Differential expression gene analysis
The r2 values of the three replicates of the ovary and testis were 0.958, 0.946, 0.967, and 0.942, 0.949, 0.95, which were close to 1, indicating that the biological replicate data was reliable. The r2 values between different samples of ovary and testis were 0.004, 0.009, 0.011, and 0.004, 0.009, 0.011, which were less than 0.05, indicating that there was a significant difference between the ovary and testis (Fig. 1). There were 11065 DEGs between the ovary and testis of A. dissimilis, including 6685 up-regulated genes and 4380 down-regulated genes in the ovary (Fig. 2).
Annotation and function analyses of DEGs
At the same time, 6656 DEGs were annotated in NR (6616), GO (1484), COG (1696), KEGG (2483), Swiss-Prot (3077), Pfam (3967), and eggnog (5808). Seven large databases were used to describe and classify their common functions (Table 1). In the COG databases, 1696 DEGs were annotated and classified into 25 subcategories. Among these annotated functional classes, the largest subcategory was carbohydrate transport and metabolism (229 DEGs); this was followed by the General function prediction only (200 DEGs) (Fig. 3).
Table 1
Statistics of annotation results
Database | GO | KEGG | eggNOG | COG | NR | Pfam | Swiss-Prot |
Unigenes | 1484 | 2483 | 5808 | 1696 | 6616 | 3967 | 3077 |
Ratio (%) | 22.30 | 37.30 | 87.26 | 25.48 | 99.40 | 59.60 | 46.23 |
To identify the biological pathways of these DEGs, we also classified them according to the KEGG databases. In the KEGG pathway analysis, 2483 DEGs were annotated to 50 categories, of which 158 DEGs were annotated to purine metabolism and 137 DEGs were annotated to RNA transport (Fig. 4).
The GO enrichment analysis showed 15 GO terms were significantly enriched in the ovary and four in the testis (Table 2). For example, the GO term related to the structural constituent of chorion was significantly enriched (FDR = 6.41E-08) in the ovary-biased genes. Chorion-containing eggshell formation (FDR = 5.10E-06) was also found in ovary-biased genes. Overrepresentation of this term suggests that gene transcription is more active in the ovary in comparison with the testis. The GO enrichment of the testis-biased genes displayed significant odorant binding (FDR = 5.96E-31) and structural constituent of cuticle (FDR = 3.61E-11) categories.
Table 2
GO classification in sex differential expressed genes of Athetis dissimilis
Term ID | Term name | Genes | FDR | P value |
Ovary-biased | | | | |
GO:0003735 | structural constituent of ribosome | 97 | 6.85E-37 | 7.60E-17 |
GO:0051082 | unfolded protein binding | 25 | 2.49E-11 | 1.20E-07 |
GO:0004812 | aminoacyl-tRNA ligase activity | 26 | 4.81E-26 | 1.80E-07 |
GO:1901363 | heterocyclic compound binding | 723 | 1.08E-09 | 1.20E-06 |
GO:0005213 | structural constituent of chorion | 11 | 6.41E-08 | 1.60E-06 |
GO:0097159 | organic cyclic compound binding | 724 | 1.99E-05 | 3.20E-06 |
GO:0007304 | chorion-containing eggshell formation | 13 | 5.10E-06 | 5.20E-06 |
GO:0003678 | DNA helicase activity | 20 | 6.06E-09 | 4.30E-06 |
GO:0003677 | DNA binding | 122 | 5.81E-13 | 5.10E-06 |
GO:0003743 | translation initiation factor activity | 30 | 8.79E-14 | 5.40E-06 |
GO:0003746 | translation elongation factor activity | 20 | 2.18E-29 | 6.20E-05 |
Testis-biased | | | | |
GO:0004568 | chitinase activity | 13 | 1.59E-131 | 2.70E-07 |
GO:0003735 | structural constituent of ribosome | 1 | 5.68E-119 | 6.00E-07 |
GO:0005549 | odorant binding | 11 | 5.96E-31 | 3.10E-06 |
GO:0042302 | structural constituent of cuticle | 11 | 3.61E-11 | 5.40E-05 |
Molecular identification of Adtra-2 and sequence analysis
The cDNA sequence of Adistra-2 (GenBank no. OQ799648) was obtained from our previous transcriptome database and validated by sequenced specific primers PCR. The open reading frame (ORF) of Adistra-2 was 525 bp and encoded 174 amino acids with a predicted molecular weight of 20753.98 Da and a theoretical isoelectric point of 9.75. The protein has no signal peptide or transmembrane structure.
Multiple alignment and phylogenetic analysis
The multi-sequence alignment of the Adistra-2 protein with the tra-2 proteins from other insects showed a high degree of sequence conservation within the RRM and Linker domain, which was located in the same position in all samples. Similar to other species, the RNP-1, and RNP2 were found in Adistra-2, which is very conserved in the RRM protein (Fig. 5).
For phylogenetic analysis, the Adistra-2 protein was aligned with homologous sequences from other species. The phylogenetic tree was divided into different branches according to insect orders. The orthologs between different orders were distant (Fig. 6).
Spatial and temporal expression patterns of the Adistra-2 gene
The expression patterns of the temporal and spatial Adistra-2 gene were examined with qRT-PCR analyses. The results showed that the Adistra-2 gene had the highest relative transcription levels throughout embryonic development, compared to other stages (Fig. 7). The spatial expression pattern of tra2 in A. dissimilis showed that Adistra-2 was expressed in most tissues of females and males. Interestingly, Adistra-2 showed especially enriched expression in the ovaries of A. dissimilis (Fig. 8).