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

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-branchi...

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Autores principales: Chen, Jinmiao, Schlitzer, Andreas, Chakarov, Svetoslav, Ginhoux, Florent, Poidinger, Michael
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4931327/
https://www.ncbi.nlm.nih.gov/pubmed/27356503
http://dx.doi.org/10.1038/ncomms11988
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author Chen, Jinmiao
Schlitzer, Andreas
Chakarov, Svetoslav
Ginhoux, Florent
Poidinger, Michael
author_facet Chen, Jinmiao
Schlitzer, Andreas
Chakarov, Svetoslav
Ginhoux, Florent
Poidinger, Michael
author_sort Chen, Jinmiao
collection PubMed
description 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.
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spelling pubmed-49313272016-07-12 Mpath maps multi-branching single-cell trajectories revealing progenitor cell progression during development Chen, Jinmiao Schlitzer, Andreas Chakarov, Svetoslav Ginhoux, Florent Poidinger, Michael Nat Commun Article 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. Nature Publishing Group 2016-06-30 /pmc/articles/PMC4931327/ /pubmed/27356503 http://dx.doi.org/10.1038/ncomms11988 Text en Copyright © 2016, Nature Publishing Group, a division of Macmillan Publishers Limited. All Rights Reserved. http://creativecommons.org/licenses/by/4.0/ This work is licensed under a Creative Commons Attribution 4.0 International License. The images or other third party material in this article are included in the article's Creative Commons license, unless indicated otherwise in the credit line; if the material is not included under the Creative Commons license, users will need to obtain permission from the license holder to reproduce the material. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/
spellingShingle Article
Chen, Jinmiao
Schlitzer, Andreas
Chakarov, Svetoslav
Ginhoux, Florent
Poidinger, Michael
Mpath maps multi-branching single-cell trajectories revealing progenitor cell progression during development
title Mpath maps multi-branching single-cell trajectories revealing progenitor cell progression during development
title_full Mpath maps multi-branching single-cell trajectories revealing progenitor cell progression during development
title_fullStr Mpath maps multi-branching single-cell trajectories revealing progenitor cell progression during development
title_full_unstemmed Mpath maps multi-branching single-cell trajectories revealing progenitor cell progression during development
title_short Mpath maps multi-branching single-cell trajectories revealing progenitor cell progression during development
title_sort mpath maps multi-branching single-cell trajectories revealing progenitor cell progression during development
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4931327/
https://www.ncbi.nlm.nih.gov/pubmed/27356503
http://dx.doi.org/10.1038/ncomms11988
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