| Literature DB >> 27894252 |
Wei Zhang1, Yue Guo1, Jun Li1, Li Huang1, Eric Gilbert Kazitsa1, Hua Wu2.
Abstract
BACKGROUND: The expression of sexually selected traits often varies with populations' breeding cycles in many animals. The elucidation of mechanisms underlying the expression of such traits is a research topic in evolutionary biology; however, the genetic basis of the seasonal development of their expression remains unknown. Male Leptobrachium boringii develop keratinized nuptial spines on their upper jaw during the breeding season that fall off when the breeding season ends. To illuminate the genetic basis for the expression of this trait and its seasonal development, we assessed the de novo transcriptome for L. boringii using brain, testis and upper jaw skin and compared gene expression profiles of these tissues between two critical periods of the spine growth cycle.Entities:
Keywords: Estrogen; Insulin growth factor; Leptobrachium boringii; Nuptial spine; Sexually selected traits; Transcriptome
Mesh:
Year: 2016 PMID: 27894252 PMCID: PMC5126826 DOI: 10.1186/s12864-016-3295-9
Source DB: PubMed Journal: BMC Genomics ISSN: 1471-2164 Impact factor: 3.969
Fig. 1Different phenotypes of the keratinized nuptial spines in Leptobrachium boringii during different breeding periods. Male L. boringii grow 10 to 16 nuptial spines on the upper jaw during the breeding period (left), and the spines are sloughed at the post-breeding period (right)
Number and length of transcripts and unigenes in the Leptobrachium boringii transcriptome
| Length | Transcripts | Unigenes |
|---|---|---|
| 200–500 bp | 79,093 | 58,375 |
| 500–1 k bp | 33,563 | 16,031 |
| 1 k-2 k bp | 29,559 | 9,898 |
| >2 k bp | 41,386 | 10,596 |
| Total length | 258,254,318 | 81,414,717 |
| Mean length | 1,407 | 858 |
| N50 | 2,941 | 1,854 |
| Total number | 183,601 | 94,900 |
Summary of unigenes annotated in different databases
| Database | Annotated unigenes | Percentage (%) |
|---|---|---|
| NR | 22,577 | 23.79 |
| PFAM | 22,121 | 23.30 |
| Swiss-Prot | 19,514 | 20.56 |
| KOG | 12,357 | 13.02 |
| GO | 23,260 | 24.51 |
| KEGG | 10,625 | 11.19 |
| All | 29,319 | 30.89 |
NR NCBI non-redundant protein sequences, NT NCBI non-redundant nucleotide sequences, PFAM Protein family, Swiss-Prot A manually annotated and reviewed protein sequence database, KOG Clusters of Orthologous Groups of proteins, GO Gene Ontology, KEGG Kyoto Encyclopedia of Genes and Genomes database, All, total number of unigenes that were successfully annotated in at least one database
Fig. 2Gene Ontology (GO) classification of the assembled unigenes in Leptobrachium boringii
Fig. 3Eukaryotic orthologous group (KOG) classification of the assembled unigenes in Leptobrachium boringii
Fig. 4KEGG classification of the assembled unigenes in Leptobrachium boringii. A to E represent five categories of the KEGG pathways: a cellular processes; b environmental information processing; c genetic information processing; d metabolism; e organismal systems
Fig. 5Differential expression analysis of tissue comparisons between the breeding and post-breeding periods. Volcano plot of differentially expressed genes in the brain (a), testis (b) and upper jaw skin (c; spine for short in figure) are separately presented. The X axis represents differential fold-change (log2FC) of the differentially expressed genes (DEGs), and the Y axis represents the –log padj value of the DEGs. padj represents the adjusted P-value of the DEG, and 0.05 was set as the significance level. Significantly up-regulated DEGs in the breeding period compared with the post-breeding period are presented in red, whereas significantly down-regulated DEGs are shown in green. Non-significantly differentially expressed genes are presented in blue. d Venn diagram showing co-differentially expressed genes among different tissue comparisons in Leptobrachium boringii
The most enriched GO terms of differentially expressed genes in the three tissues
| Go term |
| DEG (all) | Representative genes |
|---|---|---|---|
| (a) Upper jaw skin: differentially expressed genes: 1181 | |||
| Cytosolic part | <0.001 | 17 (148) | Rab interacting lysosomal protein; keratin, type I cytoskeletal 42-like; keratin 17; dystrophin related protein 2 |
| Peptidase inhibitor activity (GO:0030414:MF) | <0.001 | 20 (232) | Collagen alpha-1(XXVIII) chain; Cathelicidin antimicrobial peptide; small nuclear ribonucleoprotein polypeptide A; serpin B5 |
| Peptidase regulator activity GO:0061134:MF) | <0.001 | 20 (234) | Cystatin B (stefin B); tectorin alpha, gene 2 precursor; cystatin-like isoform 1; WAP four-disulfide core domain protein 3-like |
| Extracellular region part | <0.001 | 49 (786) | Keratin 17; newt-specific cysteine-rich growth regulator; keratin, type II cytoskeletal 75-like; extracellular matrix protein 1 isoform 1 |
| Prefoldin complex | <0.001 | 11 (71) | Keratin, type I cytoskeletal 42-like; keratin 17;keratin, type I cytoskeletal 18-B; dystrophin related protein 2 |
| Extracellular region (GO:0005576:CC) | <0.001 | 95 (1993) | Keratin 17; insulin-like growth factor-binding protein 2 precursor; transmembrane protein 111 |
| (b) Testis: differentially expressed genes: 843 | |||
| Chromosome | <0.001 | 51 (627) | Origin recognition complex, subunit 1; shugoshin-like protein 2; ubiquitin-conjugating enzyme E2 T |
| Chromosomal part (GO:0044427:CC) | <0.001 | 45 (538) | Tryptophan rich basic protein precursor; centromere protein I; proliferating cell nuclear antigen |
| Chromatin | <0.001 | 26 (194) | DNA replication licensing factor mcm4; GTP-binding nuclear protein Ran; transcriptional activator Myb isoform 2 |
| Cell cycle | <0.001 | 50 (711) | Meiotic nuclear divisions 1 homolog; proliferating cell nuclear antigen; cyclin-dependent kinases regulatory subunit 2 |
| MCM complex | <0.001 | 6 (10) | DNA replication licensing factor mcm5; DNA replication licensing factor mcm4; zygotic DNA replication licensing factor mcm6 |
| Chromatin binding | <0.001 | 17 (131) | High mobility group nucleosomal binding domain 3; DNA replication licensing factor mcm4; transcriptional activator Myb isoform 2 |
| (c) Brain: differentially expressed genes: 107 | |||
| Aralkylamine N-acetyltransferase activity (GO:0004059:MF) | 0.002 | 1 (1) | Arylalkylamine N-acetyltransferase; |
| Selenium binding (GO:0008430:MF) | 0.003 | 2 (41) | Selenoprotein P, plasma, 1-like precursor; |
| Sulfonylurea receptor activity (GO:0008281:MF) | 0.004 | 1(2) | ATP-binding cassette sub-family C member 9 isoform 1; |
| Actin crosslink formation | 0.009 | 1 (5) | Actinin, alpha 3 |
| Cysteine-type peptidase activity | 0.009 | 3 (241) | Cthepsin K-like; cathepsin L1 precursor; |
| Protein-hormone receptor activity | 0.014 | 1 (8) | Thyrotropin receptor isoform 1 precursor |
The significantly enriched GO terms in each tissue of Leptobrachium boringii are presented above. For each GO term, its ID, the ontology of level 1 (BP, Biological Process; MF, Molecular Function; CC, Cellular Component), count of the number of differentially expressed genes (DEGs) and the number of all annotated genes are presented (All in brackets). The representative genes of each enriched GO term are also provided here
Significantly enriched KEGG pathways among differentially expressed genes in Leptobrachium boringii
| Tissue | DEGs type | Pathway | FDR | DEGs | All genes |
|---|---|---|---|---|---|
| Spine | All | Glycolysis/Gluconeogenesis | 1.65E-02 | 14 | 87 |
| Up-regulated | Ribosome biogenesis in eukaryotes | 7.88E-04 | 10 | 70 | |
| Biosynthesis of secondary metabolites | 3.12E-03 | 22 | 360 | ||
| Proteasome | 1.68E-02 | 6 | 40 | ||
| Sulfur relay system | 3.97E-02 | 3 | 9 | ||
| Pentose phosphate pathway | 4.08E-02 | 5 | 35 | ||
| Aminoacyl-tRNA biosynthesis | 4.40E-02 | 5 | 37 | ||
| Down-regulated | Retinol metabolism | 8.78E-04 | 12 | 91 | |
| ECM-receptor interaction | 4.19E-03 | 11 | 98 | ||
| Tyrosine metabolism | 4.19E-03 | 8 | 53 | ||
| Drug metabolism - cytochrome P450 | 1.20E-02 | 10 | 98 | ||
| Glycolysis / Gluconeogenesis | 1.52E-02 | 9 | 87 | ||
| Nicotinate and nicotinamide metabolism | 1.52E-02 | 6 | 39 | ||
| Vitamin B6 metabolism | 2.30E-02 | 3 | 8 | ||
| Pantothenate and CoA biosynthesis | 2.39E-02 | 4 | 18 | ||
| Testis | All | Cell cycle | 3.29E-11 | 27 | 125 |
| DNA replication | 9.73E-11 | 14 | 30 | ||
| Cell cycle - yeast | 1.38E-10 | 20 | 73 | ||
| Meiosis - yeast | 4.89E-05 | 12 | 56 | ||
| Mismatch repair | 5.80E-05 | 7 | 17 | ||
| Pyrimidine metabolism | 5.76E-04 | 14 | 97 | ||
| Fanconi anemia pathway | 3.52E-03 | 8 | 41 | ||
| Homologous recombination | 5.07E-03 | 6 | 24 | ||
| Purine metabolism | 1.78E-02 | 17 | 187 | ||
| Down-regulated | Cell cycle | 0.00E + 00 | 26 | 125 | |
| DNA replication | 1.67E-13 | 14 | 30 | ||
| Cell cycle - yeast | 3.46E-13 | 19 | 73 | ||
| Meiosis - yeast | 3.19E-07 | 12 | 56 | ||
| Mismatch repair | 2.53E-06 | 7 | 17 | ||
| Pyrimidine metabolism | 1.11E-04 | 12 | 97 | ||
| Fanconi anemia pathway | 1.29E-04 | 8 | 41 | ||
| Homologous recombination | 3.89E-04 | 6 | 24 | ||
| Base excision repair | 1.57E-02 | 5 | 31 | ||
| Nucleotide excision repair | 2.18E-02 | 5 | 34 | ||
| Spliceosome | 2.31E-02 | 10 | 133 | ||
| Oocyte meiosis | 2.31E-02 | 9 | 112 | ||
| Purine metabolism | 2.74E-02 | 12 | 187 | ||
| p53 signaling pathway | 4.31E-02 | 6 | 61 |
The significantly enriched KEGG pathways in each tissue of Leptobrachium boringii are presented above. FDR represent the false discovery rate adjusted P-value. For each enriched KEGG pathway, we counted the number of differentially expressed genes (DEGs) and the number of all annotated genes (All in brackets). Spine represents the upper jaw skin
Fig. 6Quantitative real-time PCR confirmation of differentially expressed genes identified by RNA-seq. Relative expression levels are fold-changes expressed as the ratio of gene expression at the breeding period to post-breeding period normalized with GADPH gene
Top 20 most differentially expressed genes in the upper jaw skin
| Gene_Id | Symbol | FDR | log2FC | Expression | Gene Description |
|---|---|---|---|---|---|
| comp80990_c0 | GAA | 7.69E-21 | −4.1233 | Down | Lysosomal alpha-glucosidase-like |
| comp65666_c0 | GAA | 4.74E-20 | −4.1481 | Down | Lysosomal alpha-glucosidase-like |
| comp41689_c0 | GAA | 4.87E-18 | −4.5083 | Down | Lysosomal alpha-glucosidase-like |
| comp42769_c0 | N/A | 8.91E-16 | −5.0603 | Down | Hypothetical protein LOC100026915 |
| comp78052_c0 | COL28A1 | 4.91E-15 | −3.6949 | Down | Collagen alpha-1(XXVIII) chain |
| comp83419_c0 | SERPINB4 | 1.54E-12 | −3.196 | Down | Serpin peptidase inhibitor, clade B (ovalbumin), member 4 |
| comp95579_c0 | OGN | 2.13E-12 | −3.0357 | Down | Mimecan-like |
| comp82704_c0 | N/A | 7.28E-12 | −4.6938 | Down | UDP-GlcNAc: beta Gal beta-1,3-acetylglucosaminyl transferase 6 isoform 1 |
| comp94451_c0 | N/A | 3.84E-11 | −3.916 | Down | Hypothetical protein LOC100493539 |
| comp93492_c0 | nsCCN | 9.4E-11 | −3.3559 | Down | Newt-specific cysteine-rich growth regulator |
| comp87325_c0 | N/A | 3.55E-31 | 5.7757 | Up | WAP four-disulfide core domain protein 3-like |
| comp70946_c0 | CSTB | 7.89E-23 | 4.2488 | UP | Cystatin B (stefin B) |
| comp28513_c0 | KRT42 | 1.93E-11 | 7.2399 | Up | Keratin, type I cytoskeletal 42-like |
| comp95706_c0 | CEACAM2 | 7.64E-10 | 2.7041 | Up | Carcinoembryonic antigen-related Cell adhesion molecule 2-like, partial |
| comp90443_c0 | HIGD1A | 2.68E-09 | 2.6328 | UP | HIG1 domain family, member 1A |
| comp94262_c0 | CD59 | 3.23E-09 | 2.5861 | Up | CD59 glycoprotein-like |
| comp75816_c0 | TMEM229B | 1.41E-08 | 2.548 | Up | Transmembrane protein 229b-like |
| comp82708_c0 | NPPC | 3.42E-08 | 2.7999 | Up | C-type natriuretic peptide 2 |
| comp84554_c0 | LDHA | 3.87E-08 | 2.6708 | Up | Lactate dehydrogenase A |
| comp20263_c0 | N/A | 5.16E-08 | 5.0778 | Up | Hypothetical protein M91_20043 |
The gene ID, FDR, log2 FC, and gene description of the top 10 down-regulated and 10 up-regulated significantly differentially expressed genes (DEGs) are presented. Expression means gene expression level at the breeding period compared with the expression level at the post-breeding period (up- or down-regulated). We sorted the DEGs first by the smallest FDR and then by the largest absolute value of log2 FC. FDR, false discovery rate adjusted P-value. Log2 FC, log2 transformed fold-change values
Significantly differentially expressed genes involved in the two candidate pathways in Leptobrachium boringii
| Gene name | Gene Id | Tissues | Expression | |log2FC| | Description |
|---|---|---|---|---|---|
| Insulin/insulin-like growth factor-related genes | |||||
| IGFBP2 | comp91565_c0 | Spine | Up | 1.8375 | Insulin-like growth factor-binding protein 2 precursor |
| IGF2-B | comp95271_c0 | Spine | Up | 1.4543 | Insulin-like growth factor II-B precursor |
| nsCCN | comp93492_c0 | Spine | Down | 3.3566 | Newt-specific cysteine-rich growth regulator |
| nsCCN | comp93492_c0 | Brain | Down | 2.3587 | Newt-specific cysteine-rich growth regulator |
| Steroid hormone-related genes | |||||
| HSD17B11 | comp93113_c2 | Spine | Down | 2.5100 | Hydroxysteroid (17-beta) dehydrogenase 11 |
| HSD17B6 | comp93072_c0 | Spine | Down | 2.2184 | Hydroxysteroid (17-beta) dehydrogenase 6 homolog precursor |
| HSD17B2 | comp82544_c0 | Spine | Down | 1.7356 | Estradiol 17-beta-dehydrogenase 2-like |
| ESR1 | comp77282_c0 | Spine | Down | 1.6833 | Estrogen receptor alpha |
| fRLX | comp81782_c0 | Testis | Up | 2.9616 | Relaxin |
| PGR | comp92661_c0 | Testis | Up | 1.8223 | Progesterone receptor |
Expression indicates gene expression level at the breeding period compared with the expression level at the post-breeding period (up- or down-regulated). |log2FC|, the absolute value of log2 transformed fold-change. Spine represents the upper jaw skin