通过深度学习解读序列基础和应用转录启动调节在植物基因组中的应用
Pengfei Gao1, Lijie Lian1, Wanjie Feng1
1National Key Laboratory of Crop Genetic Improvement, College of Plant Science and Technology, Hubei Hongshan Laboratory, Huazhong Agricultural University, Wuhan, Hubei, 430070, China.
Genome biology
|September 22, 2025
概括
GenoRetriever通过识别27个核心促进因子来解码植物转录起点 (TSS). 这种深度学习模型揭示了DNA序列如何调节基因表达,并解释了作物的化驱动的变化.
科学领域:
- 植物分子生物学 植物分子生物学
- 基因组学就是基因组学.
- 生物信息学是一种生物信息学.
背景情况:
- 转录启动对于植物基因调节至关重要.
- 识别控制转录起始点 (TSS) 选择和频率的DNA特征仍然是一个挑战.
研究的目的:
- 开发一个可解释的深度学习模型来解码植物转录起始站点的序列代码.
- 系统地揭示和量化控制多种作物基因组的TSS选择和活动的DNA特征.
主要方法:
- 开发了GenoRetriever,这是一个可解释的深度学习模型.
- 培训基于基对分辨率的STRIPE-seq数据来自多种作物基因组.
- 从16种大豆组织和6种额外的作物中分析了TSS概况.
主要成果:
- 基因复原器确定了27个调节TSS选择和活动的核心促进因子.
- 模型解释表明动机对启动频率和位置的影响,经过实验验证.
- 对野生大豆的分析揭示了自然变异,解释了与养有关的监管变化.
- 跨物种的比较强调了单种植物和双种植物之间保存和独特的动图功能.
结论:
- GenoRetriever提供了一个跨物种的框架,以了解植物转录启动.
- 这项研究将特定的DNA基因与定量转录结果联系起来,进步了促进器架构知识.
- 为工程基因表达在作物改进和功能基因组学中提供了一个平台.
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