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Mustache: multi-scale detection of chromatin loops from Hi-C and Micro-C maps using scale-space representation
Genome Biology ( IF 10.1 ) Pub Date : 2020-09-30 , DOI: 10.1186/s13059-020-02167-0
Abbas Roayaei Ardakany 1, 2 , Halil Tuvan Gezer 1, 3 , Stefano Lonardi 2 , Ferhat Ay 1, 4
Affiliation  

We present Mustache , a new method for multi-scale detection of chromatin loops from Hi-C and Micro-C contact maps. Mustache employs scale-space theory, a technical advance in computer vision, to detect blob-shaped objects in contact maps. Mustache is scalable to kilobase-resolution maps and reports loops that are highly consistent between replicates and between Hi-C and Micro-C datasets. Compared to other loop callers, such as HiCCUPS and SIP, Mustache recovers a higher number of published ChIA-PET and HiChIP loops as well as loops linking promoters to regulatory elements. Overall, Mustache enables an efficient and comprehensive analysis of chromatin loops. Available at: https://github.com/ay-lab/mustache .

中文翻译:


Mustache:使用尺度空间表示从 Hi-C 和 Micro-C 图谱中多尺度检测染色质环



我们提出了 Mustache,一种从 Hi-C 和 Micro-C 接触图多尺度检测染色质环的新方法。 Mustache 采用尺度空间理论(计算机视觉的一项技术进步)来检测接触图中的斑点状物体。 Mustache 可扩展到千碱基分辨率图谱和报告循环,这些图谱和报告循环在重复项之间以及 Hi-C 和 Micro-C 数据集之间高度一致。与其他循环调用程序(例如 HiCCUPS 和 SIP)相比,Mustache 恢复了更多已发布的 ChIA-PET 和 HiChIP 循环以及将启动子与调控元件连接的循环。总体而言,Mustache 能够对染色质环进行高效、全面的分析。网址为:https://github.com/ay-lab/mustache。
更新日期:2020-09-30
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