机器学习揭示了人类3D染色质接触模式的多样性
Erin N Gilbertson1,2, Colin M Brand2,3, Evonne McArthur4,5
1Biomedical Informatics Graduate Program, University of California San Francisco, San Francisco, CA.
bioRxiv : the preprint server for biology
|January 8, 2024
概括
我们开发了一种机器学习方法,仅从DNA序列中绘制3D染色质接触图. 这揭示了人类群体之间显著的3D接触变化,独立于序列分歧.
科学领域:
- 基因组学就是基因组学.
- 人口遗传学 人口遗传学
- 计算生物学 计算生物学
背景情况:
- 了解3D染色体接触变异对于解释非编码遗传变异及其对基因表达和人类表型的影响至关重要.
- 在人口规模上对染色质接触物的实验性确定目前成本过高,限制了大规模研究.
- 非编码变体在人类疾病和进化中发挥着重要作用,但它们的功能影响通常很难在没有功能背景的情况下确定.
结论:
- 在不同的人群中推断的3D染色质接触地图揭示了广泛的和基因结构的接触模式变化.
- 这种方法提供了一个可扩展的方法来生成人口级的3D染色体接触数据,克服实验成本障碍.
- 这些基因多样化的3D染色体接触图将成为未来研究3D基因组组织的功能和进化意义的宝贵资源.
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