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Mpath maps multi-branching single-cell trajectories revealing progenitor cell progression during development

机译:Mpath绘制了多分支单细胞轨迹图,揭示了祖细胞在发育过程中的进程

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Single-cell RNA-sequencing offers unprecedented resolution of the continuum of state transition during cell differentiation and development. However, tools for constructing multi-branching cell lineages from single-cell data are limited. Here we present Mpath, an algorithm that derives multi-branching developmental trajectories using neighborhood-based cell state transitions. Applied to mouse conventional dendritic cell (cDC) progenitors, Mpath constructs multi-branching trajectories spanning from macrophage/DC progenitors through common DC progenitor to pre-dendritic cells (preDC). The Mpath-generated trajectories detect a branching event at the preDC stage revealing preDC subsets that are exclusively committed to cDC1 or cDC2 lineages. Reordering cells along cDC development reveals sequential waves of gene regulation and temporal coupling between cell cycle and cDC differentiation. Applied to human myoblasts, Mpath recapitulates the time course of myoblast differentiation and isolates a branch of non-muscle cells involved in the differentiation. Our study shows that Mpath is a useful tool for constructing cell lineages from single-cell data.
机译:单细胞RNA测序为细胞分化和发育过程中状态转换的连续性提供了前所未有的解决方案。但是,用于从单细胞数据构建多分支细胞谱系的工具有限。在这里,我们介绍了Mpath,一种使用基于邻域的单元状态转换得出多分支发展轨迹的算法。 Mpath适用于小鼠常规树突状细胞(cDC)祖细胞,可构建多分支轨迹,范围从巨噬细胞/ DC祖细胞到普通DC祖细胞再到树突前细胞(preDC)。 Mpath生成的轨迹在preDC阶段检测到一个分支事件,揭示了专门提交给cDC1或cDC2世系的preDC子集。沿着cDC发展对细胞进行重新排序揭示了基因调控的顺序波,以及细胞周期与cDC分化之间的时间耦合。应用于人类成肌细胞,Mpath概括了成肌细胞分化的时间过程,并分离了参与分化的非肌肉细胞的一个分支。我们的研究表明,Mpath是从单细胞数据构建细胞谱系的有用工具。

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