TFvelo:基因调节启发了RNA速度估计
Jiachen Li1, Xiaoyong Pan1, Ye Yuan2
1Institute of Image Processing and Pattern Recognition, Shanghai Jiao Tong University, and Key Laboratory of System Control and Information Processing, Ministry of Education of China, Shanghai, 200240, China.
TFvelo使用基因调节信息来模拟RNA速度,而不仅仅是拼接数据. 这种新方法从单细胞RNA测序数据准确预测细胞状态和轨迹.
科学领域:
- 计算生物学 计算生物学
- 基因组学就是基因组学.
- 系统生物学 系统生物学
背景情况:
- 来自单细胞RNA测序 (scRNA-seq) 的RNA速度,通过分析未拼接和拼接mRNA之间的相延迟来预测细胞命运.
- 现有的RNA速度模型经常因mRNA丰度的动态信号不足而扎,导致模型不适合.
- 转录调节是细胞动态的关键驱动因素,但在当前的RNA速度框架中未得到充分利用.
研究的目的:
- 开发一种新的RNA速度框架,TFvelo,它包含了基因调节信息.
- 将RNA速度建模扩展到除了拼接动态之外的各种scRNA-seq数据集.
- 提高细胞状态预测和轨迹推断的准确性和稳定性.
主要方法:
- TFvelo将基因调节网络信息与scRNA-seq数据集成在一起.
- 该模型分析了RNA的丰富性,而不仅仅依赖于拼接信息.
- 在合成数据集和多个现实世界scRNA-seq数据集上进行了实验.
主要成果:
- TFvelo精确地适应了相位肖像中的基因动态.
- 该方法有效地推断了细胞伪时间和发育轨迹.
- 在各种单细胞数据集中,TFvelo表现出强大的性能.
结论:
- TFvelo为RNA速度分析提供了一种新且有效的方法.
- 该框架通过利用转录调节来增强细胞状态和轨迹的预测.
- 在单细胞研究中,TFvelo为模拟RNA速度提供了一个强大而准确的途径.
更多相关视频
12:54Real-time Analysis of Transcription Factor Binding, Transcription, Translation, and Turnover to Display Global Events During Cellular Activation
Published on: March 7, 2018
09:21Saccharomyces cerevisiae Metabolic Labeling with 4-thiouracil and the Quantification of Newly Synthesized mRNA As a Proxy for RNA Polymerase II Activity
Published on: October 22, 2018
相关概念视频
Regulation of Expression at Multiple Steps
Regulation of Expression Occurs at Multiple Steps
Transcription results in the generation of precursor (pre-mRNA) that consists of both exons and introns, which needs further processing before being translated to a...
Regulated mRNA Transport
RNA-seq
Before the discovery of RNA-seq, microarray-based methods and Sanger sequencing were used for transcriptome analysis. However, while...
Experimental RNAi
Ribosome Profiling
Applications of ribosome profiling
Ribosome profiling has many applications, including in vivo monitoring of translation inside a particular organ or tissue type and quantifying new protein synthesis levels.
The technique...
