| Literature DB >> 35269989 |
Qiankun Liu1,2,3, Pengtao Li2, Shuang Cheng2,4, Zilin Zhao2, Yuling Liu2, Yangyang Wei2, Quanwei Lu2, Jiangping Han1,3, Xiaoyan Cai3, Zhongli Zhou3, Muhammad Jawad Umer3, Renhai Peng2,3, Baohong Zhang3,5, Fang Liu1,3.
Abstract
As one of the pioneer crops widely planted in saline-alkaline areas, Gossypium provides daily necessities, including natural fiber, vegetable proteins, and edible oils. However, cotton fiber yield and quality are highly influenced by salt stress. Therefore, elucidating the molecular mechanisms of cotton in response to salinity stress is importance to breed new cultivars with high tolerance. In this study, we first developed a method for single-cell RNA-seq based on isolating protoplast from cotton root tips; then, we studied the impact of salinity stress on gene expression profiling and their dynamic changes using the developed high-efficiency method for protoplast dissociation suitable for single-cell RNA-seq. A total of 3391 and 2826 differentially expressed genes (DEGs) were identified in salt-treated samples before and after protoplast dissociation, respectively, which were enriched into several molecular components, including response to stimulus, response to stress, and cellular macromolecule metabolic process by gene ontology (GO) analysis. Plant hormone signal transduction, phenylpropanoid biosynthesis, and MAPK signaling pathway were found to be enriched via Kyoto Encyclopedia of Genes and Genomes (KEGG) analysis. Twenty-two and nine salinity-responsive DEGs participated in plant hormone signaling and MAPK signaling in roots, before and after protoplast dissociation, respectively; six upregulated DEGs were involved in ABA signaling transduction, namely, Ga04G2111, Ga07G0142, Ga09G2061, Ga10G0262, Ga01G0063, and Ga08G1915 which indicates their potential functions on plants adapting to salt stress. Additionally, 384 and 257 transcription factors (TFs) were differentially expressed in salt-stress roots before and after protoplast dissociation, respectively, of which significantly up-regulated TFs mainly belonged to the AP2/ERF-ERF family, which implied their potential roles responding to salt stress. These results not only provide novel insights to reveal the regulatory networks in plant's root response to salt stress, but also lay the solid foundation for further exploration on cellular heterogeneity by single-cell transcriptome sequencing.Entities:
Keywords: RNA-seq; cotton; protoplast dissociation; salt stress
Mesh:
Substances:
Year: 2022 PMID: 35269989 PMCID: PMC8911145 DOI: 10.3390/ijms23052845
Source DB: PubMed Journal: Int J Mol Sci ISSN: 1422-0067 Impact factor: 5.923
Figure 1Effects of age and vacuum treatment time in protoplast isolation from G. arboreum lateral root tips. (A) The protoplasts stained with Trypan blue solution, which were isolated from 5-day-old lateral root tips. Scale bar, 50 μm; (B) Effect of root age on the yield and viability of protoplasts isolated from the cotton lateral root tips; data presented as means of three biological replicates with error bars indicating standard deviations (SD). The bar graph represents protoplast yield (×106) and the red broken line graph represents protoplast viability (%); (C) The protoplasts stained with Trypan blue solution, which were isolated from the lateral root tips, were treated by vacuum for 1 h. Scale bar, 50 μm; (D) Effect of vacuum treatment time on the yield and viability of protoplasts isolated from the cotton lateral root tips; data presented as means of three biological replicates with error bars indicating standard deviations (SD). The bar graph represents protoplast yield (×106) and the red broken line graph represents protoplast viability (%). 4.6 cm left.
Figure 2Effects of 150 mM NaCl treatment time on protoplast isolation from G. arboreum lateral root tips. The visual appearance of (A) control and (B) salt-stressed cotton seedlings after treatment of 150 mM NaCl for 0.5 h; The protoplasts stained with Trypan blue solution isolation from (C) control and (D) salt-stressed cotton seedlings. Scale bar, 50 μm; (E) The protoplast yield of control and salt-stressed cotton seedlings lateral root tips; (F) The protoplast viability under 150 mM NaCl treatment at different treatment times.
RNA-seq analysis of cotton under salt-stress.
| Sample | Raw | Clean | Q30 (%) | GC | Total |
|---|---|---|---|---|---|
| A1_YZ_1 | 48.55 | 47.59 | 93.88 | 45.79 | 41.78 (87.79) |
| A2_YZ_1 | 50.18 | 49.24 | 94.04 | 44.82 | 46.66 (94.77) |
| A3_YZ_1 | 51.72 | 50.68 | 93.99 | 44.85 | 48.33 (95.36) |
| B1_YZ_1 | 49.31 | 47.95 | 91.85 | 44.36 | 47.14 (98.32) |
| B2_YZ_1 | 48.73 | 47.48 | 91.96 | 44.48 | 46.65 (98.27) |
| B3_YZ_1 | 48.95 | 47.61 | 91.85 | 44.29 | 46.84 (98.37) |
| A1_YZ150_0_5 | 46.63 | 44.18 | 92.46 | 45.86 | 38.96 (88.20) |
| A2_YZ150_0_5 | 51.23 | 50.22 | 93.36 | 45.56 | 45.27 (90.15) |
| A3_YZ150_0_5 | 47.36 | 44.63 | 92.19 | 46.38 | 38.51 (86.28) |
| B1_YZ150_0_5 | 51.00 | 49.97 | 93.37 | 44.55 | 48.97 (97.99) |
| B2_YZ150_0_5 | 48.32 | 47.38 | 93.46 | 44.51 | 46.54 (98.23) |
| B3_YZ150_0_5 | 47.17 | 46.31 | 93.63 | 44.43 | 45.43 (98.10) |
Notes: A_YZ_1 and B_YZ_1 represent the protoplast of lateral root tips and the lateral root tips without salt treatment, respectively. A_YZ150_0_5. B_YZ150_0_5 represent the protoplast of lateral root tips and the lateral root tips with salt treatment, respectively. A1, A2, A3, B1, B2 and B3 stand for the three biological replicates. M represents million. Q30 stands for the percentage of nucleotides with a quality value ≥ 30. GC Content represents the percentage of guanine and cytosine in the clean reads.
Figure 3Total number of expressed genes and specific differentially expressed genes (DEGs) in different groups. (A) Total number of expressed genes in each sample; (B) Numbers of down- and up-regulated DEGs in different comparison samples. (C) Veen diagram for DEGs in different comparison samples.
Figure 4The Gene Ontology (GO) analysis and the top 20 of GO enrichment of DEGs in B-YZ150–0.5 vs. B-YZ−1 and A-YZ150–0.5 vs. A-YZ−1. The top 20 of GO enrichment of DEGs in (A) Cellular Component, (B) Molecular Function, (C) Biological Process and the (D) GO level secondary gene annotation in B-YZ150–0.5 vs. B-YZ−1; The top 20 of GO enrichment of DEGs in (E) Cellular Component, (F) Molecular Function, (G) Biological Process and the (H) GO level secondary gene annotation in B-YZ150–0.5 vs. B-YZ−1.
Figure 5The expression patterns of genes involved in plant hormone signal transduction and MAPK signaling pathways. (A) B-YZ150–0.5 vs. B-YZ−1 and (B) A-YZ150–0.5 vs. A-YZ−1 show the gene expression involved in plant hormone signal transduction, and (C) B-YZ150–0.5 vs. B-YZ−1 and (D) A-YZ150–0.5 vs. A-YZ−1 show the gene expression involved in MAPK signaling pathways.
Figure 6The distribution of TFs family with differential expression in (A) B-YZ150–0.5 vs. B-YZ−1 and (B) A-YZ150–0.5 vs. A-YZ−1. The X-axis represents the transcription factor (TF) families, and the Y-axis represents the number of genes.
Figure 7Quantitative real-time PCR (qRT-PCR) validation and RNA-seq data of ten selected DEGs. The figures show the (A) qRT-PCR data and the (B) RNA-seq data.