为稳健的基因组调节提供嵌套的表皮质增强网络
Xueqiu Lin1, Yanxia Liu1, Shuai Liu2
1Department of Bioengineering, Stanford University, Stanford, CA 94305, USA.
概括
科学家在哺乳动物基因组中发现了一个嵌套的多层增强器网络,确保了基因表达的稳定性. 这项使用CRISPRi查和机器学习的发现揭示了增强剂如何在长距离之间相互作用,并有助于理解遗传疾病.
科学领域:
- 基因组学
- 分子生物学
- 系统生物学
背景情况:
- 哺乳动物的基因组含有大量的增强剂,可以在很远的距离 (巨基) 上调节基因表达.
- 这些远程增强剂之间的协调机制在很大程度上是未知的.
- 了解增强剂相互作用对于解读基因调节及其在疾病中的作用至关重要.
研究的目的:
- 阐明哺乳动物基因组中超长距离增强剂的协调机制.
- 使用先进的选和计算方法来定义定量增强剂-增强剂相互作用.
- 探索增强器网络在基因表达和疾病中的功能影响.
主要方法:
- 使用多重化CRISPR干扰 (CRISPRi) 查来扰乱增强剂的活性.
- 采用机器学习算法来分析选数据并预测增强器相互作用.
- 进行实验性表征以验证发现,专注于3D基因组架构和蛋白质凝结.
主要成果:
- 在超长距离增强器网络中确定了一个嵌套的多层架构.
- 证明这种架构赋予了基因表达的功能强度.
- 通过三维染色体相互作用和BRD4凝结来维持增强器表皮.
- 开发了一种机器学习方法来预测协同增强剂.
结论:
- 揭示了嵌套表观增强器网络的概念.
- 提供了一个理解增强剂在长基因组距离上如何合作的框架.
- 通过预测协同增强剂来确定与疾病相关的非编码变体的策略.
- 进步了对细胞功能和人类疾病的基因调节的理解.
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