Morphological differences in the external genitalia between NEGG and AEGG
As shown in Fig. 1, male geese in the NEGG group showed an elongated and coiled external genitalia with dermal spines (Fig. 1a), whereas those in the AEGG group had a smooth external genitalia (Fig. 1b). In addition, compared with the AEGG group, the length of external genitalia in NEGG group was significantly longer than that in AEGG group (p < 0.01, Fig. 1c), and its weight was significantly heavier than that in AEGG group (p < 0.05, Fig. 1d).
Overview Of Transcriptome Sequencing
A total of 635,434,075 raw reads were obtained from 24 samples through sequencing. Each sample yielded 25,138,908 clean reads after strict filtering. The Q20 (percentage of reads with a Phred quality value > 20) and Q30 (percentage of reads with a Phred quality value > C30) of the clean reads ranged from 97.18 ~ 97.63% and 92.83 ~ 93.63%, respectively. The mapping rate of the 24 samples ranged from 74.32 ~ 83.64% (Additional file 3: Table S2).
Identification of the DEGS in the hypothalamus, pituitary gland, testis and external genitalia between NEGG and AEGG
We identified 107 DEGs in hypothalamus, including 41 up-regulated and 66 down-regulated genes. In the pituitary gland, 284 DEGs were found, of which 97 were up-regulated and 187 were down-regulated. In the testis, 2192 DEGs were found, of them 176 were up-regulated and 2016 were down-regulated. In the external genitalia, 1005 DEGs were found, of them 394 were up-regulated and 611 were down-regulated (Fig. 2a). Venn-diagram analysis revealed that 1 DEG displayed differential expression between hypothalamus, pituitary gland and testis tissues, 8 DEGs was identified in the comparison between hypothalamus and pituitary gland tissues, and 92 DEGs displayed differential expression between testis and external genitalia tissues, indicating different transcriptional changes in HPG axis during external genitalia development (Fig. 2b). The hierarchical clustering map (Fig. 2c-f) also recapitulated the distinct gene expression patterns in the hypothalamus, pituitary gland, testis and external genitalia between NEGG and AEGG.
Functional enrichment analysis of the DEGs identified between NEGG and AEGG
The results from GO enrichment analysis gave a more comprehensive understanding of the functions of the DEGs involved in the external genitalia development of male geese. The DEGs identified in the hypothalamus, pituitary gland, testis and external genitalia were annotated with GO database into three categories, including the biological process (BP), cellular component (CC), and molecular function (MF) (Additional file 3: Table S3). In the hypothalamus, most of DEGs were enriched in collagen trimer (CC), basement membrane (CC), and developmental process (BP) (Corrected p < 0.05) (Fig. 3a). In the pituitary gland, most of DEGs were enriched in integral component of plasma membrane (CC), neuron projection (CC), signal transduction (BP), extracellular matrix (CC), and calcium ion binding (MF) (Corrected p < 0.05) (Fig. 3b). In the testis, most of DEGs were enriched in microtubule-based movement (BP), microtubule binding (MF), flagellated sperm motility (BP), mitotic cytokinesis (BP), neuropeptide signaling pathway (BP), microtubule motor activity (MF), and integral component of plasma membrane (CC) (Corrected p < 0.05) (Fig. 3c). In the external genitalia, most of DEGs were enriched in integral component of membrane (CC), extracellular space (CC), plasma membrane (CC), cell surface (CC), calcium ion binding (MF), integral component of plasma membrane (CC), cell differentiation (BP), cell surface receptor signaling pathway (BP), and canonical WNT signaling pathway (Corrected p < 0.01) (Fig. 3d).
Subsequently, KEGG enrichment analysis showed that a total of 23, 56, 104, and 99 KEGG pathways were enriched in the hypothalamus, pituitary gland, testis, and external genitalia, respectively (Additional file 3: Table S4). The top 20 significantly enriched KEGG pathways were listed in Fig. 4. In the hypothalamus, the most enriched KEGG pathways were ECM-receptor interaction, purine metabolism, and MAPK signaling pathway (Fig. 4a). In the pituitary gland, the five most enriched pathways were ECM-receptor interaction, focal adhesion, neuroactive ligand-receptor interaction, p53 signaling and GnRH signaling pathways (Fig. 4b). Most of the top enriched KEGG pathways were neuroactive ligand-receptor interaction, cell cycle, oocyte meiosis, purine metabolism, progesterone-mediated oocyte maturation, calcium signaling, and WNT signaling pathways in the testis (Fig. 4c). In the external genitalia, the seven most enriched pathways were metabolic, neuroactive ligand-receptor interaction, calcium signaling, WNT signaling, adrenergic signaling in cardiomyocytes, ECM-receptor interaction, and purine metabolism pathways (Fig. 4d). Notably, the neuroactive ligand-receptor interaction pathway was significantly co-enriched by the DEGs in the pituitary gland, testis, and external genitalia between NEGG and AEGG.
Construction of co-expression networks of the DEGs identified between NEGG and AEGG
WGCNA was performed to construct the co-expression networks of DEGs in the hypothalamus, pituitary gland, testis and external genitalia between NEGG and AEGG. The genes with similar expression patterns were classified into different modules (Fig. 5a) (Additional file 3: Table S5). Then, correlation analysis between the modules and phenotypes showed that the blue and brown module had a strong correlation with external genitalia development (Fig. 5b). Meanwhile, correlation analysis between these modules was also conducted and the results indicated that the gene expression pattern in blue module was similar to that in brown module (Fig. 5c, d). Thus, genes in the blue and brown modules were selected for further analysis.
Network analyses of the DEGs involved in regulating external genitalia development of male geese
To further identify the hub genes that were associated with external genitalia development, the DEGs from the hypothalamus, pituitary gland, testis and external genitalia between NEGG and AEGG were merged to construct the PPI network (Fig. 6a). The PPI network consisted of 133 nodes and 1531 edges. Subsequently, functional analyses revealed that the PPI network were significantly enriched in two pathways (“neuroactive ligand-receptor interaction” and “WNT signaling” pathways). The top highest degree genes included KNG1, LPAR2, LPAR3, NPY, PLCB1, AVPR1B, GHSR, GRM3, HTR5A, FSHB, FSHR, WNT11, WNT5A, WIF1, and WNT7B. Significantly, we found the “neuroactive ligand-receptor interaction” pathway regulated the “Wnt signaling” pathway through PLCB1 to control the development of male goose external genitalia (Fig. 6b).