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HiCognition:用于 3D 基因组学的可视化探索和假设检验工具。

HiCognition: a visual exploration and hypothesis testing tool for 3D genomics.

机构信息

Institute of Molecular Biotechnology of the Austrian Academy of Sciences, Vienna BioCenter, Vienna, Austria.

Research Institute of Molecular Pathology, Vienna BioCenter, Vienna, Austria.

出版信息

Genome Biol. 2023 Jul 5;24(1):158. doi: 10.1186/s13059-023-02996-9.

Abstract

Genome browsers facilitate integrated analysis of multiple genomics datasets yet visualize only a few regions at a time and lack statistical functions for extracting meaningful information. We present HiCognition, a visual exploration and machine-learning tool based on a new genomic region set concept, enabling detection of patterns and associations between 3D chromosome conformation and collections of 1D genomics profiles of any type. By revealing how transcription and cohesion subunit isoforms contribute to chromosome conformation, we showcase how the flexible user interface and machine learning tools of HiCognition help to understand the relationship between the structure and function of the genome.

摘要

基因组浏览器促进了多个基因组数据集的综合分析,但一次只能可视化少数几个区域,并且缺乏用于提取有意义信息的统计功能。我们提出了 HiCognition,这是一种基于新的基因组区域集概念的可视化探索和机器学习工具,能够检测 3D 染色体构象与任何类型的 1D 基因组图谱集之间的模式和关联。通过揭示转录和凝聚亚基同工型如何影响染色体构象,我们展示了 HiCognition 的灵活用户界面和机器学习工具如何帮助理解基因组结构和功能之间的关系。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/71f1/10320903/a58dbd8a6eee/13059_2023_2996_Fig1_HTML.jpg

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