An accurate and robust imputation method scImpute for single-cell RNA-seq data

Despite being widely performed in exploring cell heterogeneity and gene expression stochasticity, single cell RNA-seq analysis is complicated by excess zero counts (dropouts). Here, Li and Li develop scImpute for statistical imputation of dropouts in scRNA-seq data.

Guardado en:
Detalles Bibliográficos
Autores principales: Wei Vivian Li, Jingyi Jessica Li
Formato: article
Lenguaje:EN
Publicado: Nature Portfolio 2018
Materias:
Q
Acceso en línea:https://doaj.org/article/929c4a6aa64242ada152b435bb8e17f0
Etiquetas: Agregar Etiqueta
Sin Etiquetas, Sea el primero en etiquetar este registro!
id oai:doaj.org-article:929c4a6aa64242ada152b435bb8e17f0
record_format dspace
spelling oai:doaj.org-article:929c4a6aa64242ada152b435bb8e17f02021-12-02T14:41:28ZAn accurate and robust imputation method scImpute for single-cell RNA-seq data10.1038/s41467-018-03405-72041-1723https://doaj.org/article/929c4a6aa64242ada152b435bb8e17f02018-03-01T00:00:00Zhttps://doi.org/10.1038/s41467-018-03405-7https://doaj.org/toc/2041-1723Despite being widely performed in exploring cell heterogeneity and gene expression stochasticity, single cell RNA-seq analysis is complicated by excess zero counts (dropouts). Here, Li and Li develop scImpute for statistical imputation of dropouts in scRNA-seq data.Wei Vivian LiJingyi Jessica LiNature PortfolioarticleScienceQENNature Communications, Vol 9, Iss 1, Pp 1-9 (2018)
institution DOAJ
collection DOAJ
language EN
topic Science
Q
spellingShingle Science
Q
Wei Vivian Li
Jingyi Jessica Li
An accurate and robust imputation method scImpute for single-cell RNA-seq data
description Despite being widely performed in exploring cell heterogeneity and gene expression stochasticity, single cell RNA-seq analysis is complicated by excess zero counts (dropouts). Here, Li and Li develop scImpute for statistical imputation of dropouts in scRNA-seq data.
format article
author Wei Vivian Li
Jingyi Jessica Li
author_facet Wei Vivian Li
Jingyi Jessica Li
author_sort Wei Vivian Li
title An accurate and robust imputation method scImpute for single-cell RNA-seq data
title_short An accurate and robust imputation method scImpute for single-cell RNA-seq data
title_full An accurate and robust imputation method scImpute for single-cell RNA-seq data
title_fullStr An accurate and robust imputation method scImpute for single-cell RNA-seq data
title_full_unstemmed An accurate and robust imputation method scImpute for single-cell RNA-seq data
title_sort accurate and robust imputation method scimpute for single-cell rna-seq data
publisher Nature Portfolio
publishDate 2018
url https://doaj.org/article/929c4a6aa64242ada152b435bb8e17f0
work_keys_str_mv AT weivivianli anaccurateandrobustimputationmethodscimputeforsinglecellrnaseqdata
AT jingyijessicali anaccurateandrobustimputationmethodscimputeforsinglecellrnaseqdata
AT weivivianli accurateandrobustimputationmethodscimputeforsinglecellrnaseqdata
AT jingyijessicali accurateandrobustimputationmethodscimputeforsinglecellrnaseqdata
_version_ 1718389883633926144