Table 2. Summary of suitable analysis approaches for the three types of comparative analyses discussed in the manuscript (DGE, DTE and DTU).
Task | Input data | Software (examples) | Post-processing |
---|---|---|---|
DGE | Aggregated transcript counts +
average transcript length offsets, or simple counts + average transcript length offsets |
Salmon, kallisto, BitSeq, RSEM | |
tximport | |||
DESeq2, edgeR, voom/limma | |||
DTE | Transcript counts | Salmon, kallisto, BitSeq, RSEM | Optional gene-level
aggregation |
tximport | |||
DESeq2, edgeR, sleuth, voom/limma | |||
DTU/DEU | Transcript counts or bin counts,
depending on interpretation potential 18 |
Salmon, kallisto, BitSeq, RSEM | Optional gene-level
aggregation |
DEXSeq |