Transcriptome Analysis of Sugarcane Young Leaves and Protoplasts after Enzymatic Digestion
Abstract
:1. Introduction
2. Result
2.1. Detection of Protoplast Activity in Sugarcane
2.2. Quantitative Analysis of Differentially Expressed Genes by RNA-Seq
2.3. Validation of RNA-Seq Data by Quantitative RT-PCR
2.4. Cluster Analysis of Differential Gene Expression Levels
2.5. GO Function Analysis of DEGs
2.6. KEGG Enrichment Analysis of DEGs
2.7. Analysis of Related DEGs in Young Sugarcane Leaves before and after Enzymatic Digestion
2.8. Differential Expression of Regeneration Key Genes in Young Leaves before and after Enzymolysis
3. Discussion
3.1. Enzymatic Hydrolysis Had a Significant Effect on Gene Expression in Sugarcane Protoplast
3.2. The Effect of Enzymatic Hydrolysis on Regeneration Related Genes May Lead to Difficulties in Plant Regeneration from Protoplasts
4. Material and Method
4.1. Plant Material Preparation
4.2. Preparation of RNA-Seq Libraries
4.3. Quality Control of Sequencing Data and Identification of Differentially Expressed Genes
4.4. Functional Annotation for DEGs
4.5. Real-Time Quantitative PCR Analysis of Genes
4.6. Data Statistical Analysis
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
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Sample | Total Number | Total Length | Mean Length | N50 | N70 | N90 | GC (%) |
---|---|---|---|---|---|---|---|
enzymatic digestion 1 | 78,382 | 73,051,813 | 931 | 1560 | 949 | 369 | 49.07 |
enzymatic digestion 2 | 77,229 | 72,426,174 | 937 | 1569 | 960 | 372 | 49.22 |
young leaves 1 | 67,147 | 65,903,089 | 981 | 1611 | 1028 | 397 | 50.23 |
young leaves 2 | 68,813 | 66,219,582 | 962 | 1598 | 1002 | 388 | 50.14 |
Total unigenes | 117,411 | 1.29 × 108 | 1102 | 1800 | 1186 | 474 | 49.35 |
Pathway | Gene Number | Background Gene Number | Rich Factor | Q-Value |
---|---|---|---|---|
Glutathione metabolism | 334 | 540 | 0.618518519 | 6.42 × 10−6 |
Pantothenate and CoA biosynthesis | 130 | 197 | 0.659898477 | 4.60 × 10−4 |
Photosynthesis—antenna proteins | 22 | 24 | 0.916666667 | 9.50 × 10−4 |
Circadian rhythm—plant | 207 | 340 | 0.608823529 | 2.08 × 10−3 |
C5-Branched dibasic acid metabolism | 36 | 46 | 0.782608696 | 2.61 × 10−3 |
Starch and sucrose metabolism | 532 | 945 | 0.562962963 | 3.13 × 10−3 |
Glycosyl phosphatidylinositol (GPI)-anchor biosynthesis | 104 | 161 | 0.645962733 | 3.68 × 10−3 |
Ribosome | 537 | 958 | 0.560542797 | 3.80 × 10−3 |
Glycerolipid metabolism | 282 | 490 | 0.575510204 | 1.26 × 10−2 |
Folate biosynthesis | 111 | 179 | 0.620111732 | 1.54 × 10−2 |
Vitamin B6 metabolism | 41 | 59 | 0.694915254 | 2.82 × 10−2 |
Phenylpropanoid biosynthesis | 459 | 833 | 0.551020408 | 3.84 × 10−2 |
Butanoate metabolism | 75 | 119 | 0.630252101 | 3.85 × 10−2 |
Glycine, serine and threonine metabolism | 168 | 290 | 0.579310345 | 5.70 × 10−2 |
Monoterpenoid biosynthesis | 32 | 46 | 0.695652174 | 5.97 × 10−2 |
Lysine biosynthesis | 68 | 109 | 0.623853211 | 6.59 × 10−2 |
Plant hormone signal transduction | 828 | 1551 | 0.53384913 | 7.14 × 10−2 |
Cysteine and methionine metabolism | 290 | 522 | 0.555555556 | 7.41 × 10−2 |
Alpha-linolenic acid metabolism | 129 | 221 | 0.583710407 | 7.41 × 10−2 |
Indole alkaloid biosynthesis | 112 | 192 | 0.583333333 | 1.09 × 10−1 |
GO Term | Number of Up-Regulated Genes | Number of Down-Regulated Genes |
---|---|---|
Cell cycle | 36 | 80 |
Development | 132 | 426 |
Cell differentiation | 40 | 104 |
Cell wall | 154 | 258 |
Cell proliferation | 10 | 50 |
Oxidative stress | 84 | 105 |
MAPK signaling pathway | 2 | 0 |
Cell death | 17 | 17 |
Growth | 42 | 102 |
Cell killing | 1 | 0 |
Transcription regulator activity | 42 | 71 |
Antioxidant activity | 1 | 5 |
Plant hormone signal transduction | 0 | 3 |
Protein kinase activity | 465 | 337 |
Signal transduction | 215 | 308 |
response to external stimulus | 72 | 108 |
Morphogenesis | 21 | 49 |
Post-embryonic development | 2 | 7 |
Defense response | 177 | 169 |
Response to stress | 60 | 36 |
Cell death in response to oxidative stress | 0 | 2 |
Regulation of response to reactive oxygen species | 8 | 20 |
Osmotic regulation | 9 | 9 |
Gene ID | Primer 5′—3′ | |
---|---|---|
Unigene17671_All | F | CCGAGACCAAAGACATCTTGC |
R | GGGATCAGCTTCGTCATCAC | |
CL11183.Contig2_All | F | GGGCTACTCGAAGCTGATTG |
R | CGAATCGGACTCTAGGGTTGA | |
CL4403.Contig2_All | F | CCTACGCCGATTTCTACCAG |
R | GCTTGCCAAAGACTTGCCTC | |
CL12119.Contig2_All | F | GCACTACCAGCATGGGTTTAG |
R | GCTCCCGTGGCATACTACAA | |
CL5995.Contig1_All | F | GGCACAGGGCTAGTTTTAGAC |
R | CCACCAGAGTACATTCCACG | |
CL15852.Contig2_All | F | CAAGAAGGCTGGCAGGTGGAAG |
R | CACGAGCAAGTCCTCTGACAGTTC | |
CL1500.Contig7_All | F | AAGGATGTGAATGCCGCTGTGG |
R | CGCTGGTGGAGTTGGAGATCATG | |
CL7155.Contig2_All | F | AGGCGGAATGATAGGTCGAGGTC |
R | CGTCGTAGCGGTCGGAGGAG | |
CL5141.Contig1_All | F | CCAGTTCTGCCTCAACCACTTCTC |
R | GTGCCTGCCGTCTGCTTCTC | |
CL3148.Contig3_All | F | CCAGTCGCCATCACCATCATCATC |
R | CTCCTCCTCGCCGCTGTCAG | |
GADPH | F | AAGGGTGGTGCCAAGAAGG |
R | CAAGGGGAGCAAGGCAGTT |
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Zhang, D.; Wang, R.; Han, S.; Li, Z.; Xiao, J.; Li, Y.; Wang, L.; Li, S. Transcriptome Analysis of Sugarcane Young Leaves and Protoplasts after Enzymatic Digestion. Life 2022, 12, 1210. https://doi.org/10.3390/life12081210
Zhang D, Wang R, Han S, Li Z, Xiao J, Li Y, Wang L, Li S. Transcriptome Analysis of Sugarcane Young Leaves and Protoplasts after Enzymatic Digestion. Life. 2022; 12(8):1210. https://doi.org/10.3390/life12081210
Chicago/Turabian StyleZhang, Demei, Rui Wang, Shijian Han, Zhigang Li, Jiming Xiao, Yangrui Li, Lingqiang Wang, and Suli Li. 2022. "Transcriptome Analysis of Sugarcane Young Leaves and Protoplasts after Enzymatic Digestion" Life 12, no. 8: 1210. https://doi.org/10.3390/life12081210