Table 1 |
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|
Software methods and tools for differential expression analysis of RNA-seq |
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|
Analysis step |
Method |
Implementation |
References |
|
|
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|
Mapping |
General aligner |
GMAP/GSNAP |
[91] |
|
BFAST |
[20] |
||
|
BOWTIE |
[25] |
||
|
CloudBurst |
[92] |
||
|
GNUmap |
[93] |
||
|
MAQ/BWA |
[23] |
||
|
PerM |
[19] |
||
|
RazerS |
[94] |
||
|
Mrfast/mrsfast |
[22] |
||
|
SOAP/SOAP2 |
|||
|
SHRiMP |
[21] |
||
|
De novo annotator |
QPALMA/GenomeMapper/PALMapper |
[37] |
|
|
SpliceMap |
[96] |
||
|
SOAPals |
[95] |
||
|
G-Mo.R-Se |
[97] |
||
|
TopHat |
[40] |
||
|
SplitSeek |
[36] |
||
|
De novo transcript assembler |
Oases |
[98] |
|
|
MIRA |
[99] |
||
|
Summarization |
Isoform-based |
Cufflinks |
[11] |
|
ALEXA-seq |
[10] |
||
|
Gene-based |
Count exons only |
||
|
Exon junction libraries |
|||
|
Normalization |
Library size |
For example, [34] |
|
|
RPKM |
ERANGE |
[32] |
|
|
TMM |
edgeR |
[48] |
|
|
Upper quartile |
Myrna |
||
|
Differential expression |
Poisson GLM |
DEGseq |
[100] |
|
Myrna |
[47] |
||
|
Negative binomial |
edgeR |
[57] |
|
|
DESeq |
[46] |
||
|
baySeq |
[58] |
||
|
Systems biology |
Gene Ontology analysis |
GOseq |
[68] |
|
|
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|
Abbreviations: GLM, generalized linear model; RPKM, reads per kilobase of exon model per million mapped reads; TMM, trimmed mean of M-values. |
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|
Oshlack et al. Genome Biology 2010 11:220 doi:10.1186/gb-2010-11-12-220 |
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