switchde is an R tool to detect switch-like differential expression in single-cell RNA-seq data. The switchde algorithm uses a fast model fitting to produce interpretable parameter estimates for the speed of up- and downregulation and trajectories. It also models zero-inflation data.
RNA-Seq; Gene expression; Transcriptomics
Campbell KR, Yau C "switchde: inference of switch-like differential expression along single-cell trajectories." Bioinformatics. 2017 Apr 15;33(8):1241-1242. https://doi.org/10.1093/bioinformatics/btw798
PMID: 28011787
PMCID: PMC5408844
Huber W, Carey VJ, Gentleman R, Anders S, Carlson M, Carvalho BS, Bravo HC, Davis S, Gatto L, Girke T, Gottardo R, Hahne F, Hansen KD, Irizarry RA, Lawrence M, Love MI, MacDonald J1, Obenchain V, Oleś AK, Pagès H, Reyes A, Shannon P, Smyth GK, Tenenbaum D, Waldron L, Morgan M "Orchestrating high-throughput genomic analysis with Bioconductor." Nat Methods. 2015 Feb;12(2):115-21. https://doi.org/10.1038/nmeth.3252
PMID: 25633503
PMCID: PMC4509590
Gentleman RC, Carey VJ, Bates DM, Bolstad B, Dettling M, Dudoit S, Ellis B, Gautier L, Ge Y, Gentry J, Hornik K, Hothorn T, Huber W, Iacus S, Irizarry R, Leisch F, Li C, Maechler M, Rossini AJ, Sawitzki G, Smith C, Smyth G, Tierney L, Yang JY, Zhang J. "Bioconductor: open software development for computational biology and bioinformatics." Genome Biol. 2004;5(10):R80. Epub 2004 Sep 15. https://doi.org/10.1186/gb-2004-5-10-r80
PMID: 15461798
PMCID: PMC545600
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