通过交叉注意力使用DNA呼吸动力学和序列转换器进行转录因子结合部位预测
Anowarul Kabir1,2, Manish Bhattarai1, Kim Ø Rasmussen1
1Theoretical Division, Los Alamos National Laboratory, Los Alamos, 87544, NM, USA.
bioRxiv : the preprint server for biology
|January 31, 2024
概括
这项研究揭示了DNA是DNA.
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:
- 了解基因组变异对基因调节的影响至关重要.
- 转录因子 (TF) 结合是基因调节的核心.
- DNA的生物物理特性影响TF结合和基因功能.
结论:
- DNA的生物物理特征是转录因子结合的关键决定因素.
- 多模态深度学习模型有效地捕获这些特性,以改善基因调节预测.
- 这项工作促进了对基因调节和非编码变异效应的理解.
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