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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...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
John Wiley and Sons Inc.
2019
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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. |
format | Online Article Text |
id | pubmed-6437440 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | John Wiley and Sons Inc. |
record_format | MEDLINE/PubMed |
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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