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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...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group
2016
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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. |
format | Online Article Text |
id | pubmed-4931327 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Nature Publishing Group |
record_format | MEDLINE/PubMed |
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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