Accuracy, robustness and scalability of dimensionality reduction methods for single-cell RNA-seq analysis

Abstract Background Dimensionality reduction is an indispensable analytic component for many areas of single-cell RNA sequencing (scRNA-seq) data analysis. Proper dimensionality reduction can allow for effective noise removal and facilitate many downstream analyses that include cell clustering and l...

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Bibliographic Details
Main Authors: Shiquan Sun, Jiaqiang Zhu, Ying Ma, Xiang Zhou
Format: Article
Language:English
Published: BMC 2019-12-01
Series:Genome Biology
Online Access:https://doi.org/10.1186/s13059-019-1898-6