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Tree‐ensemble analysis assesses presence of multifurcations in single cell data

We introduce TreeTop, an algorithm for single cell data analysis to identify and assign a branching score to branch points in biological processes which may have multi‐level branching hierarchies. We demonstrate branch point identification for processes with varying topologies, including T‐cell matu...

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Detalles Bibliográficos
Autores principales: Macnair, Will, De Vargas Roditi, Laura, Ganscha, Stefan, Claassen, Manfred
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6437440/
https://www.ncbi.nlm.nih.gov/pubmed/30918107
http://dx.doi.org/10.15252/msb.20188552
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author Macnair, Will
De Vargas Roditi, Laura
Ganscha, Stefan
Claassen, Manfred
author_facet Macnair, Will
De Vargas Roditi, Laura
Ganscha, Stefan
Claassen, Manfred
author_sort Macnair, Will
collection PubMed
description We introduce TreeTop, an algorithm for single cell data analysis to identify and assign a branching score to branch points in biological processes which may have multi‐level branching hierarchies. We demonstrate branch point identification for processes with varying topologies, including T‐cell maturation, B‐cell differentiation and hematopoiesis. Our analyses are consistent with recent experimental studies suggesting a shallower hierarchy of differentiation events in hematopoiesis, rather than the classical multi‐level hierarchy.
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spelling pubmed-64374402019-04-10 Tree‐ensemble analysis assesses presence of multifurcations in single cell data Macnair, Will De Vargas Roditi, Laura Ganscha, Stefan Claassen, Manfred Mol Syst Biol Methods We introduce TreeTop, an algorithm for single cell data analysis to identify and assign a branching score to branch points in biological processes which may have multi‐level branching hierarchies. We demonstrate branch point identification for processes with varying topologies, including T‐cell maturation, B‐cell differentiation and hematopoiesis. Our analyses are consistent with recent experimental studies suggesting a shallower hierarchy of differentiation events in hematopoiesis, rather than the classical multi‐level hierarchy. John Wiley and Sons Inc. 2019-03-27 /pmc/articles/PMC6437440/ /pubmed/30918107 http://dx.doi.org/10.15252/msb.20188552 Text en © 2019 The Authors. Published under the terms of the CC BY 4.0 license This is an open access article under the terms of the http://creativecommons.org/licenses/by/4.0/ License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited.
spellingShingle Methods
Macnair, Will
De Vargas Roditi, Laura
Ganscha, Stefan
Claassen, Manfred
Tree‐ensemble analysis assesses presence of multifurcations in single cell data
title Tree‐ensemble analysis assesses presence of multifurcations in single cell data
title_full Tree‐ensemble analysis assesses presence of multifurcations in single cell data
title_fullStr Tree‐ensemble analysis assesses presence of multifurcations in single cell data
title_full_unstemmed Tree‐ensemble analysis assesses presence of multifurcations in single cell data
title_short Tree‐ensemble analysis assesses presence of multifurcations in single cell data
title_sort tree‐ensemble analysis assesses presence of multifurcations in single cell data
topic Methods
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6437440/
https://www.ncbi.nlm.nih.gov/pubmed/30918107
http://dx.doi.org/10.15252/msb.20188552
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