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Cumulus provides cloud-based data analysis for large-scale single-cell and single-nucleus RNA-seq

Massively parallel single-cell and single-nucleus RNA-seq (sc/snRNA-seq) have opened the way to systematic tissue atlases in health and disease, but as the scale of data generation is growing, so does the need for computational pipelines for scaled analysis. Here, we developed Cumulus, a cloud-based...

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Autores principales: Li, Bo, Gould, Joshua, Yang, Yiming, Sarkizova, Siranush, Tabaka, Marcin, Ashenberg, Orr, Rosen, Yanay, Slyper, Michal, Kowalczyk, Monika S, Villani, Alexandra-Chloé, Tickle, Timothy, Hacohen, Nir, Rozenblatt-Rosen, Orit, Regev, Aviv
Formato: Online Artículo Texto
Lenguaje:English
Publicado: 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7437817/
https://www.ncbi.nlm.nih.gov/pubmed/32719530
http://dx.doi.org/10.1038/s41592-020-0905-x
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author Li, Bo
Gould, Joshua
Yang, Yiming
Sarkizova, Siranush
Tabaka, Marcin
Ashenberg, Orr
Rosen, Yanay
Slyper, Michal
Kowalczyk, Monika S
Villani, Alexandra-Chloé
Tickle, Timothy
Hacohen, Nir
Rozenblatt-Rosen, Orit
Regev, Aviv
author_facet Li, Bo
Gould, Joshua
Yang, Yiming
Sarkizova, Siranush
Tabaka, Marcin
Ashenberg, Orr
Rosen, Yanay
Slyper, Michal
Kowalczyk, Monika S
Villani, Alexandra-Chloé
Tickle, Timothy
Hacohen, Nir
Rozenblatt-Rosen, Orit
Regev, Aviv
author_sort Li, Bo
collection PubMed
description Massively parallel single-cell and single-nucleus RNA-seq (sc/snRNA-seq) have opened the way to systematic tissue atlases in health and disease, but as the scale of data generation is growing, so does the need for computational pipelines for scaled analysis. Here, we developed Cumulus, a cloud-based framework for analyzing large scale sc/snRNA-seq datasets. Cumulus combines the power of cloud computing with improvements in algorithm implementations to achieve high scalability, low cost, user-friendliness, and integrated support for a comprehensive set of features. We benchmark Cumulus on the Human Cell Atlas Census of Immune Cells dataset of bone marrow cells and show that it substantially improves efficiency over conventional frameworks, while maintaining or improving the quality of results, enabling large-scale studies.
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spelling pubmed-74378172021-01-27 Cumulus provides cloud-based data analysis for large-scale single-cell and single-nucleus RNA-seq Li, Bo Gould, Joshua Yang, Yiming Sarkizova, Siranush Tabaka, Marcin Ashenberg, Orr Rosen, Yanay Slyper, Michal Kowalczyk, Monika S Villani, Alexandra-Chloé Tickle, Timothy Hacohen, Nir Rozenblatt-Rosen, Orit Regev, Aviv Nat Methods Article Massively parallel single-cell and single-nucleus RNA-seq (sc/snRNA-seq) have opened the way to systematic tissue atlases in health and disease, but as the scale of data generation is growing, so does the need for computational pipelines for scaled analysis. Here, we developed Cumulus, a cloud-based framework for analyzing large scale sc/snRNA-seq datasets. Cumulus combines the power of cloud computing with improvements in algorithm implementations to achieve high scalability, low cost, user-friendliness, and integrated support for a comprehensive set of features. We benchmark Cumulus on the Human Cell Atlas Census of Immune Cells dataset of bone marrow cells and show that it substantially improves efficiency over conventional frameworks, while maintaining or improving the quality of results, enabling large-scale studies. 2020-07-27 2020-08 /pmc/articles/PMC7437817/ /pubmed/32719530 http://dx.doi.org/10.1038/s41592-020-0905-x Text en Users may view, print, copy, and download text and data-mine the content in such documents, for the purposes of academic research, subject always to the full Conditions of use:http://www.nature.com/authors/editorial_policies/license.html#terms
spellingShingle Article
Li, Bo
Gould, Joshua
Yang, Yiming
Sarkizova, Siranush
Tabaka, Marcin
Ashenberg, Orr
Rosen, Yanay
Slyper, Michal
Kowalczyk, Monika S
Villani, Alexandra-Chloé
Tickle, Timothy
Hacohen, Nir
Rozenblatt-Rosen, Orit
Regev, Aviv
Cumulus provides cloud-based data analysis for large-scale single-cell and single-nucleus RNA-seq
title Cumulus provides cloud-based data analysis for large-scale single-cell and single-nucleus RNA-seq
title_full Cumulus provides cloud-based data analysis for large-scale single-cell and single-nucleus RNA-seq
title_fullStr Cumulus provides cloud-based data analysis for large-scale single-cell and single-nucleus RNA-seq
title_full_unstemmed Cumulus provides cloud-based data analysis for large-scale single-cell and single-nucleus RNA-seq
title_short Cumulus provides cloud-based data analysis for large-scale single-cell and single-nucleus RNA-seq
title_sort cumulus provides cloud-based data analysis for large-scale single-cell and single-nucleus rna-seq
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7437817/
https://www.ncbi.nlm.nih.gov/pubmed/32719530
http://dx.doi.org/10.1038/s41592-020-0905-x
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