| Literature DB >> 34067657 |
Qianqian Sheng1,2, Congzhe Liu1,2, Min Song1,2, Jingyuan Xu1,2, Zunling Zhu1,2,3.
Abstract
We evaluated a transcriptome using high-throughput Illumina HiSeq sequencing and related it to the morphology, leaf anatomy, and physiological parameters of Carpinus putoensis putoensis underEntities:
Keywords: NO2 stress; gene expression; high-throughput sequencing; molecular mechanism; resistance; transcriptome
Year: 2021 PMID: 34067657 PMCID: PMC8156095 DOI: 10.3390/genes12050754
Source DB: PubMed Journal: Genes (Basel) ISSN: 2073-4425 Impact factor: 4.096
Figure 1Morphological changes in C. putoensis leaves receiving NO2 treatment. CK: control group. NO2 treated: 1 h, 6 h, 24 h, 72 h, and recovery for 30 days.
Figure 2Images of cell structures from the primary leaf under a transmission electron microscope. (a), control; (b–e), NO2-treated plants; and (f), recovery plants. From 1 h to 72 h, the plastoglobuli in the cells gradually increase, and the chloroplasts gradually shrink, and they become slender and sticky. Slowly, the cell wall is separated. The red arrows in (e) indicate plasmolysis. V, vacuole; P, plastoglobuli; PM, plasma membrane; S, starch grain; CW, cell wall; and Chl, chloroplasts.
Figure 3POD activity after different NO2 stress times or 30 days of recovery. Six replicates for each group.
Length and internal length distribution of transcripts and unigenes.
| Type | No. | ≥500 bp | ≥1000 bp | N50 | N90 | Maximum Length | Minimum Length | Total Length | Average Length | CG Content |
|---|---|---|---|---|---|---|---|---|---|---|
| Transcript | 529,540 | 124,713 | 29,088 | 470 | 231 | 7490 | 201 | 225,567,341 | 425.97 | 40–50% |
| Unigene | 250,200 | 41,790 | 9609 | 381 | 221 | 7490 | 201 | 94,258,132 | 376.73 | 60–70% |
Annotation of unigenes in each database.
| Database | Number of Genes | Percentage (%) |
|---|---|---|
| CDD | 79,760 | 31.88 |
| KOG | 64,226 | 25.67 |
| NR | 94,267 | 37.68 |
| NT | 77,874 | 31.12 |
| PFAM | 51,696 | 20.66 |
| Swiss-prot | 103,389 | 41.32 |
| TrEMBL | 93,882 | 37.52 |
| GO | 110,530 | 44.18 |
| KEGG | 9284 | 3.71 |
| At least one database | 136,276 | 54.47 |
| All database | 4595 | 1.84 |
Figure 4GO (a), euKaryotic Ortholog Group (KOG) (b) and Kyoto Encyclopedia of Genes and Genomes (KEGG) (c) classification of all the identified genes.
Figure 5Venn diagram analysis of the expressed genes in two samples (A: Control, B: NO2 stressed).
Annotation of A vs B DEGs in a pairwise comparison.
| DEGs | DEG Number | CDD | KOG | GO | KEGG | NR | NT |
|---|---|---|---|---|---|---|---|
| Upregulated genes | 1119 | 1119 | 330 | 690 | 91 | 740 | 597 |
| Downregulated genes | 1240 | 1240 | 547 | 996 | 186 | 1090 | 760 |
| Total | 2359 | 2359 | 877 | 1686 | 277 | 1830 | 1357 |
Figure 6Volcano plots (a) of RNA-seq data for an A vs B pairwise comparison; (b) the top 30 differentially-regulated TF families were identified among all the genes. A: NO2 control. B: NO2 stressed. q-value, <0.05; fold change, >2.
Figure 7GO enrichment factor analysis of the DEGs. (a) Upregulated genes: the top three upregulated genes are involved in multicellular organism development, plastids, and chloroplasts; (b) downregulated genes: the downregulated genes predominantly reflected response to stimulus, response to stress, and oxidoreductase activity.
Figure 8Upregulated genes of KEGG pathway categories (a) and enrichment factor analysis (b) of the DEGs. The upregulated genes are functionally assigned to 76 biological pathways, and the top upregulated genes are involved in photosynthesis.
Figure 9Downregulated genes of KEGG pathway categories (a) and enrichment factor analysis (b) of the DEGs. The downregulated genes predominantly represent amino acid biosynthesis and carbon metabolism.
Figure 10There are 4 genes (Psb, Psa, Pet, and F-type ATPase a) involved in photosynthesis in C. putoensis under NO2 stress. Green represents the downregulated expression of the gene, red represents the upregulated expression of the gene, and yellow indicates no significant difference in gene expression.
Figure 11RT-qPCR validations of 8 candidate genes involved in NO2 stress in C. putoensis based on RNA-seq data. Hypothetical protein, chloroplastic, peroxidase, and allene oxide synthase represent different gene types.
Figure 12The expression profiles according to RT-qPCR (relative expression) and RNA-seq (FPKM values).