Cargando…

Reconstruction of complex single-cell trajectories using CellRouter

A better understanding of the cell-fate transitions that occur in complex cellular ecosystems in normal development and disease could inform cell engineering efforts and lead to improved therapies. However, a major challenge is to simultaneously identify new cell states, and their transitions, to el...

Descripción completa

Detalles Bibliográficos
Autores principales: Lummertz da Rocha, Edroaldo, Rowe, R. Grant, Lundin, Vanessa, Malleshaiah, Mohan, Jha, Deepak Kumar, Rambo, Carlos R., Li, Hu, North, Trista E., Collins, James J., Daley, George Q.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5832860/
https://www.ncbi.nlm.nih.gov/pubmed/29497036
http://dx.doi.org/10.1038/s41467-018-03214-y
_version_ 1783303377841553408
author Lummertz da Rocha, Edroaldo
Rowe, R. Grant
Lundin, Vanessa
Malleshaiah, Mohan
Jha, Deepak Kumar
Rambo, Carlos R.
Li, Hu
North, Trista E.
Collins, James J.
Daley, George Q.
author_facet Lummertz da Rocha, Edroaldo
Rowe, R. Grant
Lundin, Vanessa
Malleshaiah, Mohan
Jha, Deepak Kumar
Rambo, Carlos R.
Li, Hu
North, Trista E.
Collins, James J.
Daley, George Q.
author_sort Lummertz da Rocha, Edroaldo
collection PubMed
description A better understanding of the cell-fate transitions that occur in complex cellular ecosystems in normal development and disease could inform cell engineering efforts and lead to improved therapies. However, a major challenge is to simultaneously identify new cell states, and their transitions, to elucidate the gene expression dynamics governing cell-type diversification. Here, we present CellRouter, a multifaceted single-cell analysis platform that identifies complex cell-state transition trajectories by using flow networks to explore the subpopulation structure of multi-dimensional, single-cell omics data. We demonstrate its versatility by applying CellRouter to single-cell RNA sequencing data sets to reconstruct cell-state transition trajectories during hematopoietic stem and progenitor cell (HSPC) differentiation to the erythroid, myeloid and lymphoid lineages, as well as during re-specification of cell identity by cellular reprogramming of monocytes and B-cells to HSPCs. CellRouter opens previously undescribed paths for in-depth characterization of complex cellular ecosystems and establishment of enhanced cell engineering approaches.
format Online
Article
Text
id pubmed-5832860
institution National Center for Biotechnology Information
language English
publishDate 2018
publisher Nature Publishing Group UK
record_format MEDLINE/PubMed
spelling pubmed-58328602018-03-05 Reconstruction of complex single-cell trajectories using CellRouter Lummertz da Rocha, Edroaldo Rowe, R. Grant Lundin, Vanessa Malleshaiah, Mohan Jha, Deepak Kumar Rambo, Carlos R. Li, Hu North, Trista E. Collins, James J. Daley, George Q. Nat Commun Article A better understanding of the cell-fate transitions that occur in complex cellular ecosystems in normal development and disease could inform cell engineering efforts and lead to improved therapies. However, a major challenge is to simultaneously identify new cell states, and their transitions, to elucidate the gene expression dynamics governing cell-type diversification. Here, we present CellRouter, a multifaceted single-cell analysis platform that identifies complex cell-state transition trajectories by using flow networks to explore the subpopulation structure of multi-dimensional, single-cell omics data. We demonstrate its versatility by applying CellRouter to single-cell RNA sequencing data sets to reconstruct cell-state transition trajectories during hematopoietic stem and progenitor cell (HSPC) differentiation to the erythroid, myeloid and lymphoid lineages, as well as during re-specification of cell identity by cellular reprogramming of monocytes and B-cells to HSPCs. CellRouter opens previously undescribed paths for in-depth characterization of complex cellular ecosystems and establishment of enhanced cell engineering approaches. Nature Publishing Group UK 2018-03-01 /pmc/articles/PMC5832860/ /pubmed/29497036 http://dx.doi.org/10.1038/s41467-018-03214-y Text en © The Author(s) 2018 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/.
spellingShingle Article
Lummertz da Rocha, Edroaldo
Rowe, R. Grant
Lundin, Vanessa
Malleshaiah, Mohan
Jha, Deepak Kumar
Rambo, Carlos R.
Li, Hu
North, Trista E.
Collins, James J.
Daley, George Q.
Reconstruction of complex single-cell trajectories using CellRouter
title Reconstruction of complex single-cell trajectories using CellRouter
title_full Reconstruction of complex single-cell trajectories using CellRouter
title_fullStr Reconstruction of complex single-cell trajectories using CellRouter
title_full_unstemmed Reconstruction of complex single-cell trajectories using CellRouter
title_short Reconstruction of complex single-cell trajectories using CellRouter
title_sort reconstruction of complex single-cell trajectories using cellrouter
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5832860/
https://www.ncbi.nlm.nih.gov/pubmed/29497036
http://dx.doi.org/10.1038/s41467-018-03214-y
work_keys_str_mv AT lummertzdarochaedroaldo reconstructionofcomplexsinglecelltrajectoriesusingcellrouter
AT rowergrant reconstructionofcomplexsinglecelltrajectoriesusingcellrouter
AT lundinvanessa reconstructionofcomplexsinglecelltrajectoriesusingcellrouter
AT malleshaiahmohan reconstructionofcomplexsinglecelltrajectoriesusingcellrouter
AT jhadeepakkumar reconstructionofcomplexsinglecelltrajectoriesusingcellrouter
AT rambocarlosr reconstructionofcomplexsinglecelltrajectoriesusingcellrouter
AT lihu reconstructionofcomplexsinglecelltrajectoriesusingcellrouter
AT northtristae reconstructionofcomplexsinglecelltrajectoriesusingcellrouter
AT collinsjamesj reconstructionofcomplexsinglecelltrajectoriesusingcellrouter
AT daleygeorgeq reconstructionofcomplexsinglecelltrajectoriesusingcellrouter