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Alignment of single-cell trajectory trees with CAPITAL

Global alignment of complex pseudotime trajectories between different single-cell RNA-seq datasets is challenging, as existing tools mainly focus on linear alignment of single-cell trajectories. Here we present CAPITAL (comparative analysis of pseudotime trajectory inference with tree alignment), a...

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Autores principales: Sugihara, Reiichi, Kato, Yuki, Mori, Tomoya, Kawahara, Yukio
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9568509/
https://www.ncbi.nlm.nih.gov/pubmed/36241645
http://dx.doi.org/10.1038/s41467-022-33681-3
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author Sugihara, Reiichi
Kato, Yuki
Mori, Tomoya
Kawahara, Yukio
author_facet Sugihara, Reiichi
Kato, Yuki
Mori, Tomoya
Kawahara, Yukio
author_sort Sugihara, Reiichi
collection PubMed
description Global alignment of complex pseudotime trajectories between different single-cell RNA-seq datasets is challenging, as existing tools mainly focus on linear alignment of single-cell trajectories. Here we present CAPITAL (comparative analysis of pseudotime trajectory inference with tree alignment), a method for comparing single-cell trajectories with tree alignment whereby branching trajectories can be automatically compared. Computational tests on synthetic datasets and authentic bone marrow cells datasets indicate that CAPITAL has achieved accurate and robust alignments of trajectory trees, revealing various gene expression dynamics including gene–gene correlation conservation between different species.
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spelling pubmed-95685092022-10-16 Alignment of single-cell trajectory trees with CAPITAL Sugihara, Reiichi Kato, Yuki Mori, Tomoya Kawahara, Yukio Nat Commun Article Global alignment of complex pseudotime trajectories between different single-cell RNA-seq datasets is challenging, as existing tools mainly focus on linear alignment of single-cell trajectories. Here we present CAPITAL (comparative analysis of pseudotime trajectory inference with tree alignment), a method for comparing single-cell trajectories with tree alignment whereby branching trajectories can be automatically compared. Computational tests on synthetic datasets and authentic bone marrow cells datasets indicate that CAPITAL has achieved accurate and robust alignments of trajectory trees, revealing various gene expression dynamics including gene–gene correlation conservation between different species. Nature Publishing Group UK 2022-10-14 /pmc/articles/PMC9568509/ /pubmed/36241645 http://dx.doi.org/10.1038/s41467-022-33681-3 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/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/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Sugihara, Reiichi
Kato, Yuki
Mori, Tomoya
Kawahara, Yukio
Alignment of single-cell trajectory trees with CAPITAL
title Alignment of single-cell trajectory trees with CAPITAL
title_full Alignment of single-cell trajectory trees with CAPITAL
title_fullStr Alignment of single-cell trajectory trees with CAPITAL
title_full_unstemmed Alignment of single-cell trajectory trees with CAPITAL
title_short Alignment of single-cell trajectory trees with CAPITAL
title_sort alignment of single-cell trajectory trees with capital
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9568509/
https://www.ncbi.nlm.nih.gov/pubmed/36241645
http://dx.doi.org/10.1038/s41467-022-33681-3
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