预测基因表达因染色体结构修饰而发生的变化
Swayamshree Senapati1, Inayat Ullah Irshad2, Ajeet K Sharma2,3
1School of Basic Sciences, Indian Institute of Technology Bhubaneswar, Argul, Odisha, 752050, India.
NPJ systems biology and applications
|April 15, 2025
概括
这项研究介绍了一个计算框架,将染色体3D组织 (Hi-C) 与基因转录联系起来. 该模型准确地预测了破坏边界后的基因表达变化,突出了3D基因组结构对基因调节的影响.
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:
- 染色体的空间组织对于基因转录至关重要.
- 将人口平均的Hi-C数据与功能基因表达结果相连接是具有挑战性的.
研究的目的:
- 开发一个计算框架,将Hi-C接触地图与基因转录联系起来.
- 模拟染色体结构扰乱对基因表达的影响.
主要方法:
- 利用 Hi-C 数据提供的珠弹聚合物模型来生成 3D 染色体构造.
- 采用马尔科夫链模型与分子动力学模拟相结合,将形状与转录水平联系起来.
- 模拟了一个CTCF介导的TAD边界的扰动.
主要成果:
- 该框架定量复制了实验观察到的基因表达变化 (sox9和kcnj2).
- 证明TAD边界的破坏通过增强增强器的可访问性来增加kcnj2转录.
- 该模型可以根据它们对基因表达的影响来识别功能增强剂.
结论:
- 开发的框架增强了对染色体3D架构和基因调节之间的关系的理解.
- 这种方法提供了一种定量方法来评估染色体空间组织的功能影响.
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