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Updated: Jan 13, 2026

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通过深度学习在植物中跨物种预测组织蛋白修饰的基因组
Tongxuan Lv1, Quan Han1, Yilin Li1
1Key Laboratory of Pharmaceutical Biotechnology, School of Life Sciences, Nanjing University, Nanjing, 210023, China.
Genome biology
|January 9, 2026
概括
基因组学知情深度学习模型改善了植物基因组修饰的跨物种预测. 这种方法增强了各种植物物种的功能注释,包括非模型和农业植物.
科学领域:
- 植物表观遗传学 植物表观遗传学
- 计算生物学是一种计算生物学.
- 基因组调节 基因组调节
背景情况:
- 植物基因表达依赖于 cis 调节元件和表观遗传修饰,如基因素标记.
- 深度学习模型从DNA中预测了监管特征,但跨物种植物应用尚未得到充分探索.
研究的目的:
- 评估深度学习模型的可通用性,用于预测各种植物物种的基因组修饰.
- 开发一项基于遗传学知识的策略,以改善植物跨物种表观遗传学预测.
主要方法:
- 对深度学习模型 (Sei架构) 进行系统评估,用于基因组修饰预测.
- 培训特定物种的模型 (白,大米,玉米) 和家族层面的模型 (Poaceae).
- 来自DNA序列的全基因组染色体信号预测管道的开发.
主要成果:
- 实现了高的物种内预测性能,但跨物种预测随着遗传学距离的增加而下降.
- 家庭层面和特定物种的模型在未分析的物种中显示出强有力的预测,表明基于保存的监管语法的适应性.
- 跨家族模型的结果不太一致,可靠的表现仅适用于共享保护特征的物种.
结论:
- 基因组学知情模型培训显著提高了植物跨物种表观遗传学预测.
- 这为非模型和农业重要植物的功能注释提供了一个可扩展的计算策略.
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