层次预测和染色体组织扰乱揭示了循环域是如何调解高阶架构的
Jiachen Wei1, Yue Xue2, Yi Qin Gao1,2,3
1Changping Laboratory, Beijing, 102206, China.
概括
新的人工智能工具HiCGen模拟基因组折叠,并预测DNA序列如何影响3D基因组组织. 它揭示了小的DNA循环如何影响大规模的染色体结构,影响基因调节.
科学领域:
- 基因组学就是基因组学.
- 计算生物学 计算生物学
- 分子生物学分子生物学
背景情况:
- 基因组在细胞核内分层折叠,涉及跨尺度的复杂相互作用.
- 了解短距离的DNA循环如何影响高阶染色体结构,如拓关联域 (TAD) 和区块,至关重要.
研究的目的:
- 介绍HiCGen,一个使用Swin变压器架构的层次,细胞类型特定发电机.
- 阐明短距离循环域对更高阶基因组组织的调节作用.
- 为了使基因组架构上的遗传或表观遗传扰乱能够在片中进行选.
主要方法:
- 开发了HiCGen,一个基于Swin变压器的等级发电机.
- 利用DNA序列和基因组特征作为基因组组织预测的输入.
- 在1kb的分辨率下进行了in silico扰动分析.
主要成果:
- HiCGen预测了跨空间尺度的基因组组织.
- 在大基因组距离 (>10 Mb) 上,确定了循环特性和基因组组织 (隔离,分隔,接触强度) 之间的线性相关性.
- 证明增强器激活可以改变TAD边界,并翻转超级基数尺度区间.
结论:
- 短距离的DNA循环显著影响大规模的基因组组织.
- HiCGen提供了对跨度相关性和基因组功能关系的见解.
- 扰动分析突出了增强剂活性对人类西格结肠组织染色质结构和基因调节的影响.
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