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. 2018 Feb 14;9:108. doi: 10.3389/fpls.2018.00108

Table 1.

Information on 29 R packages, methods, or pipelines, for DE analysis of RNA-Seq data: the number of citations of the article introducing the method (until October 2017, extracted from All Databases of Web of Sciencea), the used probabilistic model, the default normalization method, and whether or not a Bayesian approach is considered.

R-package or method References December, 2013 January, 2015 January, 2016 January, 2017 October, 2017 October, 2017 (%) Distribution Normalization Bayesian
edgeR Robinson et al., 2010 430 982 1,854 3,040 4,450 22.00 Negative binomial TMM No
Cufflinks (Cuffdiff) Trapnell et al., 2010 861 1,648 2,446 3,300 4,283 21.17 Poisson FPKM (geometric) Yes
DESeq Anders and Huber, 2010 607 1,395 2,299 3,167 4,157 20.55 Negative binomial RLE No
DESeq2 Love et al., 2014 83 282 1,899 9.39 Negative binomial RLE Yes
vst or QN + limma Ritchie et al., 2015 1,276 6.31 Gaussian vst or QN Yes
Cuffdiff 2 Trapnell et al., 2013 421 699 950 4.70 Beta negative binomial Geometric No
DEGSeq Wang et al., 2010 178 297 458 636 850 4.20 Poisson Total count No
voom + limma Law et al., 2014 493 2.44 Gaussian log-CPM Yes
NOISeq Tarazona et al., 2011 65 164 263 377 473 2.34 Non-parametric CPM No
baySeq Hardcastle and Kelly, 2010 72 109 178 232 302 1.49 Negative binomial Total count Yes
EBSeq Leng et al., 2013 5 31 93 170 270 1.33 Negative binomial RLE Yes
Myrna Langmead et al., 2010 57 88 112 117 149 0.74 Poisson or Gaussian 3rd quartile No
SAMseq Li and Tibshirani, 2013 0 22 52 91 129 0.64 Non-parametric Trimmed total count No
GFOLD Feng et al., 2012 41 73 93 0.46 Hierarchical Poisson RLE Yes
PoissonSeq Li et al., 2012 4 19 43 63 88 0.44 Poisson Trimmed total count No
DSS Wu et al., 2013 31 44 61 0.30 Gamma-Poisson 3rd quartile Yes
BBSeq Zhou et al., 2011 15 21 30 40 50 0.25 Beta-binomial Total count No
QuasiSeq Lund et al., 2012 42 0.21 Negative binomial 3rd quartile No
TSPM Auer and Doerge, 2011 8 12 16 26 39 0.19 Two-stage Poisson Total count No
ShrinkSeq Wiel et al., 2013 5 14 18 28 33 0.16 Zero-inflated negative binomial None Yes
GENE-counter Cumbie et al., 2011 9 14 20 26 30 0.15 Negative binomial Total count No
NBPSeq Di et al., 2011 11 14 21 23 28 0.14 Negative binomial Total count No
sSeq Yu et al., 2013 27 0.13 Negative binomial RLE No
Polyfit Burden et al., 2014 15 0.07 Negative binomial RLE No
NPEBseq Bi and Davuluri, 2013 0 4 11 12 14 0.07 Gamma-Poisson TMM Yes
BMDE Lee et al., 2011 4 5 8 8 10 0.05 Binomial (position-level) Total count Yes
LFCseq Lin et al., 2014 6 0.03 Non-parametric Trimmed total count No
CEDER Wan and Sun, 2012 0 1 2 4 5 0.02 Negative binomial RLE No
ShrinkBayes van de Wiel et al., 2014 1 3 5 0.02 Zero-inflated negative binomial None Yes