| Literature DB >> 31231532 |
Feng Luo1, Jia-Hui Cai1, Xi-Man Kong1, Qian Zhou1, Xin Zhou1, Ying-Bo Zhao1, Shu-Juan Ji1.
Abstract
Postharvest broccoli is prone to yellowing during storage, which is the key factor leading to a reduction in value. To explore appropriate control methods, it is important to understand the mechanisms of yellowing. We analyzed the genes related to the metabolism of chlorophyll, carotenoids, and flavonoids and the transcription factors (TFs) involved in broccoli yellowing using transcriptome sequencing profiling. Broccoli stored at 10 °C showed slight yellowing on postharvest day 5 and serious symptoms on day 12. There were significant changes in chlorophyll fluorescence kinetics, mainly manifesting as a decrease in the Fv/Fm value and an increase in nonphotochemical quenching, during the yellowing process. Transcriptome sequencing profiles from samples of fresh broccoli and broccoli with slight and severe yellowing revealed 6, 5, and 4 differentially expressed genes involved in chlorophyll metabolism, carotenoid biosynthesis, and flavonoid biosynthesis, respectively. The transcription factor gene ontology categories showed that the MYB, bHLH, and bZip gene families were involved in chlorophyll metabolism. In addition, the transcription factor families included NACs and ethylene response factors (ERFs) that regulated carotenoid biosynthesis. Reverse transcription polymerase chain reaction further confirmed that bHLH66, PIF4, LOB13, NAC92, and APL were vital transcription factors that potentially regulated the CAO and HYD genes and were involved in chlorophyll metabolism and the carotenoid biosynthetic process. The flavonoid biosynthetic pathway was mainly regulated by MYBs, NACs, WRKYs, MADSs, and bZips. The results of the differentially expressed gene (DEG) and pigment content analyses indicated that the transcriptome data were accurately and positively associated with broccoli yellowing.Entities:
Keywords: Plant molecular biology; Transcriptomics
Year: 2019 PMID: 31231532 PMCID: PMC6544632 DOI: 10.1038/s41438-019-0155-1
Source DB: PubMed Journal: Hortic Res ISSN: 2052-7276 Impact factor: 6.793
Fig. 1Chlorophyll fluorescence imaging of broccoli.
a−c The sensory images obtained during broccoli yellowing. d−i Fluorescence images corresponding to the Fv/Fm (d−f) and NPQ (g−i) values. The images in (d−i) were normalized to a false color bar. Determination of the Fv/Fm ratio was carried out on dark-adapted broccoli for 15 min, while NPQ analysis was conducted at the optimum light saturation intensity
Differentially expressed transcription factors (TFs) in broccoli
| DEG set | TF family | Number of DEGs | Upregulated | Downregulated | Description |
|---|---|---|---|---|---|
| 0 d vs. 5 d | AP2/ERF | 50 | 14 | 36 | Ethylene-responsive transcription factor |
| B3 | 27 | 3 | 24 | B3 DNA-binding domain | |
| bHLH | 46 | 16 | 30 | Helix-loop-helix DNA-binding domain | |
| bZip | 17 | 9 | 8 | Basic region leucine zipper | |
| C2C2 | 34 | 11 | 23 | Zinc finger protein | |
| C2H2 | 12 | 6 | 6 | Zinc finger C2H2 domain-containing protein | |
| C3H | 7 | 3 | 4 | Zinc finger CCCH domain-containing protein | |
| HB-HD | 25 | 9 | 16 | Homeobox domain | |
| HSF | 5 | 5 | 0 | Heat stress transcription factor | |
| LOB | 12 | 11 | 1 | LOB domain-containing protein | |
| MADS | 11 | 6 | 5 | SRF-type transcription factor | |
| MYB | 68 | 41 | 27 | MYB-related protein | |
| NAC | 57 | 47 | 10 | NAC domain-containing protein | |
| WRKY | 42 | 31 | 11 | WRKY DNA -binding domain | |
| other TFs | 48 | 30 | 18 | ||
| total | 461 | 242 | 219 | ||
| 5 d vs. 12 d | AP2/ERF | 16 | 6 | 10 | Ethylene-responsive transcription factor |
| B3 | 2 | 2 | 0 | B3 DNA-binding domain | |
| bHLH | 14 | 6 | 8 | Helix-loop-helix DNA-binding domain | |
| bZip | 4 | 3 | 1 | Basic region leucine zipper | |
| C2C2 | 8 | 8 | 0 | Zinc finger protein | |
| C2H2 | 1 | 0 | 1 | Zinc finger C2H2 domain-containing protein | |
| C3H | 1 | 1 | 0 | Zinc finger CCCH domain-containing protein | |
| HB-HD | 3 | 2 | 1 | Homeobox domain | |
| HSF | 3 | 2 | 1 | Heat stress transcription factor | |
| LOB | 0 | 0 | 0 | LOB domain-containing protein | |
| MADS | 1 | 1 | 0 | SRF-type transcription factor | |
| MYB | 10 | 6 | 4 | MYB-related protein | |
| NAC | 4 | 1 | 3 | NAC domain-containing protein | |
| WRKY | 21 | 5 | 16 | WRKY DNA -binding domain | |
| other TFs | 29 | 8 | 21 | ||
| Total | 117 | 51 | 66 |
FDR < 0.05 and | log2 (fold change) | ≥ 1 were set as the threshold values for significantly different expression
Fig. 2Transcriptional profiling of differentially expressed genes (DEGs) associated with pigment metabolism in broccoli during yellowing.
The mean FPKM (fragments per kilobase of transcript per million mapped reads) values for the DEGs were calculated from three biological replicates for each sampling point (0, 5, and 12 d post harvest). The progression of the color scale from blue to red represents an increase in the FPKM values. a The DEGs involved in chlorophyll metabolism. ALAS 5-aminolevulinate synthase, ALAD porphobilinogen synthase, HMBS hydroxymethylbilane synthase, UROS uroporphyrinogen-III synthase; UROD uroporphyrinogen decarboxylase, CHLI magnesium chelatase subunit I, HO1 heme oxygenase 1, CHLM magnesium-protoporphyrin O-methyltransferase, CAO chlorophyllide a oxygenase; HEMF coproporphyrinogen III oxidase, DVR divinyl chlorophyllide a 8-vinyl-reductase, FECH protoporphyrin/coproporphyrin ferrochelatase, PPOX protoporphyrinogen/coproporphyrinogen III oxidase, NYC1 chlorophyll(ide) b reductase, ACSF magnesium-protoporphyrin IX monomethyl ester (oxidative) cyclase, POR protochlorophyllide reductase, CHLG chlorophyll/bacteriochlorophyll a synthase. b The DEGs involved in carotenoid biosynthesis. PSY phytoene synthase, ZDS ζ-carotene desaturase, LCYB lycopene β-cyclase, LCYE lycopene ε-cyclase, HYD β-carotene 3-hydroxylase, ZEP zeaxanthin epoxidase, VDE violaxanthin de-epoxidase, LUT1 carotene epsilon-monooxygenase, LUT5 beta-ring hydroxylase, PDS 15-cis-phytoene desaturase, CRTISO prolycopene isomerase, CCS capsanthin/capsorubin synthase. c The DEGs involved in flavonoid biosynthesis. 4CL 4-coumarate CoA ligase, CHS chalcone synthase, CHI chalcone isomerase, F3H flavanone 3-hydroxylase, F3′5′H flavonoid 3′,5′-hydroxylase, LAR leucocyanidin reductase, F3′H flavonoid 3′-hydroxylase, FLS flavonol synthase, DFR dihydroflavonol 4-reductase, ANS anthocyanidin synthase
Details of yellowing-related gene ontology (GO) categories
| Set | Pathway | Name | Accession | Ontology | TFs |
|---|---|---|---|---|---|
| 0 d vs. 5 d | Chlorophyll metabolism | Chlorophyll biosynthetic process | GO:0015995 | Biological process | ATHB16, ATHB5, PHL6, C3H20, ATHB12, ATHB21, ATHB7 |
| Chlorophyll catabolic process | GO:0015996 | bHLH66, PIF4, PIF5, LOB13, NAC92, APL | |||
| Regulation of chlorophyll biosynthetic process | GO:0010380 | bHLH66, PIF4, APL, KAN2, LOB13, ARR18, ARR1, GATA6, NAC92, ARR11 | |||
| Carotenoid biosynthetic | Carotenoid biosynthetic process | GO:0016117 | bHLH66, PIF4, CRABS CLAW, LOB13, SCREAM2, NAC92, ATHB9, ERF112, APL | ||
| Positive regulation of carotenoid biosynthetic process | GO:1904143 | ARF18, OFP15, ERF16, ARF11, NAC41, NAC83 | |||
| Negative regulation of carotenoid biosynthetic process | GO:1904142 | PHL13, APL, ERF5, TINY, WRKY48, MYB4, ERF112 | |||
| Flavonoid biosynthetic | Flavonoid biosynthetic process | GO:0009813 | Y-subunit A-4, MYB62, MYB108, MYB308 | ||
| Positive regulation of flavonoid biosynthetic process | GO:0009963 | NAC83, MYC2 | |||
| Anthocyanin-containing compound biosynthetic process | GO:0009718 | JUNGBRUNNEN 1, WRKY28, WRKY57, bHLH70 | |||
| Regulation of anthocyanin biosynthetic process | GO:0031540 | CPC, MYB117, MADS8,MYB114 | |||
| Anthocyanin accumulation in tissues in response to UV light | GO:0043481 | HDG1, HDG5, AGL9, SOC1 | |||
| Regulation of anthocyanin metabolic process | GO:0031537 | ARR11, APL | |||
| 5 d vs. 12 d | Chlorophyll metabolism | Chlorophyll biosynthetic process | GO:0015995 | Biological process | ATHB122, ATHB20, HAT5 |
| Chlorophyll catabolic process | GO:0015996 | bHLH66, PIF4, PIF5, NAC92, HFRI, LOB13, APL | |||
| Regulation of chlorophyll biosynthetic process | GO:0010380 | bHLH66, PIF4, GLK1, GATA21, ARR20, APL, ARR1, LOB13, NAC92 | |||
| Carotenoid biosynthetic | Carotenoid biosynthetic process | GO:0016117 | bHLH66, NAC92, PIF4, ERF112, LOB13, APL | ||
| Positive regulation of carotenoid biosynthetic process | GO:1904143 | ARF18, TEM1, ARF11, NAC76, RAV1 | |||
| Negative regulation of carotenoid biosynthetic process | GO:1904142 | TAG2, RAX2, APL, WRKY58, HAT5, ERF105 | |||
| Flavonoid biosynthetic | Flavonoid biosynthetic process | GO:0009813 | MYB108, RAX2, MYB306, MYB308 | ||
| Positive regulation of flavonoid biosynthetic process | GO:0009963 | ARR9, bHLH28, TEM1, RAV1, WRKY8, JUNGBRUNNEN 1 | |||
| Anthocyanin-containing compound biosynthetic process | GO:0009718 | WRKY8, JUNGBRUNNEN 1, WRKY28, bHLH41, bHLH28 | |||
| Regulation of anthocyanin biosynthetic process | GO:0031540 | MYB114 | |||
| Anthocyanin accumulation in tissues in response to UV light | GO:0043481 | AGL9 | |||
| Regulation of anthocyanin metabolic process | GO:0031537 | GLK1, ARR9, APRR1, ARR1, APL |
Evolution of pigment contents in broccoli during yellowing
| Pigment content | Storage time (d) | ||
|---|---|---|---|
| 0 d | 5 d | 12 d | |
| Chlorophyll content | |||
| Chlorophyll | 1.12 ± 0.31a | 0.77 ± 0.26b | 0.50 ± 0.21c |
| Chlorophyll | 0.23 ± 0.11b | 0.38 ± 0.10a | 0.18 ± 0.06c |
| Carotenoid content | |||
| Zeaxanthin (mg/kg) | 1.08 ± 0.05c | 2.12 ± 0.81b | 3.64 ± 1.01a |
| β-Carotene (mg/kg) | 3.81 ± 1.14c | 7.24 ± 2.26b | 20.16 ± 6.02a |
| Lutein (mg/kg) | 5.62 ± 1.02b | 6.12 ± 2.11b | 10.01 ± 2.54a |
| β-Cryptoxanthin (μg/kg) | 14.21 ± 2.12c | 26.18 ± 5.17b | 210.4 ± 16.20a |
| Flavonoid content | |||
| Flavonoids (μg/kg) | 15.72 ± 2.62a | 12.41 ± 2.07b | 13.66 ± 3.28b |
The values represent the means ± standard deviations of three experiments, each with three biological replicates (n = 9). The different letters within the rows indicate significant differences among different storage times (P < 0.05)
Fig. 3Comparison of mRNA-seq and RT-PCR analyses for 21 differentially expressed genes (DEGs) during broccoli yellowing.
a−u DEGs associated with chlorophyll metabolism (a−f), carotenoid biosynthesis (g−k), or flavonoid biosynthesis (l−o) and TFs (p−u). The relative expression levels are plotted as FPKM values. The different letters indicate significant differences among the different sampling points (P < 0.05), and the error bars indicate the standard deviations