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scHiCDiff:检测单细胞Hi-C数据中的差异色素相互作用

Huiling Liu¹, Wenxiu Ma¹

¹Department of Statistics, University of California Riverside, Riverside, CA 92521, United States.

Bioinformatics (Oxford, England)

|October 17, 2023

概括

scHiCDiff软件识别了单细胞Hi-C数据中的差异色素相互作用. 该工具有效地检测细胞类型特定的染色质结构变化,在条件之间使用可靠的统计模型.

科学领域:

基因组学就是基因组学.
计算生物学计算生物学
表观遗传学在表观遗传学中,表观遗传学是指表观遗传学.

背景情况:

单细胞Hi-C数据可以对3D基因组组织进行高分辨率分析.
了解细胞类型特定的染色质相互作用对于破译基因调节至关重要.

研究的目的:

介绍scHiCDiff,这是一个新的软件工具,用于从单细胞Hi-C数据中检测差异色素相互作用 (DCI).
提供非参数测试和参数模型,以进行可靠的DCI检测.

主要方法:

在R中的实现,在GitHub上免费使用.
使用模拟和真实单细胞Hi-C数据集进行评估.
使用非参数测试和参数模型,包括零膨胀负二项式模型.

主要成果:

scHiCDiff有效地检测条件之间的可靠和一致的单细胞DCI.
零膨胀负二项式模型选项显示了特殊的有效性.
该工具有助于研究细胞类型特定的染色质结构变异.

结论:

scHiCDiff是分析单细胞染色体相互作用差异的宝贵工具.
它增强了对细胞特异性3D基因组组织的研究.
该软件支持对染色体结构变化的功能影响的研究.

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