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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...
Autores principales: | , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
2020
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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. |
format | Online Article Text |
id | pubmed-7437817 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
record_format | MEDLINE/PubMed |
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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