| Literature DB >> 32010173 |
Xiaoman Zhao1,2, Si Chen1,2, Shanshan Wang2, Wenna Shan1,2, Xiaxia Wang2, Yuzhen Lin2, Feng Su3, Zhenbiao Yang2,4, Xiaomin Yu2.
Abstract
Tea green leafhopper [Empoasca (Matsumurasca) onukii Matsuda] is one of the most devastating pests of tea plants (Camellia sinensis), greatly impacting tea yield and quality. A thorough understanding of the interactions between the tea green leafhopper and the tea plant would facilitate a better pest management. To gain more insights into the molecular and biochemical mechanisms behind their interactions, a combined analysis of the global transcriptome and metabolome reconfiguration of the tea plant challenged with tea green leafhoppers was performed for the first time, complemented with phytohormone analysis. Non-targeted metabolomics analysis by ultra-performance liquid chromatography quadrupole time-of-flight mass spectrometry (UPLC-QTOF MS), together with quantifications by ultra-performance liquid chromatography triple quadrupole mass spectrometry (UPLC-QqQ MS), revealed a marked accumulation of various flavonoid compounds and glycosidically bound volatiles but a great reduction in the level of amino acids and glutathione upon leaf herbivory. RNA-Seq data analysis showed a clear modulation of processes related to plant defense. Genes pertaining to the biosynthesis of phenylpropanoids and flavonoids, plant-pathogen interactions, and the biosynthesis of cuticle wax were significantly up-regulated. In particular, the transcript level for a CER1 homolog involved in cuticular wax alkane formation was most drastically elevated and an increase in C29 alkane levels in tea leaf waxes was observed. The tea green leafhopper attack triggered a significant increase in salicylic acid (SA) and a minor increase in jasmonic acid (JA) in infested tea leaves. Moreover, transcription factors (TFs) constitute a large portion of differentially expressed genes, with several TFs families likely involved in SA and JA signaling being significantly induced by tea green leafhopper feeding. This study presents a valuable resource for uncovering insect-induced genes and metabolites, which can potentially be used to enhance insect resistance in tea plants.Entities:
Keywords: RNA-Seq; defense response; hormone signaling; metabolomics; plant-herbivore interaction; tea green leafhopper
Year: 2020 PMID: 32010173 PMCID: PMC6978701 DOI: 10.3389/fpls.2019.01705
Source DB: PubMed Journal: Front Plant Sci ISSN: 1664-462X Impact factor: 5.753
Figure 1PCA analysis of tea leaves exposed to tea green leafhopper attack and mechanical damage. (A) PCA score plot for tea samples based on 2,381 molecular features detected in ESI+. (B) PCA score plot for tea samples based on 906 molecular features detected in ESI-. R2X, explained variation. PC1, the first principal component. PC2, the second principal component. For tea samples with different treatments, three biological replicates were prepared, where one replicate was a pool of collected materials from different tea plants. LD, tea green leafhopper-infested leaves; MD, mechanically damaged leaves; CK, undamaged control.
Tentative assignments of differentially expressed metabolites in tea plants in response to tea green leafhopper attack and mechanical damage by UPLC-QTOF MS and UPLC-QqQ MS.
| Tentative assignments | Metabolite class | RT (min) | Formula | Detected [M − H]− ( | Theoretical [M − H]− ( | ΔMass (ppm) | MS/MS fragments | Reference |
|---|---|---|---|---|---|---|---|---|
| L-theanine | Amino acids and peptides | 1.40 | C7H14N2O3 | 173.0926 | 173.0926 | 0.00 | 155.0818, 128.0350 | Authentic standard |
| Glutathione | Amino acids and peptides | 1.53 | C10H17N3O6S | 306.0757 | 306.0760 | -0.98 | 272.0881, 254.0775, 230.9514, 210.0878 | Authentic standard |
| Methyl 6- | Hydrolysable tannins | 3.65 | C14H18O10 | 345.0819 | 345.0822 | -0.87 | 225.0394, 183.0288 | ( |
| EGC | Flavanols | 4.91 | C15H14O7 | 305.0666 | 305.0661 | -1.64 | 219.0655, 179.0348, 165.0191, 137.0243, 125.0242 | Authentic standard |
| Benzyl | Glycosidically bound volatiles | 6.02 | C18H26O10 | 403.1585 | 403.1604 | -4.71 | 245.0448 | ( |
| EGC-ECG dimer | Proanthocyanidins | 6.04 | C37H30O17 | 745.1409 | 745.1405 | 0.54 | 611.1611, 407.0757, 289.0708, 149.0238 | ( |
| Isovitexin glucoside | Flavone glycosides | 6.05 | C27H30O15 | 595.1649 | 595.1663 | -2.36 | 433.1119, 313.0699 | ( |
| Carthamidin 6,7-diglucoside | Flavanone glycosides | 6.05 | C27H32O16. | 611.1615 | 611.1612 | 0.49 | 329.0963, 149.0292 | ( |
| Naringenin diglucoside | Flavanone glycosides | 6.13 | C27H32O15 | 595.1660 | 595.1663 | -0.50 | 475.1215 | ( |
| EC | Flavanols | 6.25 | C15H14O6 | 289.0713 | 289.0712 | 0.35 | 245.0813, 203.0704, 137.0238, 123.0445 | Authentic standard |
| EGCG | Flavanols | 6.34 | C22H18O11 | 457.0776 | 457.0771 | 1.09 | 305.0666, 169.0142, 125.0240 | Authentic standard |
| EC-ECG dimer | Proanthocyanidins | 6.45 | C37H30O16 | 731.1590 | 731.1612 | -3.00 | 407.0726,393.0976,195.0872 | ( |
| Prodelphinidin A2 3 | Proanthocyanidins | 7.00 | C37H28O18 | 759.1224 | 759.1197 | 3.56 | 607.1103,589.0945 | ( |
| Kaempferol deoxyhexose-hexose-deoxyhexose | Flavonol glycosides | 7.34 | C33H40O19 | 739.2071 | 739.2086 | -2.03 | (ESI+) 595.1650, 433.1123, 287.0545 | ( |
| EGCG3 | Flavanols | 7.42 | C23H20O11 | 471.0929 | 471.0927 | 0.42 | 305.0663, 287.0554,183.0298,161.0238 | Authentic standard |
| Camellianin B | Flavone glycoside | 7.68 | C27H30O14 | 577.1557 | 577.1557 | 0.00 | 413.0854, 293.0438 | ( |
| L-glutamate | Amino acids and peptides | 7.73 | C5H9NO4 | 148.20 | 148.06 | / | 102.2, 84.2 | Authentic standard |
| ECG | Flavanols | 7.84 | C22H18O10 | 441.0830 | 441.0822 | 1.81 | 383.0071, 289.0717, 245.0810, 169.0139, 125.0241 | Authentic standard |
| Linalool oxide primeveroside isomer 1 | Glycosidically bound volatiles | 7.90 | C21H36O11 | 465.2334 | 465.2336 | -0.43 | 355.1716, | ( |
| Kaempferol 3- | Flavonol glycosides | 8.00 | C33H40O20 | 755.2037 | 755.2035 | 0.26 | 489.1022, 337.0912, 285.0389, 173.0446 | ( |
| Tricetin | Flavones | 8.02 | C15H10O7 | 303.0492 | 303.0505 | -4.29 | 257.0453,137.0593 | ( |
| Linalool oxide primeveroside isomer 2 | Glycosidically bound volatiles | 8.52 | C21H36O11 | 465.2323 | 465.2336 | -2.79 | 355.1715,335.0952,287.0545 | ( |
| ECG3 | Flavanols | 8.89 | C23H20O10 | 455.0981 | 455.0978 | 0.66 | 289.0717, 183.0297 | Authentic standard |
| Epiafzelechin 3-gallate | Flavanols | 8.94 | C22H18O9 | 425.0871 | 425.0873 | -0.47 | 273.0759, 255.0633 | ( |
| Linalool primeveroside | Glycodically bound volatiles | 11.47 | C21H36O10 | 447.2232 | 447.2230 | 0.45 | 493.2293 ([M+FA-H]-), 421.1704 | ( |
[M+H]+.
This letter indicates that identification of the compound was confirmed by the authentic standard.
This compound was measured on a Merck SeQuant ZIC-HILIC column (2.1 × 100 mm, 5 µm) via UPLC-QqQ MS.
Figure 2Comparisons of the relative abundance of the identified DEMs among different treatment groups. LD, tea green leafhopper-infested leaves. Kae, kaempferol; MD, mechanically damaged leaves; CK, undamaged control.
Figure 3Quantitative analysis of the changes of SA (A), JA (B) and ABA (C) contents in tea leaves from different treatment groups. Results are expressed as mean ± standard deviation (n = 3). Different letters indicate significant difference (p < 0.05) according to Tukey's HSD test. LD, tea green leafhopper-infested leaves; MD, mechanically damaged leaves; CK, undamaged control.
Figure 4Overview of tea leave transcriptome subjected to mechanical damage and tea green leafhopper infestation. (A) PCA score plot based on normalized gene count data from all samples. (B) Venn diagram showing the numbers of common and specific DEGs among different treatment groups. (C) Analysis of KEGG Orthology (KO) pathway enrichment of DEGs between MD and CK. (D) Analysis of KO pathway enrichment of DEGs between LD and CK. (E) Analysis of KO pathway enrichment of DEGs between LD and MD. The x axis in (C), (D), and (E) represents KEGG pathways while the y axis represents the -log10 (p-value). LD, tea green leafhopper-infested leaves; MD, mechanically damaged leaves; CK, undamaged control.
List of significantly up-regulated and defense-related transcripts in tea green leafhopper-infested tea leaves.
| Gene ID | Gene annotation | KO number | Fold change | |
|---|---|---|---|---|
| LD vs CK | LD vs MD | |||
| TEA024587 | phenylalanine ammonia-lyase (PAL) | K10775 | 3.15 | 2.28 |
| TEA023243 | phenylalanine ammonia-lyase (PAL) | K10775 | 1.75 | 1.17 |
| TEA014056 | phenylalanine ammonia-lyase (PAL) | K10775 | 1.50 | 1.37 |
| TEA014166 | phenylalanine ammonia-lyase (PAL) | K10775 | 1.50 | 1.21 |
| TEA034012 | 4-coumarate-CoA ligase (4CL) | K01904 | 1.64 | 1.37 |
| TEA024897 | cinnamyl alcohol dehydrogenase | K00083 | 2.90 | 2.11 |
| TEA032966 | cinnamyl alcohol dehydrogenase | K00083 | 1.54 | 1.41 |
| TEA028587 | K01188 | 2.71 | 1.39 | |
| TEA012891 | peroxidase | K00430 | 2.60 | 1.13 |
| TEA000197 | peroxidase | K00430 | 1.72 | 1.11 |
| TEA032135 | shikimate | K13065 | 2.05 | 1.57 |
| TEA030958 | caffeoyl-CoA | K00588 | 1.64 | 1.28 |
| TEA034003 | chalcone isomerase (CHI) | K01859 | 1.76 | 1.22 |
| TEA006847 | flavonoid 3'-hydroxylase (F3'H) | K05280 | 2.39 | 1.28 |
| TEA023790 | flavanone 3-hydroxylase (F3H) | K00475 | 1.94 | 1.36 |
| TEA006643 | flavonol synthase (FLS) | K05278 | 1.79 | 1.72 |
| TEA010328 | flavonol synthase (FLS) | K05278 | 5.03 | 2.95 |
| TEA032730 | dihydroflavonol 4-reductase (DFR) | K13082 | 1.80 | 1.23 |
| TEA027582 | leucoanthocyanidin reductase (LAR) | K13081 | 1.58 | 1.61 |
| TEA026040 | mitogen-activated protein kinase (MAPK) | K20536 | 7.80 | 6.57 |
| TEA007881 | calcium-binding protein CML | K13448 | 7.93 | 6.07 |
| TEA016507 | calcium-binding protein CML | K13448 | 5.39 | 2.90 |
| TEA018321 | calcium-binding protein CML | K13448 | 1.36 | 1.78 |
| TEA003470 | calcium-binding protein CML | K13448 | 1.76 | 1.54 |
| TEA006621 | calcium-dependent protein kinase | K13412 | 2.27 | 2.16 |
| TEA027737 | calcium-dependent protein kinase | K13412 | 1.86 | 1.63 |
| TEA019257 | calcium-dependent protein kinase | K13412 | 1.46 | 1.61 |
| TEA001306 | calmodulin | K02183 | 2.42 | 2.11 |
| TEA005286 | disease resistance protein RPM1 | K13457 | 2.82 | 3.34 |
| TEA002467 | transcription factor WRKY | K13424 | 5.52 | 5.51 |
| TEA007153 | RPM1-interacting protein 4 | K13456 | 1.60 | 2.66 |
| TEA023870 | chitin elicitor receptor kinase 1 | K13429 | 2.61 | 3.03 |
| TEA024230 | enhanced disease susceptibility 1 protein | K18875 | 2.30 | 2.00 |
| TEA011880 | respiratory bust oxidase | K13447 | 2.81 | 1.80 |
| TEA021188 | serine/threonine-protein kinase PBS1 | K13430 | 1.60 | 1.50 |
| TEA008365 | aldehyde decarbonylase | K15404 | 22.31 | 41.20 |
| TEA008367 | aldehyde decarbonylase | K15404 | 3.64 | 9.74 |
| TEA020004 | fatty acid omega-hydroxylase | K15398 | 5.38 | 4.80 |
| TEA015646 | fatty acid omega-hydroxylase | K15398 | 1.90 | 4.66 |
| TEA015695 | omega-hydroxypalmitate | K15400 | 4.51 | 3.85 |
| TEA013731 | auxin responsive GH3 gene family | K14487 | 1.83 | 10.91 |
| TEA027708 | auxin-responsive protein IAA | K14484 | 1.22 | 1.45 |
| TEA032228 | jasmonate ZIM domain-containing protein | K13464 | 7.91 | 6.24 |
| TEA030190 | jasmonate ZIM domain-containing protein | K13464 | 5.03 | 4.31 |
| TEA014197 | cyclin D3 | K14505 | 2.28 | 2.06 |
| TEA024232 | two-component response regulator ARR-A family | K14492 | 1.35 | 1.60 |
| TEA020933 | DELLA protein | K14494 | 2.23 | 1.58 |
LD, tea green leafhopper-infested leaves; MD, mechanically damaged leaves; CK, undamaged control.
Cuticular wax compositions of tea leaves from CK and LD groups.
| Wax composition | CK (μg/cm2) | LD (μg/cm2) |
|---|---|---|
| Aldehydes | 0.1 ± 0.01 | 0.07 ± 0.01 |
| Alkanes | 1.87 ± 0.71 | 1.79 ± 0.45 |
| Alkenes | 1.61 ± 0.27 | 1.66 ± 0.16 |
| Esters | 0.04 ± 0.01 | 0.04 ± 0.00 |
| Ethers | 0.08 ± 0.02 | 0.07 ± 0.01 |
| Fatty acids | 2.28 ± 0.38 | 1.82 ± 0.17 |
| Primary alcohols | 1.17 ± 0.29 | 1.79 ± 0.10 |
| Total load | 7.16 ± 1.12 | 7.25 ± 0.71 |
Values of the total wax loads and metabolite classes are shown as mean ± SD (n = 3).
Figure 5Analysis of abundant very-long-chain fatty acid derivatives in CK and LD leaf waxes. Error bars represent SD (n = 3). Statisical significance of differences between CK and LD means is indicated by *p < 0.05 and **p < 0.01. LD, tea green leafhopper-infested leaves; CK, undamaged control.
List of differentially expressed transcription factors (TFs) identified by pairwise comparisons.
| WRKY | 24 | 0 | 23 | 0 | 0 | 0 |
| AP2/ERF | 24 | 10 | 25 | 9 | 2 | 4 |
| bHLH | 18 | 2 | 16 | 4 | 1 | 0 |
| NAC | 10 | 4 | 7 | 4 | 2 | 0 |
| GRAS | 10 | 1 | 8 | 1 | 1 | 1 |
| MYB | 8 | 8 | 10 | 6 | 2 | 0 |
| bZIP | 6 | 3 | 1 | 3 | 2 | 1 |
| Tify | 5 | 0 | 5 | 0 | 0 | 0 |
| C2C2-GATA | 4 | 0 | 3 | 0 | 0 | 0 |
| C2C2-Dof | 4 | 1 | 3 | 3 | 0 | 0 |
| Orphans | 3 | 1 | 1 | 2 | 0 | 0 |
| OFP | 3 | 0 | 0 | 0 | 1 | 0 |
| HB | 3 | 8 | 1 | 6 | 1 | 0 |
| AUX/IAA | 3 | 0 | 2 | 1 | 0 | 0 |
| zf-HD | 2 | 1 | 0 | 3 | 1 | 0 |
| Trihelix | 2 | 0 | 2 | 1 | 0 | 0 |
| TCP | 2 | 2 | 2 | 3 | 0 | 0 |
| SNF2 | 2 | 0 | 1 | 0 | 0 | 0 |
| SBP | 2 | 2 | 3 | 3 | 0 | 0 |
| LOB | 2 | 3 | 2 | 2 | 0 | 2 |
| HSF | 2 | 2 | 2 | 1 | 0 | 0 |
| GNAT | 2 | 0 | 2 | 0 | 0 | 0 |
| C2C2-YABBY | 2 | 1 | 0 | 1 | 0 | 0 |
| TAZ | 1 | 0 | 1 | 0 | 0 | 0 |
| RWP-RK | 1 | 1 | 2 | 0 | 0 | 0 |
| Pseudo ARR-B | 1 | 0 | 1 | 0 | 0 | 0 |
| G2-like | 1 | 4 | 1 | 3 | 2 | 1 |
| E2F-DP | 1 | 0 | 1 | 0 | 0 | 0 |
| DBP | 1 | 0 | 1 | 0 | 1 | 0 |
| CCAAT | 1 | 1 | 4 | 0 | 0 | 0 |
| C2H2 | 1 | 3 | 3 | 3 | 1 | 1 |
| ARR-B | 1 | 0 | 1 | 0 | 0 | 0 |
| ARF | 1 | 0 | 0 | 0 | 0 | 0 |
| SWI/SNF-BAF60b | 0 | 0 | 1 | 0 | 0 | 0 |
| SRS | 0 | 1 | 0 | 2 | 1 | 0 |
| SET | 0 | 1 | 1 | 0 | 0 | 0 |
| PLATZ | 0 | 1 | 0 | 1 | 0 | 0 |
| mTERF | 0 | 2 | 0 | 2 | 0 | 0 |
| MADS | 0 | 0 | 0 | 2 | 1 | 0 |
| Jumonji | 0 | 0 | 0 | 1 | 0 | 0 |
| GRF | 0 | 2 | 0 | 2 | 0 | 0 |
| FHA | 0 | 1 | 0 | 1 | 0 | 0 |
| CPP | 0 | 1 | 1 | 1 | 0 | 1 |
| C3H | 0 | 5 | 1 | 3 | 0 | 0 |
| C2C2-CO-like | 0 | 2 | 0 | 1 | 0 | 1 |
| ABI3VP1 | 0 | 1 | 0 | 0 | 0 | 0 |
| 153 | 75 | 138 | 75 | 19 | 12 | |
LD, tea green leafhopper-infested leaves; MD, mechanically damaged leaves; CK, undamaged control.