跨平台的DNA基因发现和基准测试,以探索研究不足的人类转录因子的结合特异性
Ilya E Vorontsov1,2, Ivan Kozin3, Sergey Abramov1,4
1Vavilov Institute of General Genetics, Russian Academy of Sciences, 119991, Moscow, Russia.
bioRxiv : the preprint server for biology
|November 28, 2024
概括
这项研究使用大规模数据评估了DNA模式发现工具,发现大多数工具在高质量的实验数据中表现良好. 一个新的DNA图案在线目录被创建,以帮助未来的研究.
科学领域:
- 基因组学和生物信息学
- 分子生物学分子生物学
- 计算生物学 计算生物学
背景情况:
- 转录因子 (TF) 的DNA结合特异性对于基因调节至关重要.
- 位置权重矩阵 (PWM) 是TF图案的常见但有缺陷的模型.
- 需要对图案发现工具进行大规模的跨平台评估.
研究的目的:
- 评估DNA图案发现工具的跨平台性能.
- 为研究不足的人类TFs生成和编目高质量的DNA图案.
- 为开发更复杂的TF约束模型建立一个基准.
主要方法:
- 在5个平台上应用了10个DNA模式发现工具,对4237个实验进行了5次实验.
- 专注于394种人类蛋白质,包括研究不足的TFs.
- 通过基准测试和人类策划构建了一组经过批准的实验子集.
- 开发了Codebook Motif Explorer 在线目录 (https://mex.autosome.org).
主要成果:
- 大多数图案发现工具生成有效的PWM,在使用高质量的实验数据时,在基因组/合成数据上表现良好.
- 对每个算法确定了有问题的蛋白质平台组合.
- 基本的图案属性 (核酸组成,信息含量) 不能可靠地检测陷.
- 多平台,多工具的方法提高了DNA结合特异性映射的可靠性.
结论:
- 代码书"动机探索器"提供了丰富的DNA动机目录,作为高级模型的基准.
- 高质量的实验数据对于可靠的动机发现至关重要.
- 在决策树中组合多个PWM可以训练比简单的PWM更复杂的模型.
关键词:
这就是ChIP-Seq.具有DNA结合的特异性发现DNA动机的发现在GHT-SELEX中.在HT-SELEXEX中使用.这就是PBM的PBM.在PSSM中,PSSM可以使用PSSM.在PWM中使用PWM.在SmiLE-Seqq中使用.根据TFBS的规定,TFBS可以基准测试 (benchmarking) 是一种比较的方法.位置重量矩阵的位置重量矩阵.转录因子的结合点是转录因子的结合点.转录因子是一种转录因子.更多相关视频
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