Literature DB >> 36241645

Alignment of single-cell trajectory trees with CAPITAL.

Reiichi Sugihara1, Yuki Kato2,3, Tomoya Mori4, Yukio Kawahara1,5.   

Abstract

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.
© 2022. The Author(s).

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Year:  2022        PMID: 36241645      PMCID: PMC9568509          DOI: 10.1038/s41467-022-33681-3

Source DB:  PubMed          Journal:  Nat Commun        ISSN: 2041-1723            Impact factor:   17.694


  26 in total

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Journal:  Cell       Date:  2015-11-25       Impact factor: 41.582

2.  A comparison of single-cell trajectory inference methods.

Authors:  Wouter Saelens; Robrecht Cannoodt; Helena Todorov; Yvan Saeys
Journal:  Nat Biotechnol       Date:  2019-04-01       Impact factor: 54.908

3.  Diffusion pseudotime robustly reconstructs lineage branching.

Authors:  Laleh Haghverdi; Maren Büttner; F Alexander Wolf; Florian Buettner; Fabian J Theis
Journal:  Nat Methods       Date:  2016-08-29       Impact factor: 28.547

4.  Alignment of single-cell trajectories to compare cellular expression dynamics.

Authors:  Ayelet Alpert; Lindsay S Moore; Tania Dubovik; Shai S Shen-Orr
Journal:  Nat Methods       Date:  2018-03-12       Impact factor: 28.547

5.  Data-Driven Phenotypic Dissection of AML Reveals Progenitor-like Cells that Correlate with Prognosis.

Authors:  Jacob H Levine; Erin F Simonds; Sean C Bendall; Kara L Davis; El-ad D Amir; Michelle D Tadmor; Oren Litvin; Harris G Fienberg; Astraea Jager; Eli R Zunder; Rachel Finck; Amanda L Gedman; Ina Radtke; James R Downing; Dana Pe'er; Garry P Nolan
Journal:  Cell       Date:  2015-06-18       Impact factor: 41.582

6.  Efficient integration of heterogeneous single-cell transcriptomes using Scanorama.

Authors:  Brian Hie; Bryan Bryson; Bonnie Berger
Journal:  Nat Biotechnol       Date:  2019-05-06       Impact factor: 54.908

7.  Alignment of single-cell trajectory trees with CAPITAL.

Authors:  Reiichi Sugihara; Yuki Kato; Tomoya Mori; Yukio Kawahara
Journal:  Nat Commun       Date:  2022-10-14       Impact factor: 17.694

8.  Recovering Gene Interactions from Single-Cell Data Using Data Diffusion.

Authors:  David van Dijk; Roshan Sharma; Juozas Nainys; Kristina Yim; Pooja Kathail; Ambrose J Carr; Cassandra Burdziak; Kevin R Moon; Christine L Chaffer; Diwakar Pattabiraman; Brian Bierie; Linas Mazutis; Guy Wolf; Smita Krishnaswamy; Dana Pe'er
Journal:  Cell       Date:  2018-06-28       Impact factor: 41.582

9.  SCANPY: large-scale single-cell gene expression data analysis.

Authors:  F Alexander Wolf; Philipp Angerer; Fabian J Theis
Journal:  Genome Biol       Date:  2018-02-06       Impact factor: 13.583

10.  Deep generative modeling for single-cell transcriptomics.

Authors:  Romain Lopez; Jeffrey Regier; Michael B Cole; Michael I Jordan; Nir Yosef
Journal:  Nat Methods       Date:  2018-11-30       Impact factor: 28.547

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  1 in total

1.  Alignment of single-cell trajectory trees with CAPITAL.

Authors:  Reiichi Sugihara; Yuki Kato; Tomoya Mori; Yukio Kawahara
Journal:  Nat Commun       Date:  2022-10-14       Impact factor: 17.694

  1 in total

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