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NewWave: a scalable R/Bioconductor package for the dimensionality reduction and batch effect removal of single-cell RNA-seq data.

Authors :
Agostinis F
Romualdi C
Sales G
Risso D
Source :
Bioinformatics (Oxford, England) [Bioinformatics] 2022 Apr 28; Vol. 38 (9), pp. 2648-2650.
Publication Year :
2022

Abstract

Summary: We present NewWave, a scalable R/Bioconductor package for the dimensionality reduction and batch effect removal of single-cell RNA sequencing data. To achieve scalability, NewWave uses mini-batch optimization and can work with out-of-memory data, enabling users to analyze datasets with millions of cells.<br />Availability and Implementation: NewWave is implemented as an open-source R package available through the Bioconductor project at https://bioconductor.org/packages/NewWave/.<br />Supplementary Information: Supplementary data are available at Bioinformatics online.<br /> (© The Author(s) 2022. Published by Oxford University Press.)

Subjects

Subjects :
RNA-Seq
Exome Sequencing
Software

Details

Language :
English
ISSN :
1367-4811
Volume :
38
Issue :
9
Database :
MEDLINE
Journal :
Bioinformatics (Oxford, England)
Publication Type :
Academic Journal
Accession number :
35266509
Full Text :
https://doi.org/10.1093/bioinformatics/btac149