| Literature DB >> 31861562 |
Na Chu1, Jing-Ru Zhou1, Hua-Ying Fu1, Mei-Ting Huang1, Hui-Li Zhang1, San-Ji Gao1.
Abstract
Red stripe disease in sugarcane caused by Acidovorax avenae subsp. avenae (Aaa) is related to serious global losses in yield. However, the underlying molecular mechanisms associated with responses of sugarcane plants to infection by this pathogen remain largely unknown. Here, we used Illumina RNA-sequencing (RNA-seq) to perform large-scale transcriptome sequencing of two sugarcane cultivars to contrast gene expression patterns of plants between Aaa and mock inoculations, and identify key genes and pathways involved in sugarcane defense responses to Aaa infection. At 0-72 hours post-inoculation (hpi) of the red stripe disease-resistant cultivar ROC22, a total of 18,689 genes were differentially expressed between Aaa-inoculated and mock-inoculated samples. Of these, 8498 and 10,196 genes were up- and downregulated, respectively. In MT11-610, which is susceptible to red stripe disease, 15,782 genes were differentially expressed between Aaa-inoculated and mock-inoculated samples and 8807 and 6984 genes were up- and downregulated, respectively. The genes that were differentially expressed following Aaa inoculation were mainly involved in photosynthesis and carbon metabolism, phenylpropanoid biosynthesis, plant hormone signal transduction, and plant-pathogen interaction pathways. Further, qRT-PCR and RNA-seq used for additional validation of 12 differentially expressed genes (DEGs) showed that eight genes in particular were highly expressed in ROC22. These eight genes participated in the biosynthesis of lignin and coumarin, as well as signal transduction by salicylic acid, jasmonic acid, ethylene, and mitogen-activated protein kinase (MAPK), suggesting that they play essential roles in sugarcane resistance to Aaa. Collectively, our results characterized the sugarcane transcriptome during early infection with Aaa, thereby providing insights into the molecular mechanisms responsible for bacterial tolerance.Entities:
Keywords: Acidovorax avenae subsp. avenae; Saccharum spp.; disease resistance; red stripe disease; transcriptome
Year: 2019 PMID: 31861562 PMCID: PMC7022508 DOI: 10.3390/microorganisms8010010
Source DB: PubMed Journal: Microorganisms ISSN: 2076-2607
Summary of sequencing data and de novo sequence assembly of sugarcane transcriptome under Acidovorax avenae subsp. avenae infection.
| Characteristics of Transcripts/Unigenes | Number of Transcripts | Number of Unigenes |
|---|---|---|
| 200–500 bp | 278,011 (48.0%) | 208,883 (41.2%) |
| 500 bp–1 kbp | 157,879 (27.2%) | 155,399 (30.6%) |
| 1–2 kbp | 104,396 (18.0%) | 104,024 (20.5%) |
| >2 kbp | 39,275 (6.8%) | 39,252 (7.7%) |
| Total number transcripts/unigenes | 579,561 (100%) | 507,558 (100%) |
| Minimal length (bp) | 201 | 201 |
| Median length (bp) | 524 | 601 |
| Maximal length (bp) | 15,496 | 15,496 |
| Mean length (bp) | 789 | 860 |
| N50 (bp) a | 1144 | 1200 |
| N90 (bp) b | 344 | 395 |
| Total number of nucleotides | 457,476,577 | 436,705,780 |
a The N50 value is defined as the contig length where half the assembly is represented by contigs of this size or longer. b N90 value is defined as the contig length where 90% of the assembly is represented by contigs of this size or longer.
Figure 1Venn diagram of all differentially expressed genes (DEGs) at 24–72 hpi defined by |log2(fold change)| > 1.5 and p-value < 0.005. All DEGs and up- and downregulated DEGs in (A–C) ROC22 (resistant to red stripe) and (D–F) MT11-610 (susceptible to red stripe) are shown.
Figure 2Gene Ontology (GO) annotation of differentially expressed genes (DEGs) in the Aaa-resistant cultivar ROC22. Up- (A) and downregulated (B) DEGs were annotated in three categories including biological process (BP), cellular component (CC), and molecular function (MF).
The top ten KEGG pathways having the largest number of differentially expressed genes (DEGs) in ROC22 (resistant to red stripe) and MT11-610 (susceptible to red stripe) sugarcane cultivars.
| No. | Pathway ID | Pathway Name | Count (3818) | Percent (%) |
|---|---|---|---|---|
| 1 | ko00940 | Phenylpropanoid biosynthesis | 348 | 9.1 |
| 2 | ko00196 | Photosynthesis-antenna proteins | 168 | 4.4 |
| 3 | ko00500 | Starch and sucrose metabolism | 160 | 4.2 |
| 4 | ko04075 | Plant hormone signal transduction | 153 | 4.0 |
| 5 | ko04626 | Plant-pathogen interaction | 145 | 3.8 |
| 6 | ko00520 | Amino sugar and nucleotide sugar metabolism | 140 | 3.7 |
| 7 | ko03010 | Ribosome | 134 | 3.5 |
| 8 | ko00460 | Cyanoamino acid metabolism | 131 | 3.4 |
| 9 | ko00710 | Carbon fixation in photosynthetic organisms | 124 | 3.2 |
| 10 | ko00250 | Alanine, aspartate and glutamate metabolism | 115 | 3.0 |
Transcriptional expression of 12 randomly selected differentially expressed genes (DEGs) in ROC22 (resistant to red stripe) and MT11-610 (susceptible to red stripe) sugarcane cultivars based on RNA-seq data.
| No. | Gene ID | Gene Annotation b | KEGG Orthology | ROC22 a | MT11610 a | ||||
|---|---|---|---|---|---|---|---|---|---|
| 24 hpi | 48 hpi | 72 hpi | 24 hpi | 48 hpi | 72 hpi | ||||
| 1 | Cluster-13677.166560 | MEKK1P | K13414(Plant-pathogen interaction) | 2.74 | 3.47 | 3.07 | −0.07 | 0.13 | 0.26 |
| 2 | Cluster-13677.90901 | PR1 | K13449(Plant hormone signal transduction) | 5.13 | 5.85 | 6.53 | 2.72 | 2.47 | 2.86 |
| 3 | Cluster-13677.341984 | 4CL | K01904(Phenylpropanoid biosynthesis) | 1.94 | 2.85 | 2.22 | −0.52 | 0.56 | −0.26 |
| 4 | Cluster-13677.264040 | POD | K00430(Phenylpropanoid biosynthesis) | 3.34 | 3.04 | 2.48 | 0.79 | 0.88 | 0.74 |
| 5 | Cluster-13677.166670 | BGL32 | K01188(Phenylpropanoid biosynthesis) | 1.97 | 2.60 | 2.75 | 0.03 | 0.39 | 1.20 |
| 6 | Cluster-13677.452329 | SAUR | K14488(Plant hormone signal transduction) | 4.34 | 4.76 | 5.26 | 1.01 | 7.45 | 3.39 |
| 7 | Cluster-13677.185631 | JAR1 | K14506(Plant hormone signal transduction) | 1.60 | 1.74 | 1.76 | 0.51 | 0.83 | 0.89 |
| 8 | Cluster-13677.108047 | CTR1 | K14510(Plant hormone signal transduction) | 3.70 | 4.90 | 4.44 | −0.41 | 0.85 | −0.34 |
| 9 | Cluster-13677.366599 | TGA | K14431 (Plant hormone signal transduction) | 6.75 | 6.38 | 8.01 | 0.27 | 0.39 | 0.04 |
| 10 | Cluster-13677.230082 | CPK | K13412(Plant-pathogen interaction) | −7.103 | −4.81 | −7.87 | −0.02 | 1.44 | −1.55 |
| 11 | Cluster-13677.11606 | TPS14 | K15086(Monoterpenoid biosynthesis) | 0.12 | −1.21 | −0.32 | 4.63 | 6.92 | 7.09 |
| 12 | Cluster-13677.187106 | PFP | K00895(Pentose phosphate pathway) | −1.64 | −4.01 | −2.44 | 7.47 | 7.61 | 7.89 |
a The transcriptional expression levels of RNA-seq shown as log2(fold change). b MEKK1P, mitogen-activated protein kinase kinase kinase 1, plant; PR1, pathogenesis-related protein 1; 4CL, 4-coumarate-CoA ligase; POD(EC1.11.1.7), peroxidase; BGL32(EC3.2.1.21), beta-glucosidase; SAUR, SAUR family protein; JAR1, jasmonic acid-amino synthetase; CTR1, serine/threonine-protein kinase CTR1; TGA, transcription factor TGA; CPK, calcium-dependent protein kinase; TPS14, (3S)-linalool synthase; PFP(EC2.7.1.90), Pyrophosphate: fructose-6-phosphate 1-phosphotransferase (PFP).
Figure 3Heatmap depicting relative expression profiling of 12 candidate genes based on qRT-PCR (2−ΔΔCT) data. Samples were collected from ROC22 (resistant to red stripe) and MT11-610 (susceptible to red stripe) leaves at 0, 24, 48, and 72 h post-inoculation (hpi) with Acidovorax avenae subsp. avenae (Aaa). All data were normalized to the expression level of glyceraldehyde-3-phosphate dehydrogenase gene (GAPDH). Each column represents the mean ± standard error for three biological replicates. Significant changes in relative expression levels at each time point as compared to CK are marked with an asterisk (* p < 0.05; ** p < 0.01). Red and blue indicate up- and downregulation, respectively.
Figure 4Hierarchical clustering of expression changes, log2(fold change), of differentially expressed genes (DEGs) involved in six main KEGG pathways in ROC22 (resistant to red stripe) and MT11-610 (susceptible to red stripe) at 0, 24, 48, and 72 h post-inoculation (hpi) with Acidovorax avenae subsp. avenae (Aaa). (A) photosynthesis-antenna proteins; (B) carbon fixation in photosynthetic organisms; (C) starch and sucrose metabolism; (D) phenylpropanoid biosynthesis pathway enriched by KEGG analysis; (E) plant hormone signal transduction and (F) plant–pathogen interaction pathways. R24/CK0, R24_Aaa vs. R0_CK;_R48/CK0, R48_Aaa vs. R0_CK; R72/CK0, R72_Aaa vs. R0_CK; S24/CK0, S24_Aaa vs. S0_CK;_S48/CK0, S48_Aaa vs. S0_CK; S72/CK0, S72_Aaa vs. S0_CK. Red and blue indicate up- and downregulation, respectively.