Table 1.
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 |