| Literature DB >> 29285398 |
Xia Ye1, Huiyu Wang1, Peng Chen1, Bing Fu1, Mengyang Zhang1, Jidong Li1, Xianbo Zheng1, Bin Tan1, Jiancan Feng1.
Abstract
Jujube witches' broom (JWB) is caused by infection with a phytoplasma. A multi-omics approach was taken during graft infection of jujube by JWB-infected scion through the analysis of the plant transcriptome, proteome and phytohormone levels. A high number of differentially expressed genes (DEGs) were identified 37 weeks after grafting (WAG), followed by observation of typical symptoms of JWB at 48 WAG. At 37 WAG, the majority of the upregulated DEGs and differentially expressed proteins (DEPs) were related to flavonoid biosynthesis, phenylalanine metabolism and phenylpropanoid biosynthesis. Two of the four upregulated proteins were similar to jasmonate-induced protein-like. Among the downregulated genes, the two most populated GO terms were plant-pathogen interaction and plant hormone signal transduction (mainly for tryptophan metabolism). Moreover, phytoplasma infection resulted in reduced auxin content and increased jasmonate content, indicating that auxin and jasmonic acid have important roles in regulating jujube responses during the first and second stages of phytoplasma infection. At 48 WAG, the two largest groups of upregulated genes were involved in phenylpropanoid biosynthesis and flavonoid biosynthesis. Both genes and proteins involved in carbon metabolism and carbon fixation in photosynthetic organisms were downregulated, indicating that photosynthesis was affected by the third stage of phytoplasma infection.Entities:
Year: 2017 PMID: 29285398 PMCID: PMC5744194 DOI: 10.1038/hortres.2017.80
Source DB: PubMed Journal: Hortic Res ISSN: 2052-7276 Impact factor: 6.793
Figure 1Symptoms of jujube infected by grafted buds carrying JWB phytoplasma at different stages. (a) Zero weeks after grafting (WAG); (b) 2 WAG; (c) 37 WAG; (d) 39 WAG; (e) 48 WAG; (f) 52 WAG. Red arrow: grafting position. The dotted circle: symptoms began to appear.
Summary of the number of proteins and mRNA detected during phytoplasma infection of Ziziphus jujuba Mill.
| Category | ||||
|---|---|---|---|---|
| Unique protein/gene detected | 5378 | 5377 | 25 067 | 25 067 |
| 289 | 753 | 1994 | 2401 | |
| Upregulated | 176 | 358 | 693 | 808 |
| Downregulated | 113 | 395 | 1301 | 1593 |
Abbreviation: WAG, weeks after grafting.
Summary of the top 10 DEPs at 37 WAG with phytoplasma infecting scion
| P | ||||
|---|---|---|---|---|
| TCONS_00019449 | 23 kDa jasmonate-induced –like | 4.38 | α-Linolenic acid metabolism | 0.0419 |
| TCONS_00052666 | Granule-bound starch synthase | 3.29 | Starch and sucrose metabolism | 0.0014 |
| TCONS_00033847 | Phosphoenolpyruvate carboxykinase [ATP]-like | 2.14 | None | 0.0102 |
| TCONS_00032059 | 23 kDa jasmonate-induced –like | 2.014 | α-Linolenic acid metabolism | 0.0083 |
| TCONS_00024299 | Dihydroflavonol 4-reductase | 1.89 | Flavonoid biosynthesis | 0.0152 |
| TCONS_00048113 | Phenylalanine ammonia lyase | 1.819 | Phenylalanine metabolism | 0.0124 |
| TCONS_00021256 | Flavonoid 3-hydroxylase | 1.77 | Flavonoid biosynthesis | 0.0128 |
| TCONS_00025885 | Aspartic proteinase nepenthesin-2 | 1.77 | None | 0.0049 |
| TCONS_00014361 | Superoxide dismutase [Fe] chloroplastic-like | 1.77 | MAPK signaling pathway | 0.0094 |
| TCONS_00030498 | Desacetoxyvindoline 4 | 1.75 | None | 0.0012 |
| TCONS_00008208 | GRF1 interaction factor 1 | 0.31 | None | 0.0020 |
| TCONS_00000288 | DNA replication licensing factor MCM6-like | 0.45 | DNA replication | 0.0395 |
| TCONS_00025058 | Nitrate reductase | 0.52 | Nitrogen metabolism | 0.0257 |
| TCONS_00045226 | Abscisic acid receptor PYR1-like | 0.60 | MAPK signaling pathway | 0.0019 |
| TCONS_00030214 | Sieve element occlusion a | 0.61 | None | 0.0302 |
| TCONS_00034614 | Subtilisin-like protease-like | 0.61 | None | 0.0001 |
| TCONS_00022334 | Cytochrome P450 71A1-like | 0.62 | None | 0.0054 |
| TCONS_00022924 | Movement-binding isoform 1 | 0.631 | None | 0.0163 |
| TCONS_00000768 | BRG-1 associated | 0.65 | None | 0.0485 |
| TCONS_00009541 | 125 kDa kinesin-related-like | 0.65 | None | 0.0039 |
Abbreviations: DEP, differentially expressed protein; KEGG, Kyoto Encyclopedia of Genes and Genomes; MAPK, mitogen-activated protein kinase; WAG, weeks after grafting; CK, controls.
Accession numbers in our database was available in Supplementary Table S13.
Summary of the top 10 DEPs at 48 WAG with phytoplasma-infected scion
| P | |||||
|---|---|---|---|---|---|
| TCONS_00023218 | B-cell receptor-associated 31-like | 4.08 | None | None | 0.0113 |
| TCONS_00033106 | L-gulonolactone oxidase-like | 3.63 | None | None | 0.0005 |
| TCONS_00042803 | Beta expansin-like | 3.26 | None | None | 0.0062 |
| TCONS_00032059 | 23 kDa jasmonate-induced-like | 3.16 | None | None | 0.0003 |
| TCONS_00033103 | L-gulonolactone oxidase-like | 2.98 | None | None | 0.0022 |
| TCONS_00055463 | Adenylate kinase B-like | 2.91 | Purine metabolism | K00939 | 0.0072 |
| TCONS_00022833 | 1,3-beta-D-glucanase GH17_44 | 2.84 | None | None | 0.0110 |
| TCONS_00006683 | 23 kDa jasmonate-induced-like | 2.78 | None | None | 0.0005 |
| TCONS_00033097 | L-gulonolactone oxidase-like | 2.73 | None | None | 0.0495 |
| TCONS_00033649 | E3 ubiquitin-ligase HERC2-like | 2.66 | None | None | 0.0478 |
| TCONS_00008624 | Linoleate 13S-lipoxygenase 2-like | 0.16 | Linoleic acid metabolism | K00454 | 0.0009 |
| TCONS_00050299 | 23 kDa jasmonate-induced-like | 0.34 | None | None | 0.0019 |
| TCONS_00028902 | Sieve element occlusion b Zeatin | 0.36 | None | None | 0.0047 |
| TCONS_00015275 | O-glucosyltransferase-like | 0.36 | None | None | 0.0001 |
| TCONS_00019449 | 23 kDa jasmonate-induced-like | 0.37 | None | None | 0.0077 |
| TCONS_00007094 | Dehydrodolichyl diphosphate synthase 2-like | 0.38 | Terpenoid backbone biosynthesis | K11778 | 0.0153 |
| TCONS_00010120 | Tetratricopeptide repeat-like | 0.39 | None | None | 0.0075 |
| TCONS_00022334 | Cytochrome P450 71A1-like presequence protease | 0.39 | None | None | 0.0011 |
| TCONS_00009593 | Chloroplastic/mitochondrial-like | 0.39 | None | None | 0.0109 |
| TCONS_00028899 | Sieve element occlusion a | 0.42 | None | None | 0.0016 |
| TCONS_00000655 | Ycf23-like | 0.42 | None | None | 0.0088 |
Abbreviations: DEP, differentially expressed protein; KEGG, Kyoto Encyclopedia of Genes and Genomes; WAG, weeks after grafting.
Accession numbers in our database are available in Supplementary Table S13.
Downregulated genes’ plant–pathogen interaction in KEGG pathway analysis in leaves 37 WAG with JWB-infected scions
| P | ||||||
|---|---|---|---|---|---|---|
| XLOC_008034 | 52.26 | 1.99 | −4.72 | Calcium-binding protein CML | 0.00005 | |
| XLOC_002521 | 5.97 | 0.45 | −3.72 | LRR receptor-like serine/threonine-protein kinase FLS2 | 0.00005 | |
| XLOC_016194 | 63.57 | 5.81 | −3.45 | Calcium-binding protein CML | 0.00005 | |
| XLOC_016016 | 100.55 | 10.81 | −3.22 | Pathogenesis-related protein 1 | 0.00005 | |
| XLOC_020804 | 2.59 | 0.30 | −3.10 | Disease resistance protein RPM1 | 0.00165 | |
| XLOC_016017 | 36.10 | 4.53 | −2.99 | Pathogenesis-related protein 1 | 0.0001 | |
| XLOC_018443 | 7.80 | 1.25 | −2.64 | Cyclic nucleotide-gated channel, other eukaryote | 0.00145 | |
| XLOC_012207 | 26.92 | 4.42 | −2.61 | Calcium-dependent protein kinase | 0.00005 | |
| XLOC_001631 | 54.77 | 9.31 | −2.56 | LRR receptor-like serine/threonine-protein kinase EFR | 0.00005 | |
| XLOC_003968 | 7.321 | 1.35 | −2.44 | LRR receptor-like serine/threonine-protein kinase FLS2 | 0.0007 | |
| XLOC_008782 | 6.29 | 1.31 | −2.27 | Disease resistance protein RPM1 | 0.0047 | |
| XLOC_020805 | 15.46 | 3.27 | −2.25 | Disease resistance protein RPM1 | 0.00005 | |
| XLOC_007998 | 71.01 | 15.09 | −2.24 | Calcium-binding protein CML | 0.00005 | |
| XLOC_012794 | 500.26 | 117.36 | −2.099 | Centrin-1 | 0.00005 | |
| XLOC_021743 | 18.13 | 4.396 | −2.06 | LRR receptor-like serine/threonine-protein kinase FLS2 | 0.00005 | |
| XLOC_002411 | 131.83 | 33.30 | −1.99 | Calcium-binding protein CML | 0.0018 | |
| XLOC_004660 | 10.98 | 2.82 | −1.97 | Ethylene-responsive transcription factor 1 | 0.00295 | |
| XLOC_014256 | 157.32 | 42.25 | −1.90 | Calcium-binding protein CML | 0.00005 | |
| XLOC_016219 | 3.79 | 1.102 | −1.78 | LRR receptor-like Serine/threonine-protein kinase FLS2 | 0.00255 | |
| XLOC_017988 | 48.81 | 15.31 | −1.68 | Calcium-binding protein CML | 0.00005 | |
| Gene_Id | P | |||||
| XLOC_019723 | 29.87 | 9.43 | −1.67 | Calmodulin | 0.0003 | |
| XLOC_022437 | 141.01 | 44.59 | −1.67 | Somatic embryogenesis receptor kinase 1 | 0.00005 | |
| XLOC_007823 | 48.72 | 15.44 | −1.66 | Calcium-binding protein CML | 0.0018 | |
| XLOC_020251 | 14.76 | 4.83 | −1.62 | Disease resistance protein RPS2 | 0.00005 | |
| XLOC_007197 | 18.94 | 6.32 | −1.58 | Enhanced disease susceptibility 1 protein | 0.00005 | |
| XLOC_015508 | 105.62 | 36.09 | −1.55 | Somatic embryogenesis receptor kinase 1 | 0.00005 | |
| XLOC_007196 | 64.03 | 22.91 | −1.48 | Enhanced disease susceptibility 1 protein | 0.00005 | |
| XLOC_011916 | 11.73 | 4.25 | −1.46 | LRR receptor-like Serine/threonine-protein kinase EFR | 0.00015 | |
| XLOC_003222 | 7.10 | 2.93 | −1.28 | Serine/threonine-protein kinase PBS1 | 0.0061 | |
| XLOC_022668 | 3.95 | 1.65 | −1.26 | Respiratory burst oxidase | 0.00495 | |
| XLOC_012474 | 30.53 | 14.37 | −1.09 | Calcium-binding protein CML | 0.00165 | |
| XLOC_018434 | 23.35 | 11.01 | −1.09 | WRKY transcription factor 33 | 0.00125 | |
| XLOC_008767 | 157.13 | 77.49 | −1.02 | Enhanced disease susceptibility 1 protein | 0.0013 | |
| XLOC_006178 | 1.95 | 0 | None | Chitin elicitor receptor kinase 1 | 0.00005 |
Abbreviations: DEP, DEP, differentially expressed protein; KEGG, Kyoto Encyclopedia of Genes and Genomes; JWB, Jujube witches' broom; WAG, weeks after grafting.
Gene Id is available in our database in Supplementary Table S12.
Downregulated genes assigned to plant hormone signal transduction in KEGG pathway analysis in leaves 37 WAG with phytoplasma-infected scions
| P | |||||||
|---|---|---|---|---|---|---|---|
| XLOC_000998 | 12.44 | 3.80 | −1.71 | Auxin-responsive protein IAA | 0.00285 | Tryptophan metabolism | |
| XLOC_010335 | 10.40 | 3.60 | −1.53 | Auxin-responsive protein IAA | 0.00515 | Tryptophan metabolism | |
| XLOC_004026 | 35.57 | 14.69 | −1.28 | Auxin-responsive protein IAA | 0.00005 | Tryptophan metabolism | |
| XLOC_015148 | 1014.82 | 399.50 | −1.348 | Auxin-responsive protein IAA | 0.0014 | Tryptophan metabolism | |
| XLOC_017103 | 32.11 | 5.37 | −2.58 | Two-component response regulator ARR-B family | 0.00005 | Tryptophan metabolism | |
| XLOC_003747 | 87.22 | 32.11 | −1.45 | Two-component response regulator ARR-B family | 0.00005 | Tryptophan metabolism | |
| XLOC_015928 | 8.72 | 1.59 | −2.46 | SAUR family protein | 0.0052 | Tryptophan metabolism | |
| XLOC_014375 | 48.45 | 15.05 | −1.69 | SAUR family protein | 0.0001 | Tryptophan metabolism | |
| XLOC_015929 | 19.78 | 7.26 | −1.45 | SAUR family protein | 0.00065 | Tryptophan metabolism | |
| XLOC_014045 | 154.94 | 63.46 | −1.29 | SAUR family protein | 0.00005 | Tryptophan metabolism | |
| XLOC_015923 | 23.41 | 9.761 | −1.26 | SAUR family protein | 0.00565 | Tryptophan metabolism | |
| XLOC_024894 | 12.04 | 4.81 | −1.32 | Histidine kinase 2/3/4 (cytokinin receptor) | 0.00655 | Zeatin biosynthesis | |
| XLOC_004003 | 53.82 | 17.52 | −1.62 | Histidine-containing phosphotransfer protein | 0.00345 | Zeatin biosynthesis | |
| XLOC_021061 | 70.86 | 25.54 | −1.47 | Histidine-containing phosphotransfer protein | 0.00005 | Zeatin biosynthesis | |
| XLOC_011848 | 105.72 | 47.43 | −1.16 | Histidine-containing phosphotransfer protein | 0.0002 | Zeatin biosynthesis | |
| XLOC_018670 | 35.22 | 12.97 | −1.44 | Abscisic acid receptor PYR/PYL family | 0.00005 | Carotenoid biosynthesis | |
| XLOC_013439 | 103.36 | 47.76 | −1.11 | Abscisic acid receptor PYR/PYL family | 0.0003 | Carotenoid biosynthesis | |
| XLOC_022737 | 4.46 | 0.33 | −3.74 | Protein phosphatase 2C | 0.00045 | Carotenoid biosynthesis | |
| XLOC_024553 | 22.15 | 6.78 | −1.71 | Ethylene-insensitive protein 3 | 0.006 | Cysteine and methionine metabolism | |
| XLOC_018626 | 63.29 | 30.85 | −1.04 | Ethylene-responsive transcription factor 2 | 0.0007 | Cysteine and methionine metabolism | |
| XLOC_015742 | 4.79 | 0 | None | Ethylene-responsive transcription factor 2 | 0.0005 | Cysteine and methionine metabolism | |
| XLOC_004660 | 10.98 | 2.82 | −1.96 | Ethylene-responsive transcription factor 1 protein | 0.00295 | Cysteine and methionine metabolism | |
| XLOC_024701 | 21.33 | 4.01 | −2.41 | Brassinosteroid insensitive 1 protein | 0.00005 | Brassinosteroid biosynthesis | |
| XLOC_009027 | 244.49 | 74.01 | −1.72 | Brassinosteroid insensitive 1 protein | 0.00005 | Brassinosteroid biosynthesis | |
| XLOC_003968 | 7.32 | 1.35 | −2.44 | Brassinosteroid insensitive 1 | 0.0007 | Brassinosteroid biosynthesis | |
| XLOC_016016 | 100.55 | 10.81 | −3.22 | Pathogenesis-related protein 1 | 0.00005 | Phenylalanine metabolism | |
| XLOC_016017 | 36.10 | 4.53 | −2.99 | Pathogenesis-related protein 1 | 0.0001 | Phenylalanine metabolism | |
| XLOC_014850 | 13.00 | 2.74 | −2.24 | Cyclin D3 | 0.00115 | Brassinosteroid biosynthesis |
Gene Id is available in our database in Supplementary Table S12.
Figure 2The top 20 enriched KEGG pathways based on DEPs in leaves of jujube during JWB phytoplasma infection. (a) 37 WAG infected versus noninfected scions; (b) 48 WAG infected versus noninfected scions.
Correlation of DEGs and DEPs detected during phytoplasma infection of Z. jujuba Mill.
| Total numbers of detected transcripts | 9753 | 9744 |
| Total numbers of detected protein | 5378 | 5377 |
| Numbers of correlated genes/proteins | 1367 | 1377 |
| Shared DEPs/DEGs with the similar expression trend | 14 | 98 |
| Shared DEPs/DEGs with the opposite expression trend | 23 | 12 |
| DEPs with no corresponding DEGs | 70 | 210 |
| DEGs with no corresponding DEPs | 299 | 377 |
Abbreviations: DEG, differentially expressed gene; DEP, differentially expressed protein; WAG, weeks after grafting.
Number of transcripts with relative expression value >0 in both healthy leaf and diseased leaf samples.
Figure 3KEGG analyses of DEPs and DEGs with the same expression trend during phytoplasma infection in Ziziphus jujuba Mill. ‘Huizao’. (a) 37 WAG; (b) 48 WAG.
Figure 4Auxin and jasmonate content in leaf samples 37 and 48 WAG with JWB phytoplasma-infected scions. (a) Auxin content; (b) Jasmonate content. Letters at same time point indicate differences between infected and uninfected jujube leaves.
Figure 5Real-time PCR validation of the relative expression levels of 10 DEGs in the diseased and control leaves at 37 WAG. Expression profiles of selected genes as determined by real-time PCR (grey) and transcriptome sequencing (dark grey). Relative expression of each transcript was normalized using Actin gene. The y axis shows the normalized expression level of the transcript. The x axis indicates genes. Error bars represent the s.d.’s of real-time PCR signals.
Figure 6A hypothetical working process after JWB phytoplasma infection. During the primary stage, the phytoplasma is invading the plant and early perception has been activated. Phytoplasma gene could be detected by PCR. By the secondary stage the plant has mounted its defense response. JA-related proteins and JA levels are increasing, whereas auxin-related genes and levels are decreasing. There is a general downregulation of genes involved in plant–pathogen interaction and upregulation of genes involved in phenylpropanoid biosynthesis or metabolism. In the third stage, symptoms appear in the sensitive phenotype, concomitant with decreases in JA-related proteins and JA levels and photosynthesis-related genes. ↑ represented upregulation, ↓ represented downregulation.