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recoup:从下一代测序中灵活多样的信号可视化。

recoup: flexible and versatile signal visualization from next generation sequencing.

机构信息

Institute for Fundamental Biomedical Research, Biomedical Sciences Research Center 'Alexander Fleming', Fleming 34, 16672, Vari, Greece.

出版信息

BMC Bioinformatics. 2021 Jan 6;22(1):2. doi: 10.1186/s12859-020-03902-x.

Abstract

BACKGROUND

The relentless continuing emergence of new genomic sequencing protocols and the resulting generation of ever larger datasets continue to challenge the meaningful summarization and visualization of the underlying signal generated to answer important qualitative and quantitative biological questions. As a result, the need for novel software able to reliably produce quick, comprehensive, and easily repeatable genomic signal visualizations in a user-friendly manner is rapidly re-emerging.

RESULTS

recoup is a Bioconductor package for quick, flexible, versatile, and accurate visualization of genomic coverage profiles generated from Next Generation Sequencing data. Coupled with a database of precalculated genomic regions for multiple organisms, recoup offers processing mechanisms for quick, efficient, and multi-level data interrogation with minimal effort, while at the same time creating publication-quality visualizations. Special focus is given on plot reusability, reproducibility, and real-time exploration and formatting options, operations rarely supported in similar visualization tools in a profound way. recoup was assessed using several qualitative user metrics and found to balance the tradeoff between important package features, including speed, visualization quality, overall friendliness, and the reusability of the results with minimal additional calculations.

CONCLUSION

While some existing solutions for the comprehensive visualization of NGS data signal offer satisfying results, they are often compromised regarding issues such as effortless tracking of processing and preparation steps under a common computational environment, visualization quality and user friendliness. recoup is a unique package presenting a balanced tradeoff for a combination of assessment criteria while remaining fast and friendly.

摘要

背景

新的基因组测序协议不断涌现,产生的数据集也越来越大,这持续对重要定性和定量生物学问题的底层信号进行有意义的总结和可视化提出了挑战。因此,迅速重新出现了对能够可靠地以用户友好的方式快速生成全面且易于重复的基因组信号可视化的新型软件的需求。

结果

recoup 是一个 Bioconductor 软件包,用于快速、灵活、通用且准确地可视化来自下一代测序数据的基因组覆盖度图谱。与多个生物体的预计算基因组区域数据库相结合,recoup 提供了快速、高效和多层次数据查询的处理机制,只需很少的工作量,同时创建出版质量的可视化效果。特别关注的是绘图的可重用性、可重复性和实时探索和格式选项,这在类似的可视化工具中很少以深刻的方式支持这些操作。recoup 使用了几个定性用户指标进行评估,发现它在重要的包功能之间取得了平衡,包括速度、可视化质量、整体友好性以及在最小的额外计算下结果的可重用性。

结论

虽然一些用于全面可视化 NGS 数据信号的现有解决方案提供了令人满意的结果,但它们通常在处理和准备步骤的轻松跟踪、可视化质量和用户友好性等问题上存在妥协。recoup 是一个独特的软件包,在保持快速和友好的同时,为评估标准的组合提供了平衡的权衡。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0221/7789646/b83d7bc8a215/12859_2020_3902_Fig1_HTML.jpg

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