| Literature DB >> 30322193 |
Duan Tan1, Hai Hu2, Xiaoling Tong3, Minjin Han4, Songyuan Wu5, Xin Ding6, Fangyin Dai7, Cheng Lu8.
Abstract
In insects, the integument provides mechanical support for the whole body and protects them from infections, physical and chemical injuries, and dehydration. Diversity in integument properties is often related to body shape, behavior, and survival rate. The stick (sk) silkworm is a spontaneous mutant with a stick-like larval body that is firm to the touch and, thus, less flexible. Analysis of the mechanical properties of the cuticles at day 3 of the fifth instar (L5D3) of sk larvae revealed higher storage modulus and lower loss tangent. Transcriptome sequencing identified a total of 19,969 transcripts that were expressed between wild-type Dazao and the sk mutant at L5D2, of which 11,596 transcripts were novel and detected in the integument. Differential expression analyses identified 710 upregulated genes and 1009 downregulated genes in the sk mutant. Gene Ontology (GO) enrichment analysis indicated that four chitin-binding peritrophin A domain genes and a chitinase gene were upregulated, whereas another four chitin-binding peritrophin A domain genes, a trehalase, and nine antimicrobial peptides were downregulated. Kyoto Encyclopedia of Genes and Genomes (KEGG) analysis indicated that two functional pathways, namely, fructose and mannose metabolism and tyrosine metabolism, were significantly enriched with differentially-expressed transcripts. This study provides a foundation for understanding the molecular mechanisms underlying the development of the stiff exoskeleton in the sk mutant.Entities:
Keywords: Bombyx mori; integument; stick mutant; stiff exoskeleton; transcriptome
Mesh:
Substances:
Year: 2018 PMID: 30322193 PMCID: PMC6214029 DOI: 10.3390/ijms19103158
Source DB: PubMed Journal: Int J Mol Sci ISSN: 1422-0067 Impact factor: 5.923
Figure 1Phenotypes of the stick mutant (sk/sk) and wild-type strain (Dazao) at L5D3. The sk mutant larvae exhibited a stick-like slender, firm larval body, which was particularly observed in L5D3 larvae. Scale bar: 1 cm.
Figure 2Mechanical properties of day 3 of the fifth instar larval cuticles between Dazao and sk mutant. (A) Storage modulus (E′) of L5D3 larval cuticles of wild-type Dazao and sk mutant under frequency scanning (n = 3). (B) tanδ (E′′/E′) of L5D3 larval cuticles of wild-type Dazao and sk mutant under frequency scanning (n = 3).
Figure 3Principal component analysis (PCA) for all RNA-Seq sample. Dazao are represented by the red dots, the sk mutants are indicated by the blue dots.
Figure 4Expression levels between sk and wild-type Dazao. (A) The number of DEGs and non-regulated genes between sk compared to the wild-type Dazao. (B) Volcano plot of log2 fold-change against negative log10 of FDR value (sk mutant versus wild-type Dazao). Red represents upregulated genes, green represents downregulated genes, and blue represents unaltered genes in the sk mutant compared to the wild-type Dazao under the criteria of FDR ≤ 0.05.
Figure 5The Pearson correlation analysis of RNA sequencing data and qRT-PCR results for the 20 selected DEGs and 1 non-DEG between sk and Dazao. Each red point denotes a value of fold change of expression level in the sk mutant compared to the wild-type Dazao. The fold-change values were transformed by log10.
Figure 6Gene ontology (GO) analyses of DEGs. The x-axis represents the number and percent of unigenes mapped to the indicated GO term. The y-axis is gene functional classification of GO.
GO functional enrichment analysis of DEGs between Dazao and sk.
| GO ID | Gene Ontology Term | GeneRatio | BgRatio | FDR | |
|---|---|---|---|---|---|
|
| |||||
| GO:0004553 | Hydrolase activity, hydrolyzing | 13/323 | 82/5764 | 0.56 × 10−3 | 0.04 |
| GO:0008146 | Sulfotransferase activity | 6/323 | 20/5764 | 0.59 × 10−3 | 0.04 |
| GO:0016782 | Transferase activity, transferring sulfur-containing groups | 6/323 | 21/5764 | 0.78 × 10−3 | 0.04 |
| GO:0016798 | Hydrolase activity, acting on glycosyl bonds | 13/323 | 85/5764 | 0.80 × 10−3 | 0.04 |
| GO:0022857 | Transmembrane transporter activity | 35/323 | 385/5764 | 0.27 × 10−2 | 0.11 |
| GO:0016705 | Oxidoreductase activity, acting on paired donors, with incorporation or reduction of molecular oxygen | 13/323 | 99/5764 | 0.33 × 10−2 | 0.11 |
| GO:0008061 | Chitin binding | 8/323 | 46/5764 | 0.36 × 10−2 | 0.11 |
| GO:0005215 | Transporter activity | 38/323 | 438/5764 | 0.40 × 10−2 | 0.11 |
| GO:0005506 | Iron ion binding | 12/323 | 101/5764 | 0.01 | 0.20 |
| GO:0004559 | α-mannosidase activity | 4/323 | 17/5764 | 0.01 | 0.20 |
|
| |||||
| GO:0005576 | Extracellular region | 20/118 | 144/1987 | 0.19 × 10−3 | 0.01 |
| GO:0033178 | Proton-transporting two-sector ATPase complex, catalytic domain | 2/118 | 11/1987 | 0.14 | 1.00 |
| GO:0030133 | Transport vesicle | 1/118 | 10/1987 | 0.46 | 1.00 |
| GO:0030684 | Preribosome | 1/118 | 10/1987 | 0.46 | 1.00 |
| GO:0030054 | Cell junction | 1/118 | 11/1987 | 0.49 | 1.00 |
| GO:0098796 | Membrane protein complex | 5/118 | 78/1987 | 0.50 | 1.00 |
| GO:0016469 | Proton-transporting two-sector ATPase complex | 2/118 | 28/1987 | 0.50 | 1.00 |
| GO:0031012 | Extracellular matrix | 1/118 | 12/1987 | 0.52 | 1.00 |
| GO:0098797 | Plasma membrane protein complex | 1/118 | 12/1987 | 0.52 | 1.00 |
| GO:0005694 | Chromosome | 2/118 | 29/1987 | 0.52 | 1.00 |
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| |||||
| GO:0009605 | Response to external stimulus | 9/231 | 10/3710 | 1.15 × 10−10 | 5.38 × 10−9 |
| GO:0009607 | Response to biotic stimulus | 9/231 | 10/3710 | 1.15 × 10−10 | 5.38 × 10−9 |
| GO:0009617 | Response to bacterium | 9/231 | 10/3710 | 1.15 × 10−10 | 5.38 × 10−9 |
| GO:0042742 | Defense response to bacterium | 9/231 | 10/3710 | 1.15 × 10−10 | 5.38 × 10−9 |
| GO:0043207 | Response to external biotic stimulus | 9/231 | 10/3710 | 1.15 × 10−10 | 5.38 × 10−9 |
| GO:0051707 | Response to other organism | 9/231 | 10/3710 | 1.15 × 10−10 | 5.38 × 10−9 |
| GO:0098542 | Defense response to other organism | 9/231 | 10/3710 | 1.15 × 10−10 | 5.38 × 10−9 |
| GO:0006952 | Defense response | 9/231 | 12/3710 | 2.26 × 10−9 | 9.26 × 10−8 |
| GO:0051704 | Multi-organism process | 9/231 | 14/3710 | 1.84 × 10−8 | 6.71 × 10−7 |
| GO:0002376 | Immune system process | 8/231 | 16/3710 | 1.67 × 10−6 | 4.98 × 10−5 |
| GO:0006955 | Immune response | 8/231 | 16/3710 | 1.67 × 10−6 | 4.98 × 10−5 |
| GO:0015074 | DNA integration | 10/231 | 47/3710 | 0.48 × 10−3 | 0.01 |
| GO:0006030 | Chitin metabolic process | 9/231 | 47/3710 | 0.20 × 10−2 | 0.04 |
| GO:0006040 | Amino sugar metabolic process | 9/231 | 47/3710 | 0.20 × 10−2 | 0.04 |
| GO:1901071 | Glucosamine-containing compound metabolic process | 9/231 | 47/3710 | 0.20 × 10−2 | 0.04 |
GeneRatio. The denominator represents the total number of DEGs with GO annotation, and the numerator represents the number of DEGs mapped to each GO term. BgRatio: The denominator represents the total number of reference genes with GO annotation, and the numerator represents the number of reference genes annotated in each GO term. FDR: p-value in hypergeometric test after correction.
Figure 7Scatterplot of enriched KEGG analyses for DEGs. The rich factor indicates the ratio of DEG numbers annotated in this pathway group to total gene numbers annotated in this pathway group. The larger the rich factor, the larger degree of pathway enrichment. The FDR ≤ 0.05 means significant pathway enrichment.
DEGs involved in chitin metabolic and chitin binding, defense and immune, hydrolase, transferase between wild-type and sk mutant.
| Name | Gene ID | Dazao1 FPKM | Dazao2 FPKM | Dazao3 FPKM | log2 FoldChange | FDR | |||
|---|---|---|---|---|---|---|---|---|---|
|
| |||||||||
| Chitin binding peritrophin A domain |
| 21.23 | 53.76 | 14.25 | 7.81 | 0 | 4.59 | −2.81 | 0.02 |
| Chitin binding peritrophin A domain |
| 2197.11 | 810.02 | 2889.63 | 109.39 | 172.40 | 303.74 | −3.33 | 3.38 × 10−9 |
| Chitin binding peritrophin A domain |
| 36.52 | 75.27 | 58.77 | 17.58 | 19.42 | 8.02 | −1.92 | 0.40 × 10−2 |
| Chitin binding peritrophin A domain |
| 709.16 | 957.87 | 943.91 | 409.22 | 526.90 | 559.34 | −0.80 | 0.02 |
| Chitin binding peritrophin A domain |
| 0 | 0.90 | 4.45 | 16.60 | 20.64 | 12.61 | 3.23 | 0.02 |
| Chitin binding peritrophin A domain |
| 427.20 | 414.87 | 353.52 | 774.50 | 807.35 | 798.89 | 1.00 | 3.32 × 10−5 |
| Chitin binding peritrophin A domain |
| 907.04 | 1027.76 | 1040.09 | 1899.62 | 3166.25 | 1856.81 | 1.22 | 0.51 × 10−3 |
| BmCPAP1-D |
| 27.18 | 52.87 | 26.71 | 362.34 | 350.86 | 679.69 | 3.71 | 1.53 × 10−16 |
| Chitinase |
| 35.67 | 29.57 | 35.62 | 21.49 | 173.61 | 209.75 | 2.00 | 0.03 |
|
| |||||||||
| Glycosyl hydrolase family 1 |
| 13.59 | 10.75 | 16.92 | 3.91 | 1.21 | 1.15 | −2.67 | 0.04 |
| Glycosyl hydrolase family 1 |
| 107.01 | 114.69 | 73.02 | 48.83 | 32.78 | 33.24 | −1.35 | 0.48 × 10−2 |
| Glycosyl hydrolase family 1 |
| 124.00 | 19.71 | 1.78 | 0 | 0 | 0 | −7.90 | 0.02 |
| Glycosyl hydrolase family 31 |
| 86.63 | 116.49 | 103.30 | 51.76 | 40.06 | 46.99 | −1.14 | 0.70 × 10−2 |
| Glycosyl hydrolases family 38 C-terminal domain |
| 189.39 | 150.54 | 199.47 | 55.67 | 74.06 | 30.95 | −1.75 | 9.54 × 10−5 |
| Glycosyl hydrolases family 38 N-terminal domain |
| 9.34 | 5.38 | 8.01 | 0 | 0 | 0 | −5.22 | 0.02 |
| α-1,2-mannosidase |
| 879.01 | 478.49 | 1114.00 | 144.55 | 122.62 | 338.12 | −2.03 | 0.29 × 10−3 |
| Mannosyl-oligosaccharide α-1,2-mannosidase IA |
| 62.85 | 52.87 | 96.17 | 21.49 | 7.28 | 25.22 | −1.96 | 0.29 × 10−2 |
| Trehalase 1B |
| 84.93 | 63.62 | 60.55 | 24.42 | 30.35 | 25.22 | −1.39 | 0.42 × 10−2 |
| β-glucosidase |
| 0 | 0 | 0 | 4.88 | 9.71 | 6.88 | 5.46 | 0.01 |
| Destabilase |
| 16.14 | 16.13 | 20.48 | 82.04 | 110.48 | 61.89 | 2.27 | 1.97 × 10−6 |
| α galactosidase A |
| 255.64 | 443.54 | 332.15 | 1616.39 | 1016.16 | 1565.68 | 2.03 | 8.92 × 10−9 |
|
| |||||||||
| Sulfotransferase family |
| 327.83 | 408.60 | 273.38 | 614.32 | 675.01 | 706.05 | 0.98 | 0.14 × 10−2 |
| Sulfotransferase family |
| 545.24 | 826.15 | 708.83 | 197.29 | 154.18 | 205.17 | −1.90 | 3.15 × 10−10 |
| Sulfotransferase domain |
| 81.53 | 98.56 | 138.03 | 40.04 | 48.56 | 43.55 | −1.27 | 0.59 × 10−2 |
| Sulfotransferase domain |
| 177.50 | 225.80 | 206.59 | 0.98 | 2.43 | 0 | −7.52 | 4.53 × 10−15 |
| Heparan-sulfate 6- |
| 32.27 | 17.92 | 36.51 | 5.86 | 6.07 | 12.61 | −1.83 | 0.04 |
| Amine sulfotransferase |
| 2.55 | 2.69 | 2.67 | 13.67 | 34.00 | 8.02 | 2.81 | 0.02 |
|
| |||||||||
| Cecropin A |
| 454.37 | 282.25 | 518.26 | 12.70 | 26.71 | 30.95 | −4.17 | 3.68 × 10−21 |
| Cecropin A |
| 241.20 | 233.87 | 281.39 | 3.91 | 23.07 | 0 | −4.82 | 0.34 × 10−2 |
| Cecropin B |
| 163.06 | 60.93 | 153.16 | 0 | 0 | 0 | −9.27 | 4.63 × 10−11 |
| Cecropin B |
| 172.41 | 38.53 | 126.45 | 2.93 | 10.93 | 24.07 | −3.16 | 0.28 × 10−3 |
| Cecropin CBM2 |
| 44.16 | 8.06 | 35.62 | 0 | 0 | 0 | −7.17 | 1.98 × 10−5 |
| Cecropin-D |
| 287.06 | 339.60 | 274.27 | 45.90 | 98.34 | 191.41 | −1.43 | 0.03 |
| Enbocin2 |
| 82.38 | 37.63 | 75.69 | 2.93 | 8.50 | 12.61 | −3.05 | 1.74 × 10−5 |
| Enbocin3 |
| 9.34 | 14.34 | 8.90 | 0 | 0 | 2.29 | −3.87 | 0.04 |
| Moricin-1 |
| 95.97 | 87.81 | 58.77 | 29.30 | 18.21 | 24.07 | −1.75 | 0.45 × 10−3 |