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利用RNA velocity来做细胞trajectory inf

2019-04-29  本文已影响78人  CuteCurse

【搬运】文章转自:

https://www.cnblogs.com/leezx/p/9504896.html

单细胞转录组确实是利器,但我们大多只利用了表达的信息,而从reads到表达之间的信息完全被我们忽略了。

最近nature发了一篇单细胞方法类文章,讲得就是如何利用RNA velocity来做细胞发育路径的推断。

velocyto

velocyto-notebooks

RNA velocity of single cells

首先需要了解一些基本概念:

RNA velocity:the time derivative of the gene expression state—can be

directly estimated by distinguishing between unspliced and spliced mRNAs

in common single-cell RNA sequencing protocols. a high-dimensional

vector that predicts the future state of individual cells on a timescale

of hours. 比较抽象,一开始很难理解。

half-life of mRNA:Translation in both prokaryotes and eukaryotes

involves three phases: initiation, elongation, and termination. The

relative abundance of nascent (unspliced) and mature (spliced) mRNA can

be exploited to estimate the rates of gene splicing and

degradation. could reveal the rate and direction of change of the entire

transcriptome during dynamic processes.

参考:

What happens to the mRNA after it has completed its job at the ribosome and the protein has been released?

Database

for mRNA Half-Life of 19 977 Genes Obtained by DNA Microarray Analysis

of Pluripotent and Differentiating Mouse Embryonic Stem Cells 

Messenger RNA Half-Life Measurements in Mammalian Cells

Method:

转自 原创: 王木木 单细胞天地 

https://mp.weixin.qq.com/s?src=11&timestamp=1563367374&ver=1734&signature=JBwdCgMEOX14iiP9Dqz3hLqU1iHeS*D7be4iN4RppLPkMUteyQsgaq0QZMl7mCvvzgdv8xQmJCxnX2m3YbXOblAGIrHW-u9BUwwxV*TU6ntwyNKgOMDSMDS2IreJgqh7&new=1

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