| Literature DB >> 30065188 |
Jakaria Chowdhury Onik1, Xiaojia Hu2, Qiong Lin3, Zhidong Wang4.
Abstract
The 'Hongyu' apple is an early ripening apple cultivar and usually used for fresh marketing. Due to the short ripening period, most of the fruit are harvested at the commercial maturity stage for proper marketing distribution and a longer shelf life. Fruit ripening involves delicate changes to its metabolic and physiological traits through well-organized synchronization of several hormones and regulatory steps. A clear understanding of these hormonal alterations is crucial for extending the period from commercial to physiological ripening. This study was intended to clarify the hormonal alterations and anthocyanin biosynthesis process prior to and immediate after, the harvesting of apple fruit considering the commercial maturity stage. Fruits harvested at 120 Days after flowering (DAF) (HY_4th) was considered as commercially ripened, 110 DAF (HY_3rd) as pre-ripening and 120 DAF followed by five days storage at 20 °C (HY_20 °C_5) as post-ripening samples. Three different stages of fruit were used for transcriptome assembly using RNA-Seq. Results revealed 9187 differentially expressed genes (DEGs) in the post-ripening samples, which was comparatively lower (922 DEGs) in the pre-ripening fruits. DEGs were subjected to Gene Ontology analysis and 31 categories were significantly enriched in the groups 'biological process,' 'molecular function' and 'cellular component.' The DEGs were involved in hormonal signaling pathways like ethylene, abscisic acid (ABA), auxin, gibberellin (GA), brassinosteroid (BR) and anthocyanin biosynthesis pathways such as PAL, 4CL, CHI, DFR, F3H, UFGT. Several transcription factors like the MADS-box gene, MYB, bHLH, NAC, WRKY and HSF were differentially expressed between the pre- and post-ripening fruits. Selected DEGs were subjected to gene expression analysis using quantitative RT-PCR (qRT-PCR) and the results were consistent with those of RNA-Seq. Our data suggested that in addition to ethylene, ABA and other hormones also play key roles in regulating apple fruit ripening and may interact with the ethylene signaling process. Additionally, our data provided an exhibition of the expression pattern of genes in the anthocyanin biosynthesis pathway.Entities:
Keywords: RNA-seq; anthocyanin; apple fruit; hormone; post-ripening; pre-ripening
Mesh:
Substances:
Year: 2018 PMID: 30065188 PMCID: PMC6222687 DOI: 10.3390/molecules23081908
Source DB: PubMed Journal: Molecules ISSN: 1420-3049 Impact factor: 4.411
Figure 1Variation of malate, oxalate, glucose, sucrose and fructose content in pre-ripening (HY_3rd), ripening (HY_4th) and post-ripening (HY_20 °C_5) ‘Hongyu’ Apple fruit. The error bars represent the standard errors. The significant differences were calculated at the 0.05 level.
Statistics of deferential gene expression (DGE) library sequencing and read mapping.
| Groups | Library | Clean Bases | Error Rate (%) | Q20 (%) | GC Content (%) | Total Mapped Reads (%) | Uniquely Mapped Reads (%) |
|---|---|---|---|---|---|---|---|
| HY_3rd | HY001 | 8.03G | 0.03 | 95.16 | 47.19 | 90.58 | 75.78 |
| HY002 | 6.04G | 0.02 | 97.11 | 47.26 | 93.64 | 78.28 | |
| HY003 | 7.15G | 0.02 | 96.31 | 47.31 | 91.92 | 76.86 | |
| HY_4th | HY004 | 7.97G | 0.03 | 94.98 | 47.47 | 90.54 | 75.68 |
| HY005 | 9.56G | 0.02 | 97.00 | 47.58 | 92.33 | 76.47 | |
| HY006 | 7.16G | 0.03 | 95.05 | 47.37 | 90.99 | 76.13 | |
| HY_20 °C_5 | HY007 | 7.42G | 0.02 | 95.61 | 47.40 | 89.88 | 75.53 |
| HY008 | 6.85G | 0.02 | 95.58 | 47.48 | 89.81 | 75.41 | |
| HY009 | 7.67G | 0.02 | 95.64 | 47.56 | 90.17 | 75.63 |
Figure 2The number of differentially expressed genes (DEGs) within pre-(HY_4th vs. HY_3rd) and post-ripening (HY_20 °C_5 vs. HY_4th) groups (A). Overlapped DEGs were shown by Venn diagram between different groups (B).
Figure 3Classification of gene ontology (GO) terms concerning to differentially expressed genes in pre- (A) and post-ripening (B) apple fruit. The GO terms were classified into three categories, including molecular function, cellular component and biological process. Top 31 enriched GO terms were exhibited in each cluster.
Figure 4KEGG pathway enrichment concerning differently expressed genes in pre- (A) and post-ripening (B) apple. Top 20 enriched KEGG pathways were exhibited in each cluster. Rich factor is the ratio of DEGs counts to this pathway in the annotated genes counts. The more the q-value is close to zero, the more significant is the enrichment.
Figure 5The correlation analysis of gene expression value from quantitative real-time PCR (Q-PCR) and RNA-Seq.
DEGs related to plant hormones expressed in pre-ripening (HY_4th vs. HY_3rd) group.
| DEGs | Log2Fold Change | P (adj) | Regulation | Annotation |
|---|---|---|---|---|
| Abscisic acid | ||||
| MDP0000437033 | 1.8445 | 0.027924 | up | ARATH Protein phosphatase 2C 56 |
| MDP0000929213 | −0.75936 | 0.017195 | down | 9-cis-epoxycarotenoid dioxygenase NCED1 |
| MDP0000165867 | 0.60882 | 0.013085 | up | Serine/threonine-protein kinase EDR1 |
| MDP0000226571 | −0.7009 | 0.027422 | down | Serine/threonine-protein kinase HT1 |
| Auxin | ||||
| MDP0000132805 | −0.79202 | 7.43 × 10−5 | down | Auxin-responsive protein IAA13 |
| MDP0000268306 | 0.54285 | 0.042346 | up | Auxin response factor 6 |
| MDP0000137461 | 0.69595 | 0.030746 | up | Auxin response factor 8 |
| MDP0000666539 | 3.2911 | 7.27 × 10−10 | up | Indole-3-acetic acid-amido synthetase GH3.3 |
| Gibberellin | ||||
| MDP0000301368 | 1.1041 | 0.010819 | up | Scarecrow-like protein 3 |
| MDP0000929994 | 0.71505 | 8.31 × 10−5 | up | Gibberellin receptor GID1B |
| Brassinosteroid | ||||
| MDP0000261851 | 1.4218 | 0.016674 | up | G-type lectin S-receptor-like serine/threonine-protein kinase At4g27290 |
| MDP0000361876 | −2.9427 | 2.40 × 10−5 | down | Xyloglucan endotransglucosylase/hydrolase protein 9 |
| MDP0000120044 | 1.0382 | 3.17 × 10−5 | up | Cytochrome P450 714A1 |
| MDP0000130467 | −0.63388 | 0.017284 | down | Cyclin-U4-1 |
DEGs related to plant hormones expressed in post-ripening (HY_20 °C_5 vs. HY_4th) group.
| DEGs | Log2Fold Change | P (adj) | Regulation | Annotation |
|---|---|---|---|---|
| Abscisic acid | ||||
| MDP0000929213 | 1.9744 | 3.68 × 10−46 | up | 9-cis-epoxycarotenoid dioxygenase NCED1, |
| MDP0000174607 | 0.84671 | 0.000358 | up | Protein phosphatase 2C 57 |
| MDP0000165966 | −0.6786 | 0.0035436 | down | Serine/threonine-protein kinase HT1 |
| MDP0000232165 | −0.7273 | 9.29 × 10−5 | down | Serine/threonine-protein kinase ATM |
| Auxin | ||||
| MDP0000209432 | 2.2878 | 3.71 × 10−41 | up | Probable indole-3-acetic acid-amido synthetase GH3.1 |
| MDP0000153538 | −1.1354 | 0.0022471 | down | Auxin response factor 6 |
| MDP0000246042 | 1.8749 | 5.27 × 10−7 | up | Auxin-responsive protein IAA31 |
| MDP0000876321 | −2.0633 | 2.73 × 10−9 | down | Auxin response factor 19 |
| Gibberellin | ||||
| MDP0000137705 | 6.5988 | 5.24 × 10−23 | up | Gibberellin 2-beta-dioxygenase 1 |
| MDP0000319522 | 0.7380 | 0.000418 | up | Gibberellin receptor GID1B |
| MDP0000901967 | −5.0642 | 3.65 × 10−14 | down | Gibberellin-regulated protein 14 |
| MDP0000119093 | 1.4537 | 1.64 × 10−21 | up | Scarecrow-like protein 9 |
| MDP0000256486 | −1.3716 | 0.0014764 | down | Scarecrow-like protein 4 |
| Brassinosteroid | ||||
| MDP0000210409 | −2.6398 | 1.74 × 10−7 | down | G-type lectin S-receptor-like serine/threonine-protein kinase B120 |
| MDP0000140341 | −2.1661 | 2.10 × 10−12 | down | LRR receptor-like serine/threonine-protein kinase RCH1 |
| MDP0000183140 | −1.3888 | 0.015187 | down | Xyloglucan glycosyltransferase 4 |
| MDP0000127773 | −1.0592 | 7.65 × 10−6 | down | Cytochrome P450 90A1 |
| MDP0000140803 | 0.6914 | 0.036655 | up | Cytochrome P450 78A6 |
| MDP0000154776 | −2.3984 | 4.95 × 10−6 | down | Cytochrome P450 734A1 |
| MDP0000176105 | −1.6388 | 0.011614 | down | Cyclin-D4-1 |
Figure 6Heat map represents DEGs involved in ethylene signaling pathway in pre (HY_4th vs. HY_3rd) and post (HY_20 °C_5 vs. HY_4th) ripening groups. Genes remarked with light green color denotes expression in both groups and red color denotes expressed in the post-ripening group only. ACS (1-Aminocyclopropane-1-carboxylic acid synthase); ACO (1-Aminocyclopropane-1-carboxylic acid oxidase); ERS (Ethylene response sensor); CTR1 (CONSTITUTIVE TRIPLE RESPONSE 1); EIN2 (ETHYLENE INSENSITIVE 2); EIN3 (ETHYLENE INSENSITIVE 3); EIL3 (ETHYLENE INSENSITIVE 3-like 3); and ERFs (Ethylene Response Factors).
Figure 7Heat map represents DEGs involved in anthocyanin biosynthesis pathway in pre (HY_4th vs. HY_3rd) and post (HY_20 °C_5 vs. HY_4th) ripening groups. Genes remarked with light green color denotes expression in both groups and red color denotes expressed in the post-ripening group only. PAL (Phenylalanine ammonia-lyase); 4CL (4-coumarate-CoA ligase); CHS (Chalcone Synthase); CHI (Chalcone isomerase); F3H (Flavanone 3-hydroxylase); F3′H (Flavanone 3′-hydroxylase); DFR (Dihydroflavonol 4-reductase); ANS (Anthocyanidin synthase) and UFGT (UDP glucose: flavonol 3-O-glucosyltransferase).