的算法在所有工作模式下都显示出效率,并且在大量数据上表现出了比例。在这里,我们描述了其主要特征,并提供有关其对现有类似物的基准测试的信息。 CryProcessor是一种小说,快速,方便,开源(https://github.com/lab7Arriam/cry_processor),与控制台版本和详细的Web界面(https://lab7.arriam.ru),平台无关和精确的仪器/ tools / cry_processor)。其主要优点可以使其可以对新型3D-Crad毒素进行大规模筛查,并在构建人工毒素的硅实验中获得特定结构域的序列。

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