| Literature DB >> 30792870 |
Lixiao Yao1,2, Qibin Yu2, Ming Huang2, Weilun Hung2, Jude Grosser2, Shanchun Chen1, Yu Wang2, Frederick G Gmitter2.
Abstract
Orange fruit from trees infected by 'Candidatus Liberibacter asiaticus' (CaLas) often do not look fully mature and exhibit off-flavours described as bitter, harsh, and metallic rather than juicy and fruity. Although previous studies have been carried out to understand the effect of CaLas on the flavour of orange juice using metabolomic methods, the mechanisms leading to the off-flavour that occurs in Huanglongbing (HLB)-symptomatic fruit are not well understood. In this study, fruits were collected from symptomatic and healthy Valencia sweet orange (Citrus sinensis) trees grafted on Swingle (C. paradisi X Poncirus trifoliata) rootstock. Isobaric tags for relative and absolute quantification (iTRAQ) and gas chromatography-mass spectrometry (GC-MS) were used to measure the proteins, sugars, organic acids, amino acids, and volatile terpenoids. The results showed that most of the differentially expressed proteins involved in glycolysis, the tricarboxylic acid (TCA) cycle and amino-acid biosynthesis were degraded, and terpenoid metabolism was significantly downregulated in the symptomatic fruit. Valencene, limonene, 3-carene, linalool, myrcene, and α-terpineol levels were significantly lower in fruit from CaLas-infected trees than from healthy trees. Similar phenomena were observed for sucrose and glucose. Our study indicated that off-flavour of symptomatic fruit was associated with a reduction in the levels of terpenoid products and the downregulation of proteins in glycolysis, the TCA cycle, and the terpenoid biosynthesis pathway.Entities:
Year: 2019 PMID: 30792870 PMCID: PMC6375920 DOI: 10.1038/s41438-018-0109-z
Source DB: PubMed Journal: Hortic Res ISSN: 2052-7276 Impact factor: 6.793
Fig. 1HLB-symptomatic (A) and healthy (B) fruits from Valencia grafted on Swingle rootstock
Fig. 2Metabolism overview in MapMan depicting differential protein expression between symptomatic and healthy fruits. Log-fold ratio was shown as a gradient of red (upregulated) and green (downregulated)
Downregulated proteins involved in carbohydrate metabolism in symptomatic versus healthy Valencia orange fruit
| Citrus ID | TAIR code | Protein symbol | Description | Enzyme no. | SS:HS | |
|---|---|---|---|---|---|---|
| gi|568823164 | AT1G54220 | MTE2-3 | Mitochondrial pyruvate dehydrogenase subunit 2-3 | EC 2.3.1.12 | 0.62 | 1.34E–03 |
| gi|568828917 | AT2G01140 | FBA3 | Fructose-bisphosphate aldolase 3 | EC 4.1.2.13 | 0.57 | 1.16E–04 |
| gi|568831440 | AT5G40760 | G6PD6 | Glucose-6-phosphate dehydrogenase 6 | EC 1.1.1.49 | 0.52 | 1.55E–02 |
| gi|568831566 | AT3G01850 | F28J7.18 | Ribulose-phosphate 3-epimerase | EC 5.1.3.1 | 0.65 | 1.13E–02 |
| gi|568833896 | AT1G71170 | F23N20.16 | 6-Phosphogluconate dehydrogenase-like protein | EC 1.1.1.44 | 0.56 | 1.83E–04 |
| gi|568836722 | AT4G37870 | PCK1 | Phosphoenolpyruvate carboxykinase 1 | EC 4.1.1.49 | 0.58 | 2.19E–02 |
| gi|568837718 | AT5G52560 | USP | UDP-sugar pyrophosphorylase | EC 2.7.7.64 | 0.47 | 4.50E–02 |
| gi|568840482 | AT5G38410 | MXI10.13 | Ribulose bisphosphate carboxylase small chain 3B | EC 4.1.1.39 | 0.55 | 9.42E–03 |
| gi|568845013 | AT4G10960 | UGE5 | UDP- | EC 5.1.3.2 | 0.51 | 2.93E–02 |
| gi|568849997 | AT3G59480 | FRK3 | Fructokinase 3 | EC 2.7.1.4 | 0.55 | 1.02E–04 |
| gi|568855816 | AT5G03290 | IDH-V | NAD + -dependent isocitric dehydrogenase V | EC 1.1.1.41 | 0.55 | 1.28E–03 |
| gi|568856679 | AT2G36530 | ENO2 | Enolase 2 | EC 4.2.1.11 | 0.62 | 1.85E–10 |
| gi|568864726 | AT1G74030 | ENO1 | Enolase 1 | EC 4.2.1.11 | 0.59 | 3.20E–02 |
| gi|568868208 | AT2G21170 | TPI | Triosephosphate isomerase | EC 5.3.1.1 | 0.58 | 7.45E–04 |
| gi|568870281 | AT3G55440 | TPI | Triosephosphate isomerase | EC 5.3.1.1 | 0.61 | 1.28E–02 |
| gi|568870518 | AT2G29560 | ENOC | Cytosolic enolase 3 | EC 4.2.1.11 | 0.64 | 6.79E–03 |
| gi|568881904 | AT1G56190 | PGK2 | Phosphoglycerate kinase | EC 2.7.2.3 | 0.55 | 8.96E–03 |
| gi|568881906 | AT1G79550 | PGK3 | Phosphoglycerate kinase | EC 2.7.2.3 | 0.55 | 5.80E–06 |
| gi|568883658 | AT1G65930 | cICDH | Cytosolic NADP + -dependent isocitrate dehydrogenase | EC 1.1.1.42 | 0.58 | 2.47E–02 |
| gi|572152874 | AT1G53310 | PPC1 | Phosphoenolpyruvate carboxylase 1 | EC 4.1.1.31 | 0.62 | 4.57E–04 |
| gi|641829225 | AT3G15020 | mMDH2 | Mitochondrial malate dehydrogenase 2 | EC 1.1.1.37 | 0.64 | 1.03E–04 |
| gi|641838381 | AT5G17310 | UGP2 | UDP-glucose pyrophosphorylase 2 | EC 2.7.7.9 | 0.57 | 2.46E–11 |
| gi|641838649 | AT1G04410 | c-NAD-MDH1 | Cytosolic-NAD-dependent malate dehydrogenase 1 | EC 1.1.1.37 | 0.64 | 1.10E–04 |
| gi|641839211 | AT5G13420 | TRA2 | Transaldolase 2 | EC 2.2.1.2 | 0.55 | 8.15E–04 |
| gi|641841250 | AT5G51830 | FRK7 | Fructokinase 7 | EC 2.7.1.4 | 0.60 | 3.11E–03 |
| gi|641841327 | AT1G08110 | GLYI2 | Glyoxalase I2 | EC 4.4.1.5 | 0.66 | 3.00E–02 |
| gi|641842093 | AT3G52990 | AT3G52990 | Pyruvate kinase | EC 2.7.1.40 | 0.60 | 1.30E–02 |
| gi|641847603 | AT1G67280 | GLYI6 | Glyoxalase I6 | EC 4.4.1.5 | 0.66 | 1.70E–02 |
| gi|641847704 | AT2G19860 | HXK2 | Hexokinase | EC 2.7.1.1 | 0.64 | 1.68E–02 |
| gi|641849423 | AT4G35260 | IDH1 | NAD + -dependent isocitrate dehydrogenase 1 | EC 1.1.1.41 | 0.57 | 4.29E–02 |
| gi|641851263 | AT1G68750 | PPC4 | Phosphoenolpyruvate carboxylase 4 | EC 4.1.1.31 | 0.63 | 3.05E–02 |
| gi|641851457 | AT1G13700 | PGL1 | 6-Phosphogluconolactonase 1 | EC 3.1.1.31 | 0.54 | 3.89E–03 |
| gi|641853224 | AT1G48030 | mtLPD1 | Mitochondrial lipoamide dehydrogenase 1 | EC 1.8.1.4 | 0.65 | 5.78E–05 |
| gi|641853915 | AT5G15490 | UGD3 | UDP-glucose dehydrogenase | EC 1.1.1.22 | 0.58 | 2.33E–02 |
| gi|641854939 | AT3G14310 | PME3 | Pectin methylesterase 3 | EC 3.1.1.11 | 0.62 | 7.18E–05 |
| gi|641859572 | AT1G11840 | GLYI3 | Glyoxalase I3 | EC 4.4.1.5 | 0.43 | 2.84E–02 |
| gi|641862435 | AT4G24620 | PGI1 | Plastid phospho-glucose (Glc) isomerase | EC 5.3.1.9 | 0.55 | 7.70E–04 |
| gi|641863965 | AT1G59900 | E1 ALPHA | Pyruvate dehydrogenase complex E1 alpha subunit | EC 1.2.4.1 | 0.61 | 4.08E–03 |
| gi|641864450 | AT5G50850 | MAB1 | Pyruvate dehydrogenase E1 beta | EC 1.2.4.1 | 0.57 | 8.81E–03 |
| gi|641865848 | AT5G42740 | MJB21.12 | Glucose-6-phosphate isomerase | EC 5.3.1.9 | 0.54 | 4.45E–04 |
| gi|641866581 | AT1G76550 | F14G6.15 | Pyrophosphate:fructose-6-phosphate 1-phosphotransferase | EC 2.7.1.90 | 0.52 | 2.58E–07 |
| gi|641867382 | AT4G00570 | NAD-ME2 | NAD-dependent malic enzyme 2 | EC 1.1.1.39 | 0.55 | 2.68E–04 |
| gi|641867393 | AT2G45790 | PMM | Phosphomannomutase | EC 5.4.2.8 | 0.52 | 2.41E–03 |
| gi|641868430 | AT2G47510 | FUM1 | Fumarate hydratase 1 | EC 4.2.1.2 | 0.53 | 7.83E–04 |
| gi|641868466 | AT4G02280 | SUS3 | Sucrose synthase 3 | EC 2.4.1.13 | 0.61 | 4.51E–03 |
SS symptomatic fruit samples, HS healthy fruit samples
Fig. 3Downregulated proteins in the sugar and organic acid metabolism in HLB symptomatic fruit compared with healthy fruit. Green squares indicated the downregulated enzymes. The levels of some enzymes involved in the glyceraldehyde-3P and pyruvate pathways were decreased in the HLB-symptomatic fruit
Differentially regulated enzymes (proteins) involved in amino-acid metabolism in symptomatic versus healthy Valencia orange fruit
| Citrus ID | TAIR code | Protein symbol | Description | Enzyme no. | SS:HS | |
|---|---|---|---|---|---|---|
| gi|568821659 | AT1G80560 | IMD2 | 3-Isopropylmalate dehydrogenase 2 | EC 1.1.1.85 | 0.66 | 3.20E–03 |
| gi|568825237 | AT5G66120 | K2A18.20 | Putative 3-dehydroquinate synthase | EC 4.2.3.4 | 0.55 | 2.42E–04 |
| gi|568825398 | AT2G17630 | PSAT2 | Pyridoxal phosphate-dependent transferase | EC 2.6.1.52 | 0.66 | 2.54E–02 |
| gi|568867337 | AT1G49820 | MTK | 5-Methylthioribose kinase | EC 2.7.1.100 | 0.63 | 7.61E–03 |
| gi|568875049 | AT5G52810 | SARD4 | NAD(P)-binding Rossmann-fold superfamily protein | EC 4.3.1.12 | 0.56 | 4.07E–02 |
| gi|568876134 | AT3G61440 | CYSC1 | Cysteine synthase C1 | EC 2.5.1.47 | 0.54 | 1.94E–02 |
| gi|568881821 | AT1G79440 | ALDH5F1 | Succinate-semialdehyde dehydrogenase | EC 1.2.1.16 | 0.58 | 1.46E–02 |
| gi|641821618 | AT2G31570 | GPX2 | Glutathione peroxidase 2 | EC 1.11.1.9 | 0.64 | 4.29E–02 |
| gi|641823192 | AT3G17760 | GAD5 | Glutamate decarboxylase 5 | EC 4.1.1.15 | 0.64 | 4.45E–04 |
| gi|641823815 | AT4G13940 | MEE58 | EC 3.3.1.1 | 0.64 | 1.43E–03 | |
| gi|641831913 | AT5G48220 | MIF21.11 | Aldolase-type TIM barrel family protein | EC 4.1.1.48 | 0.57 | 1.88E–05 |
| gi|641833609 | AT4G24830 | F6I7.40 | Argininosuccinate synthase | EC 6.3.4.5 | 0.49 | 3.92E–02 |
| gi|641838358 | AT1G65820 | F1E22.17 | Putative glutathione | EC 1.11.1.9 | 0.61 | 2.68E–02 |
| gi|641841873 | AT1G14810 | F10B6.22 | Aspartate semialdehyde dehydrogenase | EC 1.2.1.11 | 0.64 | 3.17E–02 |
| gi|641842227 | AT3G24170 | GR1 | Glutathione-disulphide reductase 1 | EC 1.8.1.7 | 0.50 | 2.37E–02 |
| gi|641848539 | AT4G31870 | GPX7 | Glutathione peroxidase 7 | EC 1.11.1.9 | 0.53 | 2.21E–02 |
| gi|641849692 | AT3G54640 | TSA1 | Alpha-tryptophan synthase | EC 4.2.1.20 | 0.65 | 3.45E–02 |
| gi|641855678 | AT5G43850 | ARD4 | Acireductone dioxygenase 4 | EC 1.13.11.54 | 0.65 | 3.13E–02 |
| gi|641859599 | AT1G11860 | F12F1.30 | Aminomethyltransferase | EC 2.1.2.10 | 0.48 | 3.54E–02 |
| gi|641859748 | AT1G12050 | FAH | Putative fumarylacetoacetase | EC 3.7.1.2 | 0.54 | 6.07E–04 |
| gi|641862021 | AT1G44820 | T12C22.9 | Peptidase M20/M25/M40 family protein | EC 3.5.1.14 | 0.57 | 2.13E–02 |
| gi|641862593 | AT5G26780 | SHM2 | Serine hydroxymethyltransferase 2 | EC 2.1.2.1 | 0.57 | 2.13E–02 |
SS symptomatic fruit samples, HS healthy fruit samples
Differentially regulated enzymes (proteins) involved in terpenoid metabolism in symptomatic versus healthy Valencia orange fruit
| Citrus ID | TAIR code | Protein symbol | Protein description | Enzyme no. | SS:HS | |
|---|---|---|---|---|---|---|
| gi|568833221 | AT2G02500 | IspD | 2-C-methyl- | EC 2.7.7.60 | 0.62 | 3.19E–03 |
| gi|568858669 | AT3G63520 | CCD1 | 9-Cis-epoxycarotenoid dioxygenase | EC 1.13.11.51 | 0.57 | 4.05E–02 |
| gi|568869804 | AT5G60600 | IspG | Hydroxy-2-methyl-2-butenyl 4-diphosphate (HMBPP) synthase | EC 1.17.7.1 | 0.63 | 8.95E–03 |
| gi|641835071 | AT5G16440 | IDI1 | Isopentenyl diphosphate delta-isomerase I | EC 5.3.3.2 | 1.69 | 2.78E–05 |
| gi|641840281 | AT4G17190 | FPS2 | Farnesyl diphosphate synthase | EC 2.5.1.10 | 0.57 | 6.89E–05 |
SS symptomatic fruit samples, HS healthy fruit samples
Fig. 4Downregulated proteins in the pectin metabolism in the HLB-symptomatic fruit compared with healthy fruit. Green squares indicated the downregulated enzymes. UGD UDP-glucose dehydrogenase, UGE UDP-d-glucose 4-epimerase, PME pectin methylesterase
Fig. 5Differentially expressed monoterpene and sesquiterpene metabolism proteins in the HLB-symptomatic fruit compared with those in the healthy control. Green squares indicated the decreased enzymes. Red squares indicated the increased enzymes. DXP 1-deoxy-d-xylulose 5-phosphate, MEP 2-C-methyl-d-erythritol-4-phosphate, CDP-ME 4-diphosphocytidyl-2-C-methyl-d-erythritol, MEcPP 2-C-methyl-d-erythritol 2,4-cyclodiphosphate, HMBPP 1-hydroxy-2-methyl-2-butenyl 4-diphosphate, DMAPP dimethylallyl diphosphate, IPP isopentenyl diphosphate, GPP geranyl pyrophosphate, FPP farnesyl pyrophosphate
Non-volatile compound content in symptomatic and healthy Valencia orange fruit
| TMS derivative (µg g–1) | Rt (min) | Ion model (m/z) | Healthy fruits | Symptomatic fruits | |
|---|---|---|---|---|---|
| Sugars | |||||
| Arabinose (TMS)4 | 29.37 | 307 | 1.99 ± 0.39 | 2.36 ± 1.24 | 6.44E–01 |
| Fructose (TMS)5 | 34.87/35.13 | 307 | 344.81 ± 14.02 | 290.44 ± 35.07 | 6.73E–02 |
| Glucose (TMS)5 | 35.47/35.85 | 319 | 263.22 ± 10.38 | 210.59 ± 20.79 | 1.72E–02 |
| Mannitol (TMS)6 | 36.21 | 319 | 1.33 ± 0.13 | 1.84 ± 0.78 | 3.31E–01 |
| Myo-inositol (TMS)6 | 39.81 | 305 | 102.25 ± 6.45 | 96.87 ± 5.12 | 3.21E–01 |
| Ribose (TMS)4 | 29.79 | 307 | 0.42 ± 0.03 | 0.54 ± 0.11 | 1.25E–01 |
| Sucrose (TMS)8 | 51.29 | 361 | 379.52 ± 24.37 | 277.33 ± 47.93 | 3.02E–02 |
| | 29.22 | 307 | 3.36 ± 0.58 | 2.95 ± 0.14 | 3.01E–01 |
| Organic acids | |||||
| Citric acid (TMS)4 | 33.28 | 273 | 144.80 ± 8.10 | 135.38 ± 11.97 | 3.60E–01 |
| Fumaric acid (TMS)2 | 19.12 | 245 | 0.07 ± 0.01 | 0.10 ± 0.00 | 3.54E–03 |
| Malic acid (TMS)3 | 23.96 | 245 | 66.29 ± 9.75 | 60.19 ± 3.14 | 3.61E–01 |
| Quinic acid (TMS)5 | 34.45 | 345 | 13.91 ± 0.69 | 16.69 ± 0.28 | 2.99E–03 |
| Succinic acid (TMS)2 | 18.08 | 247 | 0.32 ± 0.04 | 0.49 ± 0.13 | 8.30E–02 |
| Amino acids | |||||
| | 10.55 | 116 | 0.74 ± 0.07 | 0.82 ± 0.05 | 1.94E–01 |
| | 29.13 | 232 | 7.29 ± 2.94 | 16.62 ± 12.73 | 2.84E–01 |
| | 24.89 | 188 | 9.29 ± 2.38 | 8.99 ± 8.23 | 9.55E–01 |
| | 27.70 | 246 | 3.45 ± 0.61 | 2.98 ± 1.47 | 6.34E–01 |
| Glycine (TMS)3 | 17.83 | 174 | 0.91 ± 0.09 | 1.20 ± 0.25 | 1.39E–01 |
| | 16.75 | 158 | 0.04 ± 0.01 | 0.07 ± 0.02 | 1.07E–01 |
| | 27.64 | 218 | 0.71 ± 0.14 | 1.28 ± 0.59 | 1.80E–01 |
| | 17.43 | 142 | 6.51 ± 1.21 | 7.84 ± 2.16 | 4.03E–01 |
| | 19.91 | 204 | 0.76 ± 0.03 | 1.32 ± 0.36 | 5.31E–02 |
| | 20.78 | 101 | 0.06 ± 0.00 | 0.19 ± 0.08 | 5.84E–02 |
| | 42.15 | 202 | 0.18 ± 0.05 | 0.30 ± 0.20 | 3.85E–01 |
| | 14.72 | 144 | 0.25 ± 0.03 | 0.30 ± 0.04 | 1.56E–01 |
Rt retention time
Monoterpenoids and valencene content in symptomatic and healthy Valencia orange fruit
| Concentration (µg g–1) | RI | Healthy fruits | Symptomatic fruits | |
|---|---|---|---|---|
| ( + )-Valencene | 1023.20 | 1248.06 ± 486.29 | 266.31 ± 67.67 | 1.06E–01 |
| 3-Carene | 1156.40 | 25.17 ± 0.04 | 3.22 ± 0.36 | 1.35E–04 |
| Limonene | 1202.64 | 42,458.08 ± 8754.63 | 7519.50 ± 2432.43 | 3.22E–02 |
| Linalool | 1528.46 | 187.30 ± 30.2 | 42.02 ± 22.22 | 3.17E–02 |
| Myrcene | 1539.75 | 854.79 ± 94.58 | 123.69 ± 44.08 | 1.00E–02 |
| α-Pinene | 1678.32 | 240.56 ± 80.62 | 54.54 ± 3.86 | 8.26E–02 |
| α-Terpineol | 1710.00 | 120.47 ± 21.85 | 33.53 ± 2.20 | 3.04E–02 |
RI retention index