Table 1.
Command-line executable software readily implemented in the SePIA workflow and used with the case studies
| Module | Component | Software | Reference |
|---|---|---|---|
| Preprocessing | Adaptor and quality trimming | FastX-Toolkit | hannonlab.cshl.edu/ fastx_toolkit/ |
| Trimmomatic | [62] | ||
| Trim Galore | www.bioinformatics. babraham.ac.uk/ projects/trim_galore/ | ||
| Quality statistics | FastQC a | www.bioinformatics. babraham.ac.uk/ projects/fastqc | |
| Read mapping | Align sequences to a reference | BWA | [63] |
| Tophat | [64] | ||
| Bowtie | [13] | ||
| Bowtie2 | [65] | ||
| STAR | [7] | ||
| Alignment sorting and conversion | SAMtools a | [66] | |
| Picard tools a | broadinstitute.github. io/picard | ||
| Alignment statistics | RNA-SeQC | [67] | |
| RSeQC | [68] | ||
| Expression | Mapped reads quantification | HTSeq | [69] |
| Cufflinks | [70] | ||
| Analysis | Variant calling | Bambino | [35] |
| and annotation | ANNOVAR | [71] | |
| Differential expression | Cuffdiff | [18] | |
| R bioconductor packages for differential expression | DESeq | [15] | |
| DESeq2 | [72] | ||
| DEXseq | [73] | ||
| EdgeR | [14] | ||
| novel miRNA discovery | miRanalyzer | [74] | |
| miRDeep2 | [75] | ||
| miRNA-mRNA integration | R package for SQLite query | sqldf a | [76] |
| Pathway impact analysis | SPIA | [77] |
Software marked with a are mandatory requirements for the minimum execution of a module. A list of software pre-installed within SePIA’s Docker image and the full range of currently available components can be accessed through the website