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HDAC2 therefore displays the most differential expression pattern in the respective subgroups and is highly expressed in subgroups with overall poor clinical prognosis.
With this rationale, we analysed the total reads obtained from the resistant and susceptible samples to identify contigs which showed the most differential expression as these could potentially be associated with pyrethroid resistance.
Several genes with most differential expression were selected and were subjected to qRT-PCR analysis (Fig. 5b).
As most differential expression analysis packages, IsoDE starts with a set A of RNA-Seq read alignments for each condition.
No significant sexually dimorphic miRNA expression was observed from 5 to 8 weeks, while the most differential expression (13 miRNAs) was observed at 21 weeks.
2. GPF: using GSEA-enriched pathways as features In the GPF (GSEA Pathway Feature) approach, our discrimination features corresponded to the 40 pathways mentioned above (for each data set) which had the most differential expression in the training data.
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Also in the coleopteran pest Tenebrio molitor the timepoint where the most differential gene expression was observed was after 12 h incubation with Cry3Aa toxin [ 24].
On the other hand, trans-acting variation accounts for most differential gene expression, but the variation is due to a large number of weak actors [ 5].
Most differential gene expression remained under a 2 fold change, although the little studied sialic acid-binding immunoglobulin-type lectin, SIGLEC14 exhibited by far the greatest degree of change at 7.5 FC.
We used two methods to identify genes with the most reproducible differential expression between the groups.
Genes with the most reproducible differential expression were identified by selecting genes in the initial and replication data sets with Log2FC≥1 and P≤0.05, and then assessing the combined statistical significance using the Fisher's combined P method [29].
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