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clustifyr: an R package for automated single-cell RNA sequencing cluster classification
Assignment of cell types from single-cell RNA sequencing (scRNA-seq) data remains a time-consuming and error-prone process. Current packages for identity assignment use limited types of reference data and often have rigid data structure requirements. We developed the clustifyr R package to leverage...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
F1000 Research Limited
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7383722/ https://www.ncbi.nlm.nih.gov/pubmed/32765839 http://dx.doi.org/10.12688/f1000research.22969.2 |
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author | Fu, Rui Gillen, Austin E. Sheridan, Ryan M. Tian, Chengzhe Daya, Michelle Hao, Yue Hesselberth, Jay R. Riemondy, Kent A. |
author_facet | Fu, Rui Gillen, Austin E. Sheridan, Ryan M. Tian, Chengzhe Daya, Michelle Hao, Yue Hesselberth, Jay R. Riemondy, Kent A. |
author_sort | Fu, Rui |
collection | PubMed |
description | Assignment of cell types from single-cell RNA sequencing (scRNA-seq) data remains a time-consuming and error-prone process. Current packages for identity assignment use limited types of reference data and often have rigid data structure requirements. We developed the clustifyr R package to leverage several external data types, including gene expression profiles to assign likely cell types using data from scRNA-seq, bulk RNA-seq, microarray expression data, or signature gene lists. We benchmark various parameters of a correlation-based approach and implement gene list enrichment methods. clustifyr is a lightweight and effective cell-type assignment tool developed for compatibility with various scRNA-seq analysis workflows. clustifyr is publicly available at https://github.com/rnabioco/clustifyr |
format | Online Article Text |
id | pubmed-7383722 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | F1000 Research Limited |
record_format | MEDLINE/PubMed |
spelling | pubmed-73837222020-08-05 clustifyr: an R package for automated single-cell RNA sequencing cluster classification Fu, Rui Gillen, Austin E. Sheridan, Ryan M. Tian, Chengzhe Daya, Michelle Hao, Yue Hesselberth, Jay R. Riemondy, Kent A. F1000Res Software Tool Article Assignment of cell types from single-cell RNA sequencing (scRNA-seq) data remains a time-consuming and error-prone process. Current packages for identity assignment use limited types of reference data and often have rigid data structure requirements. We developed the clustifyr R package to leverage several external data types, including gene expression profiles to assign likely cell types using data from scRNA-seq, bulk RNA-seq, microarray expression data, or signature gene lists. We benchmark various parameters of a correlation-based approach and implement gene list enrichment methods. clustifyr is a lightweight and effective cell-type assignment tool developed for compatibility with various scRNA-seq analysis workflows. clustifyr is publicly available at https://github.com/rnabioco/clustifyr F1000 Research Limited 2020-07-16 /pmc/articles/PMC7383722/ /pubmed/32765839 http://dx.doi.org/10.12688/f1000research.22969.2 Text en Copyright: © 2020 Fu R et al. http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution Licence, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Software Tool Article Fu, Rui Gillen, Austin E. Sheridan, Ryan M. Tian, Chengzhe Daya, Michelle Hao, Yue Hesselberth, Jay R. Riemondy, Kent A. clustifyr: an R package for automated single-cell RNA sequencing cluster classification |
title | clustifyr: an R package for automated single-cell RNA sequencing cluster classification |
title_full | clustifyr: an R package for automated single-cell RNA sequencing cluster classification |
title_fullStr | clustifyr: an R package for automated single-cell RNA sequencing cluster classification |
title_full_unstemmed | clustifyr: an R package for automated single-cell RNA sequencing cluster classification |
title_short | clustifyr: an R package for automated single-cell RNA sequencing cluster classification |
title_sort | clustifyr: an r package for automated single-cell rna sequencing cluster classification |
topic | Software Tool Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7383722/ https://www.ncbi.nlm.nih.gov/pubmed/32765839 http://dx.doi.org/10.12688/f1000research.22969.2 |
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