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Spearheading future omics analyses using dyngen, a multi-modal simulator of single cells

We present dyngen, a multi-modal simulation engine for studying dynamic cellular processes at single-cell resolution. dyngen is more flexible than current single-cell simulation engines, and allows better method development and benchmarking, thereby stimulating development and testing of computation...

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Detalles Bibliográficos
Autores principales: Cannoodt, Robrecht, Saelens, Wouter, Deconinck, Louise, Saeys, Yvan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8225657/
https://www.ncbi.nlm.nih.gov/pubmed/34168133
http://dx.doi.org/10.1038/s41467-021-24152-2
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author Cannoodt, Robrecht
Saelens, Wouter
Deconinck, Louise
Saeys, Yvan
author_facet Cannoodt, Robrecht
Saelens, Wouter
Deconinck, Louise
Saeys, Yvan
author_sort Cannoodt, Robrecht
collection PubMed
description We present dyngen, a multi-modal simulation engine for studying dynamic cellular processes at single-cell resolution. dyngen is more flexible than current single-cell simulation engines, and allows better method development and benchmarking, thereby stimulating development and testing of computational methods. We demonstrate its potential for spearheading computational methods on three applications: aligning cell developmental trajectories, cell-specific regulatory network inference and estimation of RNA velocity.
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spelling pubmed-82256572021-07-09 Spearheading future omics analyses using dyngen, a multi-modal simulator of single cells Cannoodt, Robrecht Saelens, Wouter Deconinck, Louise Saeys, Yvan Nat Commun Article We present dyngen, a multi-modal simulation engine for studying dynamic cellular processes at single-cell resolution. dyngen is more flexible than current single-cell simulation engines, and allows better method development and benchmarking, thereby stimulating development and testing of computational methods. We demonstrate its potential for spearheading computational methods on three applications: aligning cell developmental trajectories, cell-specific regulatory network inference and estimation of RNA velocity. Nature Publishing Group UK 2021-06-24 /pmc/articles/PMC8225657/ /pubmed/34168133 http://dx.doi.org/10.1038/s41467-021-24152-2 Text en © The Author(s) 2021 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
Cannoodt, Robrecht
Saelens, Wouter
Deconinck, Louise
Saeys, Yvan
Spearheading future omics analyses using dyngen, a multi-modal simulator of single cells
title Spearheading future omics analyses using dyngen, a multi-modal simulator of single cells
title_full Spearheading future omics analyses using dyngen, a multi-modal simulator of single cells
title_fullStr Spearheading future omics analyses using dyngen, a multi-modal simulator of single cells
title_full_unstemmed Spearheading future omics analyses using dyngen, a multi-modal simulator of single cells
title_short Spearheading future omics analyses using dyngen, a multi-modal simulator of single cells
title_sort spearheading future omics analyses using dyngen, a multi-modal simulator of single cells
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8225657/
https://www.ncbi.nlm.nih.gov/pubmed/34168133
http://dx.doi.org/10.1038/s41467-021-24152-2
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