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A Galaxy-based training resource for single-cell RNA-sequencing quality control and analyses

机译:基于Galaxy的培训资源,用于单细胞RNA测序质量控制和分析

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Background It is not a trivial step to move from single-cell RNA-sequencing (scRNA-seq) data production to data analysis. There is a lack of intuitive training materials and easy-to-use analysis tools, and researchers can find it difficult to master the basics of scRNA-seq quality control and the later analysis. Results We have developed a range of practical scripts, together with their corresponding Galaxy wrappers, that make scRNA-seq training and quality control accessible to researchers previously daunted by the prospect of scRNA-seq analysis. We implement a “visualize-filter-visualize” paradigm through simple command line tools that use the Loom format to exchange data between the tools. The point-and-click nature of Galaxy makes it easy to assess, visualize, and filter scRNA-seq data from short-read sequencing data. Conclusion We have developed a suite of scRNA-seq tools that can be used for both training and more in-depth analyses.
机译:背景技术从单细胞RNA测序(scRNA-seq)数据生成转向数据分析并非易事。缺乏直观的培训材料和易于使用的分析工具,研究人员发现很难掌握scRNA-seq质量控制的基础知识和后来的分析方法。结果我们开发了一系列实用的脚本及其相应的Galaxy包装程序,使以前对scRNA-seq分析前景望而却步的研究人员可以进行scRNA-seq培训和质量控制。我们通过使用Loom格式在工具之间交换数据的简单命令行工具来实现“可视化-过滤器-可视化”范例。 Galaxy的点击式特性使您可以轻松地从短读测序数据中评估,可视化和过滤scRNA-seq数据。结论我们开发了一套scRNA-seq工具,可用于训练和更深入的分析。

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