Genome-Wide Transcriptome Profiling, Characterization, and Functional Identification of NAC Transcription Factors in Sorghum under Salt Stress
Abstract
:1. Introduction
2. Materials and Methods
2.1. Plant Materials, Growth Conditions, and Treatments
2.2. Seedling Growth Analysis
2.3. Physio-Biochemical Responses and Ion Profiling
2.4. Biochemical Studies
2.4.1. Ascorbate-Glutathione Pool
2.4.2. Protein Concentration
2.4.3. Antioxidant Molecules
2.4.4. Compatible Osmolytes
2.4.5. Oxidative Stress Markers
2.5. RNA Library Construction and Illumina Sequencing
2.6. Analysis of Sequencing Data and DEG Estimation
2.7. Differential Expression Analysis
2.8. KEGG Pathway Analysis and GO Annotation of DEGs
2.9. Analysis of Networks between DEGs
2.10. Phylogenetic Analysis, Protein Characteristics, and Gene Structure
2.11. Validation of DEGs Using Quantitative Real-Time PCR (qPCR)
3. Results
3.1. Phenotypic and Morphological Variability in Sorghum under Salt Stress
3.2. Trends in Physiological Characteristics
3.3. Ion Dynamics under Salt Stress
3.4. Antioxidative Enzymes
3.5. Non-Enzymatic Oxidants
3.6. Compatible Solutes
3.7. Oxidative Stress Markers
3.8. Transcriptome Assembly and Statistics
3.9. Differential Gene Expression Analysis
3.10. Comparative Co-Expression Analysis of DEGs
3.11. Functional Classification of DEGs, GO Analysis, and Similarity Search
3.12. DEGs Network Analysis
3.13. Phylogenetic Tree, Structure and Motif Analysis of SbNAC1 TFs
3.14. DEGs Playing Role under Salinity
3.14.1. Differentially Expressed Genes Encoding TFs
3.14.2. Ion Transporters
3.14.3. Photosynthesis
3.14.4. Oxidative Stress
3.14.5. Compatible Solutes
3.15. Validation of the Differential Gene Expression Analysis
4. Discussion
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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Soil Texture | EC (%) | pH | OC (%) | N (mg/kg Soil) | P (mg/kg Soil) | K (mg/kg Soil) |
---|---|---|---|---|---|---|
Sandy-loam | 0.09 | 7.50 | 0.18 | 86.33 | 3.67 | 165.0 |
Gene Symbol | Accession Number | Forward Primer (5′-3′) | Reverse Primer (5′-3′) |
---|---|---|---|
SbGPX | XM_002454470.2 | CAAGGACCAGGGTTTTGAGA | GAGTGCAAGCAAACTGGACA |
SbLEA3 | GQ494000.1 | CCGTTTGCTTGTTCAGGAGT | CAGCAACGGCGAATTAAACT |
SbP5CS1 | GQ377719.2 | GTCACCAGATGAACGCAAAA | CCTCAACATCGGCTTCATTT |
SbBADH1 | U12195.1 | AGCAGAAGCCTTGGACAAAA | AGCCCAACTACCCCCAATAG |
SbCIPK24 | XM_002438609.2 | TCTCCAGGAGCCAAGTCATT | CAAACCATGGGTCTGCTCTT |
SbSNAC1 | KC253232.1 | GACATGACCACCTCGCACT | GTTGTCCACGATCTCCGACT |
SbNCED3 | EER93751-1 | CGAGAACTTCGTGGTCGTG | CGACGTCTTCTCCTTGTCCA |
SbH+-PPase | GQ469975.1 | GCTACGGCGACTACCTCATC | CCTTCGGAGATAGCGTTCTG |
SbPP2A | XM_002448914.2 | AAAAGGCTGCAGAAACGAAG | GCTTCAATTGGGGCAGATAA |
Sample | Control | 6 dSm−1 | 8 dSm−1 | 10 dSm−1 | 12 dSm−1 |
---|---|---|---|---|---|
Raw reads | 45,567,498 | 41,357,149 | 41,021,478 | 40,148,349 | 40,011,123 |
Processed clean reads | 42,456,356 | 40,156,147 | 38,214,132 | 37,145,784 | 37,014,147 |
Alignment to clustered transcripts (%) | 92.11 | 90.46 | 86.23 | 84.64 | 81.97 |
High quality reads (%) | 90.37 | 85.95 | 83.95 | 83.56 | 80.74 |
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Punia, H.; Tokas, J.; Malik, A.; Sangwan, S.; Rani, A.; Yashveer, S.; Alansi, S.; Hashim, M.J.; El-Sheikh, M.A. Genome-Wide Transcriptome Profiling, Characterization, and Functional Identification of NAC Transcription Factors in Sorghum under Salt Stress. Antioxidants 2021, 10, 1605. https://doi.org/10.3390/antiox10101605
Punia H, Tokas J, Malik A, Sangwan S, Rani A, Yashveer S, Alansi S, Hashim MJ, El-Sheikh MA. Genome-Wide Transcriptome Profiling, Characterization, and Functional Identification of NAC Transcription Factors in Sorghum under Salt Stress. Antioxidants. 2021; 10(10):1605. https://doi.org/10.3390/antiox10101605
Chicago/Turabian StylePunia, Himani, Jayanti Tokas, Anurag Malik, Sonali Sangwan, Anju Rani, Shikha Yashveer, Saleh Alansi, Maha J. Hashim, and Mohamed A. El-Sheikh. 2021. "Genome-Wide Transcriptome Profiling, Characterization, and Functional Identification of NAC Transcription Factors in Sorghum under Salt Stress" Antioxidants 10, no. 10: 1605. https://doi.org/10.3390/antiox10101605