| Literature DB >> 33182395 |
Xiuxiu Guo1, Qingjun Wang1, Yuan Liu1, Xuejie Zhang1, Luoyan Zhang1, Shoujin Fan1.
Abstract
As one of the most common abiotic stresses, salt stress seriously impairs crop yield. Brachypodium distachyon (L.) Beauv. is a model species for studying wheat and other grasses. In the present investigation, the physiological responses of B. distachyon treated with different concentrations of NaCl for 24 h were measured. Therefore, the control and the seedlings of B. distachyon treated with 200 mM NaCl for 24 h were selected for transcriptome analysis. Transcriptome differential analysis showed that a total of 4116 differentially expressed genes (DEGs) were recognized, including 3120 upregulated and 996 downregulated ones. GO enrichment assay indicated that some subsets of genes related to the active oxygen scavenging system, osmoregulatory substance metabolism, and abscisic-acid (ABA)-induced stomatal closure were significantly upregulated under salt stress. The MapMan analysis revealed that the upregulated genes were dramatically enriched in wax metabolic pathways. The expressions of transcription factor (TF) family members such as MYB, bHLH, and AP2/ERF were increased under salt stress, regulating the response of plants to salt stress. Collectively, these findings provided valuable insights into the mechanisms underlying the responses of grass crops to salt stress.Entities:
Keywords: Brachypodium distachyon; physiological responses; salt stress; transcriptome analysis; wax biosynthesis
Year: 2020 PMID: 33182395 PMCID: PMC7697870 DOI: 10.3390/plants9111522
Source DB: PubMed Journal: Plants (Basel) ISSN: 2223-7747
Figure 1Biochemical parameters of leaf tissue in control group and treated group (200 mM NaCl for 24 h). (A–I) represented the change of Na+/K+, net photosynthetic rate (Pn), stomatal conductance (Gs), transpiration rate (Tr), intercellular CO2 concentration (Ci), peroxidase (POD) activity, catalase (CAT) activity, soluble sugar content and proline content with NaCl concentration respectively. Most of these data were obtained from the average of three biological replicates, among which the data of photosynthesis indicators Pn, Gs, Tr and Ci were got from the means of six biological replicates. The individual black bars are the means ± SD of three or six measurements. The letters on the black bars represent the significance of the difference.
Summary of mapping transcriptome reads to reference sequence.
| Sample Name | Sample Description | Total Reads | Total Mapped | Mapped Ratio of Mapped Reads | Q30 |
|---|---|---|---|---|---|
| CK_1_S | Control replication 1 | 59,206,904 | 56,875,374 | 96.06% | 95.18% |
| CK_2_S | Control replication 2 | 63,617,088 | 60,841,214 | 95.64% | 95.2% |
| CK_3_S | Control replication 3 | 57,536,132 | 55,180,960 | 95.91% | 95.26% |
| SALT_1_S | Salt stress replication 1 | 55,294,072 | 53,503,005 | 96.76% | 94.68% |
| SALT_2_S | Salt stress replication 2 | 65,989,512 | 63,143,273 | 95.69% | 95% |
| SALT_3_S | Salt stress replication 3 | 47,315,154 | 45,175,264 | 95.48% | 94.49% |
Figure 2(A) 3-week-old seedlings of B. distachyon; the left picture was the control and the right picture was the treatment with 200 mM NaCl for 24 h. (B) Expression patterns of DEGs identified between 200 mM NaCl treatment group and control group. SALT_S indicated that cells were exposed to 200 mM NaCl for 24 h; CK_S indicated that cells were cultured under the control condition. Red and green dots represent DEGs, and blue dots indicate genes that were not differentially expressed.
The top 30 dysregulated genes in B. distachyon under 200 mM NaCl treated and control conditions.
| GENE_ID | L2fc | Padj | BP Description |
|---|---|---|---|
| Up_regulated | |||
| BRADI2G30490 | 4.697967282 | 2.88 × 10−52 | |
| BRADI3G35310 | 3.591061835 | 8.98 × 10−38 | oxidation–reduction process |
| BRADI2G52155 | 6.171188364 | 1.49 × 10−34 | |
| BRADI1G34670 | 3.484127137 | 9.73 × 10−34 | |
| BRADI4G18910 | 3.643708291 | 1.86 × 10−30 | |
| BRADI1G04690 | 3.443854612 | 4.47 × 10−30 | |
| BRADI3G20677 | 9.241758235 | 2.61 × 10−29 | oxidation–reduction process |
| BRADI1G59120 | 4.055819532 | 3.72 × 10−28 | |
| BRADI2G21340 | 5.343143653 | 1.36 × 10−27 | |
| BRADI2G37720 | 2.567633743 | 1.28 × 10−26 | |
| BRADI1G44920 | 6.810598815 | 2.53 × 10−26 | |
| BRADI3G49310 | 5.355939545 | 2.80 × 10−26 | |
| BRADI3G19620 | 2.376259459 | 1.10 × 10−24 | |
| BRADI1G10150 | 1.888142734 | 5.54 × 10−24 | |
| BRADI4G01200 | 1.607591434 | 5.69 × 10−24 | metabolic process |
| Down_regulated | |||
| BRADI3G53660 | −3.245924936 | 4.07 × 10−33 | protein phosphorylation, metabolic process |
| BRADI2G44820 | −4.450443575 | 8.69 × 10−33 | metabolic process |
| BRADI3G31720 | −7.041083206 | 4.16 × 10−31 | |
| BRADI3G31727 | −5.153494722 | 5.28 × 10−31 | |
| BRADI2G19540 | −1.771707314 | 3.15 × 10−22 | protein metabolic process |
| BRADI1G74980 | −6.034665237 | 5.24 × 10−22 | |
| BRADI1G53680 | −7.436218542 | 4.34 × 10−20 | ion transmembrane transport |
| BRADI5G02750 | −2.879558911 | 2.44 × 10−19 | transmembrane transport |
| BRADI2G22520 | −8.740289045 | 9.92 × 10−19 | ion transmembrane transport |
| BRADI2G33110 | −3.576800337 | 7.04 × 10−18 | ion transmembrane transport |
| BRADI1G60250 | −3.534466753 | 1.86 × 10−17 | |
| BRADI2G44830 | −2.884382952 | 2.90 × 10−17 | protein phosphorylation, metabolic process |
| BRADI2G33950 | −5.142993438 | 2.91 × 10−17 | |
| BRADI2G19360 | −1.97415848 | 5.62 × 10−17 | |
| BRADI3G06320 | −5.743267815 | 1.17 × 10−15 | oxidation–reduction process |
Note: The top 30 dysregulated genes with the lowest p-value (pval) are represented; L2fc indicates the log2FoldChange of genes differently expressed in 200 mM NaCl treated samples and control samples; padj is the adjusted p-value; BP Description means descriptions of genes’ potential participating biological process predicted by sequence similarity search.
Top30 biological processes enriched by the upregulated and downregulated genes.
| GO ID | Term | |
|---|---|---|
| Up_regulated | ||
| GO:0009834 | plant-type secondary cell wall biogenesis | 4.20 × 10−9 |
| GO:0042744 | hydrogen peroxide catabolic process | 7.50 × 10−8 |
| GO:0055114 | oxidation-reduction process | 3.20 × 10−7 |
| GO:0046274 | lignin catabolic process | 8.60 × 10−6 |
| GO:0010030 | positive regulation of seed germination | 3.60 × 10−5 |
| GO:0006979 | response to oxidative stress | 4.30 × 10−5 |
| GO:0007017 | microtubule-based process | 4.40 × 10−5 |
| GO:0034605 | cellular response to heat | 8.20 × 10−5 |
| GO:0010143 | cutin biosynthetic process | 1.1 × 10−4 |
| GO:0030244 | cellulose biosynthetic process | 1.70 × 10−4 |
| GO:0048640 | negative regulation of developmental growth | 1.90 × 10−4 |
| GO:0006869 | lipid transport | 2.00 × 10−4 |
| GO:0045492 | xylan biosynthetic process | 2.20 × 10−4 |
| GO:0070592 | cell wall polysaccharide biosynthetic process | 2.30 × 10−4 |
| GO:0097435 | supramolecular fiber organization | 2.40 × 10−4 |
| Down_regulated | ||
| GO:0034605 | cellular response to heat | 2.10 × 10−7 |
| GO:0010030 | positive regulation of seed germination | 1.40 × 10−6 |
| GO:0071577 | zinc ion transmembrane transport | 7.80 × 10−5 |
| GO:0042744 | hydrogen peroxide catabolic process | 8.70 × 10−5 |
| GO:0006414 | translational elongation | 2.10 × 10−4 |
| GO:0009405 | pathogenesis | 5.60 × 10−4 |
| GO:0010106 | cellular response to iron ion starvation | 5.60 × 10−4 |
| GO:0034620 | cellular response to unfolded protein | 1.10 × 10−3 |
| GO:0071486 | cellular response to high light intensity | 1.42 × 10−3 |
| GO:0006826 | iron ion transport | 1.66 × 10−3 |
| GO:0071668 | plant-type cell wall assembly | 1.83 × 10−3 |
| GO:0000302 | response to reactive oxygen species | 2.44 × 10−3 |
| GO:0071492 | cellular response to UV-A | 2.46 × 10−3 |
| GO:0044264 | cellular polysaccharide metabolic process | 2.83 × 10−3 |
| GO:0010045 | response to nickel cation | 4.98 × 10−3 |
Figure 3REVIGO analysis results for genes upregulated in B. distachyon under salt stress. Each rectangle is a single cluster representative. The representatives are joined into “superclusters” of loosely related terms and visualized with different colors. The sizes of the rectangles were adjusted to reflect the p-value of the GO terms calculated by TopGO. In this study, 182 upregulated processes were integrated into 14 groups.
Figure 4Global view of DEGs involved in diverse metabolic pathways. DEGs were selected for the metabolic pathway analysis using the MapMan software (V3.6.0RC2). The colored boxes indicate the log2 of expression ratio of DEGs. The DEGs could be mapped to 713 pathways by MapMan, of which 88 pathways were filtered and enriched by the dysregulated genes with a cutoff of p < 0.05.
The TF family and their contained dysregulated gene number.
| TF Family | Up Gene Num. | Down Gene Num. |
|---|---|---|
| bHLH | 34 | 14 |
| MYB | 36 | 4 |
| AP2/ERF | 19 | 6 |
| HB | 15 | 3 |
| bZIP | 12 | 3 |
| NAC | 9 | 6 |
| C2C2 | 9 | 4 |
| C2H2 | 9 | 4 |
| WRKY | 7 | 4 |
| OFP | 10 | 0 |
| Tify | 8 | 0 |
| GARP | 2 | 5 |
| HSF | 1 | 6 |
| B3 | 6 | 0 |
| GRAS | 2 | 4 |
| C3H | 3 | 2 |
| MADS | 3 | 2 |
| TCP | 5 | 0 |
| Trihelix | 5 | 0 |
Note: Up gene num. = Upregulated gene number; Down gene num. = Downregulated gene number.
Figure 5Validation of RNA-Seq results by qRT-PCR using eight B. distachyon dysregulated genes, which were randomly selected from all (4116) DEGs. The expression levels of eight selected DEGs under control and salt stress conditions are shown. The grey bars represent the qPCR results of samples under salt stress condition, while the corresponding black bars represent the results of control samples. The individual black bars, representing the qPCR data, are the means ± SD of nine measurements (three technical replicates each for three biological samples).
Figure 6The auxin signal transduction pathway obtained by Kyoto Encyclopedia of Genes and Genomes (KEGG) enrichment analysis. There were 17 DEGs mapped to this pathway. The red boxes indicate that the upregulated genes were enriched in this node. The blank boxes represent nodes with no DEG enrichment.