| Literature DB >> 32619338 |
Yaling Liu1, Pengfei Zhang2, Yaping Geng1, Xiaodong Xie1, Pengfei Wen2.
Abstract
Cracks in the skin of jujube fruit reduce freshness and quality; thus, greater understanding of the molecular mechanism that underlies cracking is required to improve fruit production. In this study, we profiled genes that are differentially expressed between cracked and normal jujube fruits through RNA sequencing (RNA-seq). We selectively confirmed differentially expressed genes (DEGs) using quantitative RT-PCR. Among 1036 DEGs, 785 genes were up-regulated and 251 genes were down-regulated in cracked jujube fruits. Gene Ontology and Kyoto Encyclopedia of Genes and Genomes pathway analysis indicated that some of these DEGs encode proteins involved in metabolic processes (including growth hormone and surface wax production) in cracked jujube fruits. In summary, we have identified differentially expressed metabolic genes between cracked and normal jujube fruits, which may serve as the basis for further studies of fruit quality control.Entities:
Keywords: differentially expressed metabolic gene; fruit cracking; jujube; metabolic pathway; transcriptome
Year: 2020 PMID: 32619338 PMCID: PMC7459416 DOI: 10.1002/2211-5463.12925
Source DB: PubMed Journal: FEBS Open Bio ISSN: 2211-5463 Impact factor: 2.693
Fig. 1Samples of normal jujube versus cracked jujube fruits. Representative images of normal (left panel: 30 mm) versus cracked (right panel: 40 mm) jujube fruits.
Primers for qRT‐PCR verification of DEGs in jujube fruits.
| Primer | Primer sequence (5′–3′) |
|---|---|
| Ju‐10633‐F |
|
| Ju‐10633‐R |
|
| Ju‐18952‐F |
|
| Ju‐18952‐R |
|
| Ju‐19193‐F |
|
| Ju‐19193‐R |
|
| Ju‐2163‐F |
|
| Ju‐2163‐R |
|
| Ju‐22913‐F |
|
| Ju‐22913‐R |
|
| Ju‐244‐F |
|
| Ju‐244‐R |
|
| Ju‐246‐F |
|
| Ju‐246‐R |
|
| Ju‐30106‐F |
|
| Ju‐30106‐R |
|
| Ju‐67‐F |
|
| Ju‐67‐R |
|
Summary of transcript sequencing in jujube fruits.
| Sample | Total reads | Mapped reads | Clean reads | Clean bases | GC content | ≥Q30 |
|---|---|---|---|---|---|---|
| HJU‐1 | 68 127 502 | 61 129 374 (89.73%) | 34 063 751 | 10 152 619 972 | 45.54% | 94.31% |
| HJU‐2 | 48 760 590 | 43 728 773 (89.68%) | 24 380 295 | 7 265 822 642 | 45.75% | 94.86% |
| HJU‐3 | 56 606 168 | 50 524 460 (89.26%) | 28 303 084 | 8 450 170 744 | 45.32% | 93.91% |
| CJU‐1 | 52 538 598 | 46 863 458 (89.20%) | 26 269 299 | 7 843 398 644 | 45.58% | 94.54% |
| CJU‐2 | 59 440 920 | 53 399 582 (89.84%) | 29 720 460 | 8 875 766 446 | 45.34% | 94.89% |
| CJU‐3 | 61 755 972 | 55 589 982 (90.02%) | 30 877 986 | 9 224 361 284 | 45.56% | 94.75% |
| Mean | 57 871 625 | 51 872 605 (89.62%) | 28 935 813 | 8 635 356 622 | 45.52% | 94.54% |
Fig. 2Identification of DEGs by RNA‐seq. (A) The volcano plot demonstrates that genes are differentially expressed in cracked jujube fruits compared with normal jujube fruits. Differential expression analysis was performed using DESeq2 from three biological replicates (|Fold change| > 2, adjusted P < 0.01). (B) qRT‐PCR analysis showed that selected DEGs were significantly differentially expressed in cracked jujube fruits compared with normal jujube fruits (n = 3 independent biological repeats) (mean ± standard error of the mean; Student’s t‐test).
Fig. 3Functional annotation of DEGs based on GO categories.
Summary of KEGG pathway analysis for DEGs of jujube fruits.
| Metabolic pathway | Count |
| Pathway ID |
|---|---|---|---|
| Plant–pathogen interaction | 28 | 5.62E−8 | ko04626 |
| α‐Linolenic acid metabolism | 12 | 6.20E−7 | ko00592 |
| Photosynthesis–antenna proteins | 4 | 0.000925659 | ko00196 |
| Amino sugar and nucleotide sugar metabolism | 14 | 0.003612874 | ko00520 |
| Porphyrin and chlorophyll metabolism | 6 | 0.009728098 | ko00860 |
| Riboflavin metabolism | 3 | 0.010254331 | ko00740 |
| Fructose and mannose metabolism | 7 | 0.01283576 | ko00051 |
| Vitamin B6 metabolism | 3 | 0.021920369 | ko00750 |
| Carotenoid biosynthesis | 5 | 0.024435524 | ko00906 |
| Arginine and proline metabolism | 6 | 0.029460626 | ko00330 |
| Synthesis and degradation of ketone bodies | 2 | 0.031697946 | ko00072 |
| Cutin, suberin and wax biosynthesis | 4 | 0.043515195 | ko00073 |
| Thiamine metabolism | 2 | 0.048580236 | ko00730 |
| Cysteine and methionine metabolism | 8 | 0.051757432 | ko00270 |
| Fatty acid biosynthesis | 5 | 0.069002897 | ko00061 |
| Anthocyanin biosynthesis | 1 | 0.071196465 | ko00942 |
| Taurine and hypotaurine metabolism | 2 | 0.100795311 | ko00430 |
| Glycolysis/Gluconeogenesis | 8 | 0.123256277 | ko00010 |
| Phenylalanine, tyrosine and tryptophan biosynthesis | 4 | 0.124521724 | ko00400 |
| Linoleic acid metabolism | 2 | 0.124629945 | ko00591 |
Fig. 4Functional annotation of DEGs in the KEGG database. KEGG pathway analysis identified significantly altered metabolic processes between cracked and normal jujube fruits.
Fig. 5Transcriptomics links fruit cracking to differentially expressed metabolic gene expression. This diagram illustrates the transcriptional changes of genes mediating the JA pathway (A) and surface wax synthesis pathway (B). Genes and their relative transcriptional changes in cracked and normal jujube fruits are shown (cutoff: P < 0.05).
Up‐regulation of DEGs enrichment of the KEGG pathway of jujube fruits.
| Metabolic pathway | Count |
| Pathway ID |
|---|---|---|---|
| Plant–pathogen interaction | 27 | 3.92E−10 | ko04626 |
| α‐Linolenic acid metabolism | 11 | 2.74E−7 | ko00592 |
| Amino sugar and nucleotide sugar metabolism | 12 | 0.002440878 | ko00520 |
| Riboflavin metabolism | 3 | 0.004676306 | ko00740 |
| Arginine and proline metabolism | 6 | 0.008247456 | ko00330 |
| Vitamin B6 metabolism | 3 | 0.01026376 | ko00750 |
| Cutin, suberin and wax biosynthesis | 4 | 0.017563046 | ko00073 |
| Synthesis and degradation of ketone bodies | 2 | 0.018641963 | ko00072 |
| Anthocyanin biosynthesis | 1 | 0.053915095 | ko00942 |
| Taurine and hypotaurine metabolism | 2 | 0.061726118 | ko00430 |
| Fatty acid biosynthesis | 4 | 0.084489265 | ko00061 |
| Cysteine and methionine metabolism | 6 | 0.088048329 | ko00270 |
| Sphingolipid metabolism | 2 | 0.16748863 | ko00600 |
| Butanoate metabolism | 2 | 0.16748863 | ko00650 |
| Inositol phosphate metabolism | 4 | 0.174474525 | ko00562 |
| Phenylalanine, tyrosine and tryptophan biosynthesis | 3 | 0.175687401 | ko00400 |
| Phosphatidylinositol signaling system | 4 | 0.179913142 | ko04070 |
| Ether lipid metabolism | 2 | 0.187225032 | ko00565 |
| Phagosome | 4 | 0.190958543 | ko04145 |
| Fatty acid metabolism | 4 | 0.213664657 | ko01212 |
Down‐regulation of DEGs enrichment of the KEGG pathway of jujube fruits.
| Metabolic pathway | Count |
| Pathway ID |
|---|---|---|---|
| Photosynthesis–antenna proteins | 4 | 0.00000376E−6 | ko00196 |
| Porphyrin and chlorophyll metabolism | 4 | 0.001025742 | ko00860 |
| Fructose and mannose metabolism | 4 | 0.00332498 | ko00051 |
| Thiamine metabolism | 2 | 0.003352723 | ko00730 |
| Carotenoid biosynthesis | 3 | 0.007737558 | ko00906 |
| Ubiquinone and other terpenoid‐quinone biosyntheses | 3 | 0.008707174 | ko00130 |
| Photosynthesis | 3 | 0.012030176 | ko00195 |
| Pentose phosphate pathway | 3 | 0.015991172 | ko00030 |
| Propanoate metabolism | 2 | 0.053556638 | ko00640 |
| Tryptophan metabolism | 2 | 0.055856523 | ko00380 |
| Pentose and glucuronate interconversions | 3 | 0.082345406 | ko00040 |
| β‐Alanine metabolism | 2 | 0.102441332 | ko00410 |
| Glycolysis/Gluconeogenesis | 3 | 0.122404494 | ko00010 |
| Galactose metabolism | 2 | 0.131669638 | ko00052 |
| Valine, leucine and isoleucine degradation | 2 | 0.137730867 | ko00280 |
| Linoleic acid metabolism | 1 | 0.141535622 | ko00591 |
| Other glycan degradation | 1 | 0.186645751 | ko00511 |
| Cyanoamino acid metabolism | 2 | 0.240690341 | ko00460 |
| Starch and sucrose metabolism | 4 | 0.246451331 | ko00500 |
| Sesquiterpenoid and triterpenoid biosynthesis | 1 | 0.249991082 | ko00909 |