| Literature DB >> 27571066 |
Pingping Wang1, Min Zheng2,3, Jian Liu4, Yongzhuang Liu5, Jianguo Lu6, Xiaowen Sun7.
Abstract
In this study, we performed a comprehensive analysis of the transcriptome of one- and two-year-old male and female brains of Cynoglossus semilaevis by high-throughput Illumina sequencing. A total of 77,066 transcripts, corresponding to 21,475 unigenes, were obtained with a N50 value of 4349 bp. Of these unigenes, 33 genes were found to have significant differential expression and potentially associated with growth, from which 18 genes were down-regulated and 12 genes were up-regulated in two-year-old males, most of these genes had no significant differences in expression among one-year-old males and females and two-year-old females. A similar analysis was conducted to look for genes associated with reproduction; 25 genes were identified, among them, five genes were found to be down regulated and 20 genes up regulated in two-year-old males, again, most of the genes had no significant expression differences among the other three. The performance of up regulated genes in Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway enrichment analysis was significantly different between two-year-old males and females. Males had a high gene expression in genetic information processing, while female's highly expressed genes were mainly enriched on organismal systems. Our work identified a set of sex-biased genes potentially associated with growth and reproduction that might be the candidate factors affecting sexual dimorphism of tongue sole, laying the foundation to understand the complex process of sex determination of this economic valuable species.Entities:
Keywords: sexually dimorphic; tongue sole; transcriptome analysis
Mesh:
Year: 2016 PMID: 27571066 PMCID: PMC5037682 DOI: 10.3390/ijms17091402
Source DB: PubMed Journal: Int J Mol Sci ISSN: 1422-0067 Impact factor: 5.923
Figure 1Work-flow of the transcriptome analysis of tongue sole.
Figure 2Gene expression profiling in brain tissue between male and female tongue sole at two developmental stages. Non-expressed genes (NEGs) marked as black dots. Differentially expressed genes (DEGs) marked as dark blue and light blue dots. Co-expressed genes (CEGs) marked as red dots.
The Gene ontology enrichment analysis of differential expressed genes. For Fisher’s exact test, p-value ≤ 0.05 is labeled as yellow, and p-value ≤ 0.01 is labeled as red.
| GO Category | GO Term | Total No. of Genes | M1 vs. F1 | M2 vs. F2 | ||
|---|---|---|---|---|---|---|
| M1 | F1 | M2 | F2 | |||
| Cellular Component | GO:0005576 extracellular region | 310 | 10 | 9 | 40 | 49 |
| GO:0005623 cell | 3238 | 69 | 38 | 425 | 400 | |
| GO:0019012 virion | 11 | 3 | 0 | 5 | 2 | |
| GO:0031974 membrane-enclosed lumen | 408 | 8 | 2 | 83 | 31 | |
| GO:0031975 envelope | 105 | 7 | 0 | 22 | 18 | |
| GO:0032991 macromolecular complex | 1014 | 34 | 26 | 175 | 151 | |
| GO:0043226 organelle | 1669 | 35 | 28 | 282 | 212 | |
| GO:0044421 extracellular region part | 214 | 3 | 4 | 34 | 33 | |
| GO:0044422 organelle part | 1008 | 29 | 15 | 193 | 127 | |
| GO:0044423 virion part | 11 | 3 | 0 | 5 | 2 | |
| GO:0044456 synapse part | 75 | 3 | 1 | 3 | 23 | |
| GO:0044464 cell part | 3238 | 69 | 38 | 425 | 400 | |
| GO:0045202 synapse | 102 | 6 | 1 | 5 | 28 | |
| Molecular Function | GO:0003824 catalytic activity | 2105 | 34 | 13 | 298 | 210 |
| GO:0005198 structural molecule activity | 112 | 9 | 18 | 20 | 42 | |
| GO:0005215 transporter activity | 393 | 19 | 5 | 30 | 68 | |
| GO:0005488 binding | 2780 | 53 | 31 | 380 | 318 | |
| GO:0009055 electron carrier activity | 6 | 0 | 0 | 1 | 1 | |
| GO:0015457 auxiliary transport protein activity | 7 | 0 | 1 | 1 | 2 | |
| GO:0016209 antioxidant activity | 14 | 0 | 0 | 1 | 2 | |
| GO:0030234 enzyme regulator activity | 200 | 0 | 4 | 22 | 35 | |
| GO:0030528 transcription regulator activity | 188 | 2 | 1 | 14 | 14 | |
| GO:0042056 chemoattractant activity | 2 | 0 | 0 | 0 | 1 | |
| GO:0045182 translation regulator activity | 26 | 1 | 0 | 8 | 2 | |
| GO:0045499 chemorepellent activity | 1 | 0 | 0 | 0 | 0 | |
| GO:0060089 molecular transducer activity | 430 | 3 | 2 | 19 | 35 | |
| Biological Process | GO:0000003 reproduction | 73 | 0 | 0 | 20 | 5 |
| GO:0001906 cell killing | 3 | 0 | 0 | 0 | 1 | |
| GO:0002376 immune system process | 189 | 2 | 1 | 28 | 26 | |
| GO:0008152 metabolic process | 2756 | 46 | 37 | 406 | 297 | |
| GO:0008371 obsolete biological process | 58 | 4 | 0 | 4 | 8 | |
| GO:0009987 cellular process | 3553 | 71 | 48 | 502 | 403 | |
| GO:0010926 anatomical structure formation | 378 | 8 | 8 | 78 | 43 | |
| GO:0016032 viral reproduction | 30 | 1 | 1 | 8 | 8 | |
| GO:0016043 cellular component organization | 652 | 15 | 8 | 134 | 77 | |
| GO:0016265 death | 169 | 2 | 2 | 32 | 14 | |
| GO:0022414 reproductive process | 72 | 1 | 1 | 19 | 10 | |
| GO:0022610 biological adhesion | 113 | 1 | 0 | 13 | 15 | |
| GO:0032501 multicellular organismal process | 1315 | 34 | 17 | 151 | 174 | |
| GO:0032502 developmental process | 1124 | 26 | 14 | 147 | 129 | |
| GO:0040007 growth | 115 | 5 | 3 | 12 | 18 | |
| GO:0040011 locomotion | 152 | 1 | 1 | 18 | 22 | |
| GO:0043473 pigmentation | 1784 | 33 | 26 | 198 | 216 | |
| GO:0044085 cellular component biogenesis | 327 | 11 | 22 | 75 | 58 | |
| GO:0048511 rhythmic process | 11 | 0 | 0 | 0 | 1 | |
| GO:0050896 response to stimulus | 606 | 19 | 9 | 81 | 83 | |
| GO:0051179 localization | 955 | 30 | 11 | 120 | 147 | |
| GO:0051234 establishment of localization | 790 | 30 | 10 | 100 | 130 | |
| GO:0051704 multi-organism process | 55 | 2 | 1 | 11 | 11 | |
| GO:0065007 biological regulation | 1927 | 38 | 29 | 219 | 250 | |
| All genes annotated by GO | 5467 | 104 | 63 | 711 | 619 | |
Differentially expressed genes (DEGs) in two-year-old tongue sole potentially associated with growth.
| Gene | FPKM | Annotation | GO Function | ||
|---|---|---|---|---|---|
| M2 | F2 | M2 vs. F2 | |||
| 670.6 | 193.2 | 1.9E-56 | Histone H3.3 | Positive regulation of cell growth (GO:0030307) | |
| 247.9 | 0.1 | 5.5E-34 | Heat shock cognate 70 kDa protein | Fin regeneration (GO:0031101) | |
| 164.6 | 13.2 | 1.7E-32 | Exosome complex component RRP45 | Positive regulation of cell growth (GO:0030307) | |
| 164.4 | 51.1 | 7.9E-14 | Voltage-dependent anion-selective channel protein 2 | Fin regeneration (GO:0031101) | |
| 237.7 | 108.1 | 9.4E-11 | Serine/threonine-protein phosphatase 2A 65 kDa regulatory subunit A β isoform | Growth (GO:0040007) | |
| 44.6 | 12.1 | 2.5E-05 | Mitochondrial import inner membrane translocase subunit TIM50 | Growth (GO:0040007) | |
| 30.6 | 6.1 | 5.3E-05 | Bone morphogenetic protein 2 | Growth (GO:0040007) | |
| 17.0 | 1.1 | 9.1E-05 | Achaete-scute homolog 1 | Sensory epithelium regeneration (GO:0070654) | |
| 31.8 | 7.3 | 1.1E-04 | Histone-lysine | Regulation of multicellular organism growth (GO:0040014) | |
| 15.7 | 1.1 | 1.8E-04 | Origin recognition complex subunit 1 | Regulation of multicellular organism growth (GO:0040014) | |
| 26.8 | 5.7 | 2.2E-04 | Neudesin neurotrophic factor | Growth (GO:0040007) | |
| 42.6 | 16.0 | 9.6E-04 | dnaJ homolog subfamily C member 2 | Negative regulation of cell growth (GO:0030308) | |
| 5.3 | 667.8 | 1.7E-157 | Midkine | Growth (GO:0040007) | |
| 2.3 | 442.4 | 2.3E-100 | Growth associated protein 43 | Tissue regeneration (GO:0042246) | |
| 30.3 | 287.1 | 3.1E-56 | Pleiotrophin | Growth (GO:0040007) | |
| 1.9 | 222.0 | 6.1E-54 | Gap junction α-1 protein | Fin regeneration (GO:0031101) | |
| 55.5 | 255.5 | 1.1E-34 | Ninjurin-2 | Tissue regeneration (GO:0042246) | |
| 33.3 | 131.8 | 1.1E-16 | Stromal cell-derived factor 1 precursor | Fin regeneration (GO:0031101) | |
| 2.0 | 56.1 | 5.0E-15 | Fibroblast growth factor 12 | Growth (GO:0040007) | |
| 23.4 | 102.5 | 2.3E-14 | GC-rich sequence DNA-binding factor 2 | Fin regeneration (GO:0031101) | |
| 0.7 | 38.5 | 5.3E-11 | Transcription factor SOX-2 | Fin regeneration (GO:0031101) | |
| 2.8 | 38.2 | 1.0E-09 | Tyrosine-protein kinase fyna | Fin regeneration (GO:0031101) | |
| 1.7 | 34.5 | 1.9E-09 | Ephrin type-A receptor 4 | Negative regulation of collateral sprouting of intact axon in response to injury (GO:0048685) | |
| 1.9 | 29.3 | 6.6E-08 | Brain-derived neurotrophic factor | Growth (GO:0040007) | |
| 0.6 | 24.8 | 1.5E-07 | cadherin-2-like | Tissue regeneration (GO:0042246) | |
| 3.0 | 29.9 | 2.6E-07 | Ras-related and estrogen-regulated growth inhibitor | Negative regulation of cell growth (GO:0030308) | |
| 2.5 | 22.9 | 9.4E-06 | Connective tissue growth factor | Regulation of cell growth (GO:0001558) | |
| 0.2 | 17.9 | 9.8E-06 | Insulin-like growth factor-binding protein 1 | Regulation of cell growth (GO:0001558) | |
| 2.6 | 22.5 | 1.3E-05 | Krueppel-like factor 6 | Organ growth (GO:0035265) | |
| 7.0 | 27.5 | 1.7E-04 | Spectrin β chain, non-erythrocytic 1 | Positive regulation of multicellular organism growth (GO:0040018) | |
Differentially expressed genes (DEGs) in two-year-old tongue sole potentially associated with reproduction.
| Gene | FPKM | Annotation | GO Function | ||
|---|---|---|---|---|---|
| M2 | F2 | M2 vs. F2 | |||
| 661.4 | 2.7 | 3.6E-138 | E3 ubiquitin-protein ligase CCNB1IP1 | Reproductive cellular process (GO:0048610) | |
| 516.7 | 5.7 | 1.4E-118 | Radial spoke head 1 homolog | Reproduction (GO:0000003) | |
| 343.4 | 0.8 | 1.5E-66 | Ropporin-1-like protein | Spermatid development (GO:0007286) | |
| 180.5 | 17.9 | 4.5E-33 | RNA demethylase ALKBH5 | Spermatogenesis (GO:0007283) | |
| 150.3 | 0.0 | 2.4E-29 | Small RNA 2’- | Oocyte development (GO:0048599) | |
| 358.3 | 136.8 | 3.4E-21 | Chaperonin containing T-complex polypeptide 5 | Binding of sperm to zona pellucida (GO:0007339) | |
| 112.1 | 0.1 | 3.2E-19 | Putative transcription factor Ovo-like 1 | Spermatogenesis (GO:0007283) | |
| 54.7 | 0.0 | 7.0E-14 | Kelch-like protein 10 | Spermatid development (GO:0007286) | |
| 329.3 | 153.7 | 1.4E-13 | Cct7 protein | Binding of sperm to zona pellucida (GO:0007339) | |
| 305.8 | 147.9 | 8.8E-12 | Cct4 protein | Binding of sperm to zona pellucida (GO:0007339) | |
| 44.6 | 3.0 | 2.5E-10 | Protein fem-1 homolog B-like | Epithelial cell maturation involved in prostate gland development (GO:0060743) | |
| 103.4 | 33.7 | 9.2E-09 | Splicing factor 1 | Leydig cell differentiation (GO:0033327) | |
| 69.8 | 20.2 | 3.6E-07 | Serine/threonine/tyrosine-interacting protein | Spermatogenesis (GO:0007283) | |
| 45.3 | 9.4 | 1.2E-06 | Polypyrimidine tract-binding protein 1-like | Positive regulation of cortical granule exocytosis by elevation of cytosolic calcium ion concentration (GO:0060472) | |
| 41.8 | 9.0 | 4.4E-06 | TATA box binding protein | Spermatogenesis (GO:0007283) | |
| 24.9 | 2.6 | 1.1E-05 | Phospholipase D family member 6 | P granule organization (GO:0030719) | |
| 50.9 | 15.8 | 3.2E-05 | DNA-directed RNA polymerases I%2C II%2C and III subunit RPABC3 | Positive regulation of viral transcription (GO:0050434) | |
| 38.8 | 10.5 | 7.8E-05 | Parkin coregulated gene protein | Spermatid development (GO:0007286) | |
| 137.6 | 75.3 | 1.2E-04 | Transcription elongation factor B polypeptide 1 | Positive regulation of viral transcription (GO:0050434) | |
| 13.3 | 0.6 | 2.9E-04 | Putative ATP-dependent RNA helicase TDRD9 | Fertilization (GO:0009566); DNA methylation during gametogenesis (GO:0043046) | |
| 63.5 | 229.4 | 1.1E-25 | YWHAQ protein | Germarium-derived oocyte fate determination (GO:0007294) | |
| 33.3 | 131.8 | 1.1E-16 | Stromal cell-derived factor 1-like | Germ cell migration (GO:0008354) | |
| 12.4 | 44.6 | 4.0E-06 | Spindlin-1-like | Gamete generation (GO:0007276) | |
| 41.7 | 80.2 | 1.1E-04 | Double-stranded RNA-binding protein Staufen homolog 2 | Germ cell migration (GO:0008354) | |
| 7.0 | 27.5 | 1.7E-04 | Spectrin β chain, non-erythrocytic 1 | Fertilization (GO:0009566) | |
Figure 3Brain transcriptome validation by qPCR using eleven selected genes: (A) Gene relative expression in qPCR where Error bars represent standard deviation of technical replicates and the expression differences between M2 and F2 were tested by two-tailed Student’s t-test, with 95% confidence level (p < 0.05) being labeled with an asterisk; and (B) gene expression in RNA-Seq.
2 × 2 contingency table for Fisher’s exact test.
| Gene Annotation | DEGs | Non-DEGs | All Transcribed Genes |
|---|---|---|---|
| Category A | a | b | a + b |
| Other categories | c | d | c + d |
| All categories | a + c | b + d | a + b + c + d |
“a” represented the No. of DEGs annotated on category A; “b” represented the No. of non-DEGs annotated on category A; “c” represented the No. of DEGs annotated on the other categories except category A; and “d” represented the No. of non-DEGs annotated on the other categories except category A.