| Literature DB >> 33171780 |
Huanhuan Jiang1,2,3,4,5, Xiaoyun Jin1,2,3,4,5, Xiaofeng Shi1,2,3,4,5, Yufei Xue1,2,3,4,5, Jiayi Jiang1,2,3,4,5, Chenglong Yuan1,2,3,4,5, Youjie Du1,2,3,4,5, Xiaodan Liu1,2,3,4,5, Ruifang Xie1,2,3,4,5, Xuemei Liu1,2,3,4,5, Lejing Li1,2,3,4,5, Lijuan Wei1,2,3,4,5, Chunxing Zhang1,2,3,4,5, Liangjing Tong1,2,3,4,5, Yourong Chai1,2,3,4,5.
Abstract
Sclerotinia sclerotiorum (Ss) is a devastating fungal pathogen that causes Sclerotinia stem rot in rapeseed (Brassica napus), and is also detrimental to mulberry and many other crops. A wild mulberry germplasm, Morus laevigata, showed high resistance to Ss, but the molecular basis for the resistance is largely unknown. Here, the transcriptome response characteristics of M. laevigata to Ss infection were revealed by RNA-seq. A total of 833 differentially expressed genes (DEGs) were detected after the Ss inoculation in the leaf of M. laevigata. After the GO terms and KEGG pathways enrichment analyses, 42 resistance-related genes were selected as core candidates from the upregulated DEGs. Their expression patterns were detected in the roots, stems, leaves, flowers, and fruits of M. laevigata. Most of them (30/42) were specifically or mainly expressed in flowers, which was consistent with the fact that Ss mainly infects plants through floral organs, and indicated that Ss-resistance genes could be induced by pathogen inoculation on ectopic organs. After the Ss inoculation, these candidate genes were also induced in the two susceptible varieties of mulberry, but the responses of most of them were much slower with lower extents. Based on the expression patterns and functional annotation of the 42 candidate genes, we cloned the full-length gDNA and cDNA sequences of the Ss-inducible chitinase gene set (MlChi family). Phylogenetic tree construction, protein interaction network prediction, and gene expression analysis revealed their special roles in response to Ss infection. In prokaryotic expression, their protein products were all in the form of an inclusion body. Our results will help in the understanding of the molecular basis of Ss-resistance in M. laevigata, and the isolated MlChi genes are candidates for the improvement in plant Ss-resistance via biotechnology.Entities:
Keywords: Morus laevigata; RNA-seq; Sclerotinia sclerotiorum; Sclerotinia stem rot; chitinase; mulberry
Year: 2020 PMID: 33171780 PMCID: PMC7664649 DOI: 10.3390/ijms21218358
Source DB: PubMed Journal: Int J Mol Sci ISSN: 1422-0067 Impact factor: 5.923
Figure 1De novo transcriptome assembly of M. laevigata. (A) The length distribution of the M. laevigata transcripts and unigenes; (B) species distribution of the unigene BLAST results against the Nr database with the cutoff E-value of 10−5.
The statistical analysis of the annotated unigenes.
| Databases | Annotated Unigenes | Percentage (%) |
|---|---|---|
| Nr | 27,991 | 45.15 |
| Nt | 14,341 | 23.13 |
| KEGG | 7258 | 11.71 |
| Swiss-Prot | 18,506 | 29.85 |
| Pfam | 18,463 | 29.78 |
| GO | 19,030 | 30.70 |
| KOG | 9779 | 15.77 |
| Annotated in all Databases | 3804 | 6.13 |
| Annotated in at least one Database | 30,334 | 48.93 |
| Total Unigenes | 61,985 | 100.00 |
Figure 2Screening of differentially expressed genes (DEGs). (A) Venn chart of co-expressed genes between the samples. (B) Numbers of up- and down-regulated DEGs in the infected leaves of M. laevigata.
Figure 3The top 20 statistics of KEGG pathway enrichment for the DEGs. The Rich factor is the ratio of DEGs in this pathway term to all the number of genes annotated in this pathway term.
The 42 candidate genes that were screened from the differentially expressed genes.
| Seq_ID | log2 (FC) | Gene Annotation | BP Description |
|---|---|---|---|
| c49683_g1 | 7.25 | Protein SRG1 [ | oxidation |
| c30732_g1 | 5.04 | Myb-related protein 305 [ | reduction |
| c40595_g2 | 3.34 | Cytochrome P450 82A3 [ | process |
| c46262_g2 | 3.33 | NAC domain-containing protein 8 [ | |
| c38775_g1 | 3.18 | Hyoscyamine 6-dioxygenase [ | |
| c40192_g1 | 3.09 | putative inactive poly [ADP-ribose] polymerase SRO5 [ | |
| c35789_g1 | 2.15 | putative linoleate 9S-lipoxygenase 5 [ | |
| c38165_g1 | 2.04 | Extracellular ribonuclease LE [ | |
| c36175_g1 | 2.01 | Myb-related protein 305 [ | |
| c47127_g2 | 3.98 | Calcium-dependent protein kinase 3 [ | protein |
| c23623_g1 | 3.94 | type II proteinase inhibitor [Potato] | phosphorylation |
| c40703_g1 | 3.65 | indole-3-acetic acid amido synthetase [ | and proteolysis |
| c31769_g1 | 3.54 | Salutaridinol 7-O-acetyltransferase [ | |
| c43119_g1 | 3.17 | Protein BONZAI 3 [ | |
| c40199_g1 | 2.87 | Protein kinase byr2 [ | |
| c42162_g2 | 2.12 | xyloglucanase inhibitor 3 [ | |
| c48054_g1 | 1.78 | G-type lectin S-receptor-like serine/threonine-protein kinase RKS1 [ | |
| c47511_g1 | 1.69 | L-type lectin-domain containing receptor kinase VII.1 [ | |
| c31798_g1 | 1.69 | Cysteine proteinase inhibitor 5 [ | |
| c31985_g1 | 1.64 | Proteinase inhibitor [ | |
| c36313_g1 | 3.87 | Transcription factor MYB86 [ | transcription |
| c37744_g1 | 2.87 | Ethylene-responsive transcription factor [ | factor |
| c42874_g1 | 2.85 | Ethylene-responsive transcription factor [ | |
| c39290_g1 | 2.12 | Pathogenesis-related protein transcriptional activator PTI5 [ | |
| c43863_g1 | 2.09 | Transcription factor TGA1 [ | |
| c45307_g1 | 1.83 | putative WRKY transcription factor 33 [ | |
| c30412_g1 | 1.76 | Transcription factor MYB44 [ | |
| c44653_g2 | 1.58 | putative WRKY transcription factor 33 [ | |
| c38466_g2 | 6.02 | Zeatin O-glucosyltransferase [ | metabolic |
| c47334_g1 | 5.39 | putative cysteine desulfurase [ | process |
| c35494_g1 | 5.38 | Flavonol reductase [ | |
| c41475_g1 | 5.34 | Galactose oxidase [ | |
| c47088_g3 | 5.26 | Carbonic anhydrase 2 [ | |
| c41666_g1 | 1.75 | Glucan endo-1,3-beta-glucosidase, basic vacuolar isoform [ | |
| c43476_g1 | 1.62 | GDSL esterase/lipase 1 [ | |
|
| 3.47 | Endochitinase [ | chitin metabolic process |
|
| 2.09 | Pathogenesis-related protein P2 [ | |
|
| 2.05 | class V chitinase [ | |
|
| 2 | Endochitinase 1 [ | |
|
| 1.26 | Endochitinase [ | |
|
| 1.24 | class I chitinase, putative [ | |
|
| 1.23 | class I pathogenesis-related protein 4 [ |
Figure 4Correlation analysis of the gene expression fold change (FC) calculated from the quantitative real-time (qRT)-PCR and RNA-seq data. Pearson’s correlation (two tailed) was used for estimating p-values and r (n = 38) in SPSS 20.0.
Figure 5The expression patterns of the 42 candidate genes in different tissues of M. laevigata. The gene expression patterns were examined by qRT-PCR, and were visualized using the TBtools toolkit. The values in the heat map represent the relative expression levels of the genes. The expression patterns represented by the bar charts are shown in Figure S1.
Figure 6The expression patterns of the 42 candidate genes in different varieties of mulberry. (A) The expression patterns of the 42 candidate genes in the mixed samples at different stages after infection in different varieties. (B) The expression patterns of the 42 candidate genes at different stages after infection in different varieties. The gene expression analysis was examined by qRT-PCR, and all of the qRT-PCR values were expressed relative to the expression level of Ml_0h. The expression patterns represented by the bar charts are shown in Figures S2 and S3.
Characteristics of the fifteen MlChi genes isolated from M. laevigata in this study.
| Gene name | Seq_ID | gDNA | cDNA | ORF | AA | SP | MW (kDa) |
| GRAVY | Domain | Subcellular localization |
|---|---|---|---|---|---|---|---|---|---|---|---|
| (bp) | (bp) | (bp) | |||||||||
|
| c46612 | 1997 | 1265 | 972 | 323 | Y | 34.95 | 6.84 | −0.37 | Chitin_bind_1 and Glyco_hydro_19 | vacuole |
|
| c34352 | 2167 | 1176 | 840 | 279 | Y | 30.39 | 4.63 | −0.32 | Chitin_bind_1 and Glyco_hydro_19 | vacuole |
|
| c36015 | N | 1052 | 750 | 249 | Y | 27.36 | 5.57 | −0.36 | Glyco_hydro_19 | vacuole |
|
| c36015 | 1548 | 1039 | 750 | 249 | Y | 27.73 | 5.10 | −0.39 | Glyco_hydro_19 | vacuole |
|
| c42529 | 1664 | 1052 | 633 | 210 | Y | 22.34 | 6.76 | −0.31 | Chitin_bind_1 and Barwin | vacuole |
|
| c42529 | 1666 | 1054 | 636 | 211 | Y | 22.41 | 6.76 | −0.29 | Chitin_bind_1 and Barwin | vacuole |
|
| c42297 | 1629 | 753 | 435 | 144 | Y | 15.78 | 6.79 | −0.20 | Barwin | cell wall |
|
| c42297 | 1284 | 753 | 435 | 144 | Y | 15.75 | 6.04 | −0.21 | Barwin | cell wall |
|
| c46798 | 3600 | 1307 | 1140 | 379 | Y | 42.15 | 4.96 | −0.22 | Glyco_hydro_18 | cell wall |
|
| c46798 | 3603 | 1307 | 1140 | 379 | Y | 41.98 | 4.88 | −0.21 | Glyco_hydro_18 | cell wall |
|
| c46798 | N | 1308 | 1173 | 390 | Y | 43.51 | 5.89 | −0.23 | Glyco_hydro_18 | cell wall |
|
| c46798 | N | 1308 | 1173 | 390 | Y | 43.57 | 6.14 | −0.27 | Glyco_hydro_18 | cell wall |
|
| c36895 | 1847 | 1329 | 822 | 273 | Y | 29.48 | 4.66 | −0.42 | Chitin_bind_1 and Glyco_hydro_19 | vacuole |
|
| c36895 | 1849 | 1332 | 822 | 273 | Y | 29.48 | 4.62 | −-0.42 | Chitin_bind_1 and Glyco_hydro_19 | vacuole |
|
| c36895 | 1848 | 1331 | 822 | 273 | Y | 29.39 | 4.61 | −0.38 | Chitin_bind_1 and Glyco_hydro_19 | vacuole |
AA: Amino acid. SP: Signal peptide. MW: Molecular weight. pI: Isoelectric point. GRAVY: Grand average of hydropathicity.
Figure 7Phylogenetic relationship of the chitinases in different plants. The unrooted phylogenetic tree was constructed in MEGA6.0 using the NJ method with 1000 bootstrap replicates, and was visualized using the iTOL (https://itol.embl.de/) online tool.