Skip to main page content
U.S. flag

An official website of the United States government

Dot gov

The .gov means it’s official.
Federal government websites often end in .gov or .mil. Before sharing sensitive information, make sure you’re on a federal government site.

Https

The site is secure.
The https:// ensures that you are connecting to the official website and that any information you provide is encrypted and transmitted securely.

Access keys NCBI Homepage MyNCBI Homepage Main Content Main Navigation
. 2023:2629:95-114.
doi: 10.1007/978-1-0716-2986-4_6.

Analysis of Single-Cell RNA-seq Data

Affiliations

Analysis of Single-Cell RNA-seq Data

Xiaoru Dong et al. Methods Mol Biol. 2023.

Abstract

As single-cell RNA sequencing experiments continue to advance scientific discoveries across biological disciplines, an increasing number of analysis tools and workflows for analyzing the data have been developed. In this chapter, we describe a standard workflow and elaborate on relevant data analysis tools for analyzing single-cell RNA sequencing data. We provide recommendations for the appropriate use of commonly used methods, with code examples and analysis interpretations.

Keywords: Gene expression; High-throughput sequencing; Normalization; Quality control; Single-cell RNA-seq.

PubMed Disclaimer

References

    1. Bacher R, Kendziorski C (2016) Design and computational analysis of single-cell RNA-sequencing experiments. Genome Biol 17:63 - PubMed - PMC - DOI
    1. Hansen K, Risso D, Hicks S (2021) TENxPBMCData: PBMC data from 10X Genomics
    1. Tian L, Su S, Dong X et al (2018) scPipe: a flexible R/Bioconductor preprocessing pipeline for single-cell RNA-sequencing data. PLOS Comput Biol 14:e1006361 - PubMed - PMC - DOI
    1. Wang Z, Hu J, Johnson WE et al (2019) Scruff: an R/Bioconductor package for preprocessing single-cell RNA-sequencing data. BMC Bioinf 20:222 - DOI
    1. You Y, Tian L, Su S et al (2021) Benchmarking UMI-based single-cell RNA-seq preprocessing workflows. Genome Biol 22:339 - PubMed - PMC - DOI

MeSH terms

LinkOut - more resources