| Literature DB >> 26046530 |
Yun Zhong1, Chun-Zhen Cheng1, Nong-Hui Jiang1, Bo Jiang1, Yong-Yan Zhang1, Bo Wu1, Min-Lun Hu1, Ji-Wu Zeng1, Hua-Xue Yan1, Gan-Jun Yi2, Guang-Yan Zhong1.
Abstract
Root samples of 'Sanhu' red tangerine trees infected with and without Candidatus Liberibacter asiaticus (CLas) were collected at 50 days post inoculation and subjected to RNA-sequencing and isobaric tags for relative and absolute quantification (iTRAQ) to profile the differentially expressed genes (DEGs) and proteins (DEPs), respectively. Quantitative real-time PCR was subsequently used to confirm the expression of 16 selected DEGs. Results showed that a total of 3956 genes and 78 proteins were differentially regulated by HLB-infection. Among the most highly up-regulated DEPs were sperm specific protein 411, copper ion binding protein, germin-like proteins, subtilisin-like proteins and serine carboxypeptidase-like 40 proteins whose transcript levels were concomitantly up-regulated as shown by RNA-seq data. Comparison between our results and those of the previously reported showed that known HLB-modulated biological pathways including cell-wall modification, protease-involved protein degradation, carbohydrate metabolism, hormone synthesis and signaling, transcription activities, and stress responses were similarly regulated by HLB infection but different or root-specific changes did exist. The root unique changes included the down-regulation in genes of ubiquitin-dependent protein degradation pathway, secondary metabolism, cytochrome P450s, UDP-glucosyl transferases and pentatricopeptide repeat containing proteins. Notably, nutrient absorption was impaired by HLB-infection as the expression of the genes involved in Fe, Zn, N and P adsorption and transportation were significantly changed. HLB-infection induced some cellular defense responses but simultaneously reduced the biosynthesis of the three major classes of secondary metabolites, many of which are known to have anti-pathogen activities. Genes involved in callose deposition were up-regulated whereas those involved in callose degradation were also up-regulated, indicating that the sieve tube elements in roots were hanging on the balance of life and death at this stage. In addition, signs of carbohydrate starvation were already eminent in roots at this stage. Other interesting genes and pathways that were changed by HLB-infection were also discussed based on our findings.Entities:
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Year: 2015 PMID: 26046530 PMCID: PMC4457719 DOI: 10.1371/journal.pone.0126973
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
The 19 significantly enriched pathways identified by Kyoto Encyclopedia of Genes and Genomes (KEGG) analysis (p-value <0.05; q-value <0.05).
| Rank | Pathway | DEGs with pathway annotation (2312) | All genes with pathway annotation (14097) | p-value | q-value | Pathway ID |
|---|---|---|---|---|---|---|
| 1 | Stilbenoid, diarylheptanoid and gingerol biosynthesis | 114 (4.93%) | 360 (2.55%) | 3.21E-13 | 3.85E-11 | ko00945 |
| 2 | Phenylpropanoid biosynthesis | 134 (5.8%) | 476 (3.38%) | 3.92E-11 | 2.35E-09 | ko00940 |
| 3 | Plant-pathogen interaction | 434 (18.77%) | 2052 (14.56%) | 5.92E-10 | 2.37E-08 | ko04626 |
| 4 | Limonene and pinene degradation | 76 (3.29%) | 253 (1.79%) | 3.73E-08 | 1.12E-06 | ko00903 |
| 5 | Plant hormone signal transduction | 255 (11.03%) | 1170 (8.3%) | 3.01E-07 | 7.21E-06 | ko04075 |
| 6 | Biosynthesis of secondary metabolites | 394 (17.04%) | 1966 (13.95%) | 2.48E-06 | 4.96E-05 | ko01110 |
| 7 | Glucosinolate biosynthesis | 25 (1.08%) | 65 (0.46%) | 1.59E-05 | 0.000273 | ko00966 |
| 8 | Flavonoid biosynthesis | 98 (4.24%) | 413 (2.93%) | 6.26E-05 | 0.000938 | ko00941 |
| 9 | Tryptophan metabolism | 33 (1.43%) | 110 (0.78%) | 0.000263 | 0.003487 | ko00380 |
| 10 | ABC transporters | 34 (1.47%) | 115 (0.82%) | 0.000291 | 0.003487 | ko02010 |
| 11 | Phenylalanine metabolism | 46 (1.99%) | 171 (1.21%) | 0.000322 | 0.003515 | ko00360 |
| 12 | alpha-Linolenic acid metabolism | 37 (1.6%) | 141 (1%) | 0.001911 | 0.019111 | ko00592 |
| 13 | Zeatin biosynthesis | 36 (1.56%) | 138 (0.98%) | 0.002433 | 0.02246 | ko00908 |
| 14 | Flavone and flavonol biosynthesis | 48 (2.08%) | 211 (1.5%) | 0.009841 | 0.084352 | ko00944 |
| 15 | Metabolic pathways | 540 (23.36%) | 3066 (21.75%) | 0.022176 | 0.177407 | ko01100 |
| 16 | Biosynthesis of unsaturated fatty acids | 18 (0.78%) | 70 (0.5%) | 0.030787 | 0.230902 | ko01040 |
| 17 | Pentose and glucuronate interconversions | 38 (1.64%) | 173 (1.23%) | 0.03315 | 0.233999 | ko00040 |
| 18 | Alanine, aspartate and glutamate metabolism | 19 (0.82%) | 77 (0.55%) | 0.040075 | 0.267169 | ko00250 |
| 19 | Starch and sucrose metabolism | 68 (2.94%) | 341 (2.42%) | 0.045885 | 0.289797 | ko00500 |
Differentially expressed proteins identified in CLas-infected ‘Sanhu’ red tangerine roots.
| Gene ID | Gene description | Protein Fold change | Gene Fold change |
|---|---|---|---|
| clementine0.9_003979m/Ciclev10018836m | Sperm specific protein 411 (SSP411) | 6.475 | -1.523 |
| clementine0.9_029368m/Ciclev10024168m | Copper ion binding protein | 4.783 | 5.856 |
| clementine0.9_028487m/Ciclev10030149m | Germin-like protein | 4.137 | 4.720 |
| clementine0.9_035803m/Ciclev10023551m | Subtilisin-like protease | 3.976 | 4.047 |
| clementine0.9_002904m/Ciclev10027863m | Subtilisin-like protease-like | 3.926 | 5.530 |
| clementine0.9_033258m/Ciclev10018003m | Germin-like protein | 3.284 | 3.410 |
| clementine0.9_030770m/Ciclev10018062m | SCPL40 (serine carboxypeptidase-like 40) | 3.138 | 8.143 |
| clementine0.9_028660m/Ciclev10007081m | Major allergen mal d1 | 2.989 | 1.762 |
| clementine0.9_021650m/Ciclev10022211m | Trypsin and protease inhibitor family protein | 2.964 | -1.190 |
| clementine0.9_003047m/Ciclev10000364m | Subtilisin-like protease | 2.721 | 0.772 |
| clementine0.9_021318m/Ciclev10029251m | GLP5 (germin-like protein 5) | 2.169 | 0.552 |
| clementine0.9_023327m/Ciclev10026538m | Lipid-associated family protein | 2.139 | -0.266 |
| clementine0.9_026109m/Ciclev10029627m | 40s ribosomal protein s25-2 | 2.095 | 1.206 |
| clementine0.9_027200m/Ciclev10013189m | Ubiquinol-cytochrome c reductase complex 8.0 kDa protein | 2.014 | - |
| clementine0.9_017579m/Ciclev10028975m | Plasma membrane intrinsic protein 2;4 | 1.96 | -1.694 |
| clementine0.9_017092m/Ciclev10021381m | Pre-mRNA-splicing factor SF2 | 1.918 | -0.912 |
| clementine0.9_017463m/Ciclev10028959m | PR3 (basic chitinase) | 1.905 | -1.199 |
| clementine0.9_024393m/Ciclev10022655m | Major pollen allergen Car b 1 isoforms 1A and 1B | 1.881 | 0.265 |
| clementine0.9_015410m/Ciclev10026050m | Peroxidase | 1.859 | 0.592 |
| clementine0.9_025955m/Ciclev10006259m | 60s ribosomal protein L30 | 1.83 | - |
| clementine0.9_024868m/Ciclev10029528m | PR4 (Pathogenesis-related 4) | 1.788 | 1.230 |
| clementine0.9_001766m/Ciclev10030651m | ATP binding protein | 1.768 | -0.641 |
| clementine0.9_014340m/Ciclev10008748m | Cysteine-type peptidase | 1.746 | 0.670 |
| clementine0.9_024894m/Ciclev10029532m | 40S ribosomal protein S23 | 1.739 | 0.611 |
| clementine0.9_011012m/Ciclev10004931m | PKT3 (Peroxisomal 3-ketoacyl-CoA thiolase 3) | 1.733 | -0.449 |
| clementine0.9_021972m/Ciclev10006241m | 23.5 kDa mitochondrial small heat shock protein | 1.706 | 1.063 |
| clementine0.9_022028m/Ciclev10005897m | Embryo-specific protein | 1.702 | -0.777 |
| clementine0.9_002926m/Ciclev10000352m | Glycosyl hydrolase family 3 protein | 1.687 | 0.595 |
| clementine0.9_008158m/Ciclev10028242m | Leucine-rich repeat family protein | 1.673 | 0.380 |
| clementine0.9_020929m | Peptidase m | 0.173 | |
| clementine0.9_007997m/Ciclev10011525m | Aspartic proteinase | 1.665 | 0.022 |
| clementine0.9_015076m | Peroxidase 27 | 0.715 | |
| clementine0.9_005969m/Ciclev10025245m | LPR1 (Low Phosphate Root1) | 1.613 | -0.932 |
| clementine0.9_012976m/Ciclev10008649m | Plastocyanin-like domain-containing protein | 1.606 | -0.018 |
| clementine0.9_002976m/Ciclev10014355m | Subtilisin-like protease | 1.603 | 0.329 |
| clementine0.9_025727m/Ciclev10022906m | Inhibitor of trypsin and hageman factor | 1.595 | -2.133 |
| clementine0.9_019843m/Ciclev10021884m | Expansin-like b1-like | 1.583 | -0.556 |
| clementine0.9_024747m/Ciclev10029263m | Histone H2B | 1.578 | 0.068 |
| clementine0.9_020531m/Ciclev10002349m | Dehydrin 1 | 1.565 | 0.123 |
| clementine0.9_008435m/Ciclev10015027m | Glycosyl hydrolase family 17 protein | 1.544 | - |
| clementine0.9_024798m/Ciclev10017092m | Eukaryotic translation initiation factor 1A | 1.543 | - |
| clementine0.9_026229m/Ciclev10017280m | NADH-ubiquinone oxidoreductase b18 subunit | 1.525 | - |
| clementine0.9_020331m/Ciclev10032615m | Auxin-induced in root cultures protein 12 | 1.524 | 1.011 |
| clementine0.9_003766m/Ciclev10030843m | unknown protein | 1.506 | 0.254 |
| clementine0.9_008447m/Ciclev10015024m | SCPL40 (serine carboxypeptidase-like 40) | 1.503 | 1.505 |
| clementine0.9_025240m/Ciclev10006199m | 60s ribosomal protein L22-2 | 1.502 | 0.336 |
| clementine0.9_011579m/Ciclev10008467m | Eukaryotic translation initiation factor 4A1 | -1.504 | - |
| clementine0.9_022971m/Ciclev10026349m | Nicotinamidase | -1.508 | -1.150 |
| clementine0.9_023835m/Ciclev10032923m | ATP synthase d chain | -1.511 | 0.941 |
| clementine0.9_001010m/Ciclev10007294m | Disease resistance protein (NBS-LRR class) | -1.515 | -0.823 |
| clementine0.9_011647m/Ciclev10001330m | DNAJ heat shock N-terminal domain-containing protein | -1.517 | 0.629 |
| clementine0.9_001400m/Ciclev10018691m | Cell division cycle 5-like protein | -1.520 | -0.375 |
| clementine0.9_013575m/Ciclev10028695m | Pantothenate kinase | -1.527 | - |
| clementine0.9_018717m/Ciclev10027333m | Calcium ion binding | -1.546 | -0.299 |
| clementine0.9_021984m/Ciclev10016269m | Syntaxin 23 | -1.546 | -0.001 |
| clementine0.9_023333m/Ciclev10006024m | 40s ribosomal protein s10-like | -1.567 | 0.336 |
| clementine0.9_034011m | Benzoate carboxyl | -1.582 | 0.979 |
| clementine0.9_029071m/Ciclev10006465m | FAD-binding domain-containing protein | -1.592 | 0.430 |
| clementine0.9_012453m/Ciclev10025804m | Chalcone synthase 2 | -1.603 | 1.088 |
| clementine0.9_026642m/Ciclev10002973m | Acyl-CoA-binding protein 6 | -1.613 | 0.642 |
| clementine0.9_025382m/Ciclev10017167m | Programmed cell death protein 5 | -1.629 | 0.359 |
| clementine0.9_025950m/Ciclev10013051m | 60s acidic ribosomal protein P2 | -1.645 | 0.420 |
| clementine0.9_001048m | Unknown protein | -1.669 | -0.892 |
| clementine0.9_021243m/Ciclev10005840m | Glutathione transferase | -1.672 | -1.421 |
| clementine0.9_007327m/Ciclev10024917m | Phospholipase D alpha 1 | -1.686 | -0.096 |
| clementine0.9_002685m/Ciclev10019696m | Glutamate-cysteine ligase | -1.686 | -0.129 |
| clementine0.9_016514m/Ciclev10001924m | Meprin and TRAF homology domain-containing protein | -1.689 | 1.524 |
| clementine0.9_003119m/Ciclev10014376m | Calcium-binding EF hand family protein | -1.724 | - |
| clementine0.9_018424m/Ciclev10016241m | Proteasome subunit beta type | -1.751 | 0.191 |
| clementine0.9_017608m/Ciclev10032291m | Alpha-soluble NSF attachment protein | -1.779 | 0.186 |
| clementine0.9_028964m | Beta-caryophyllene synthase | -1.880 | -0.796 |
| clementine0.9_025957m/Ciclev10033122m | Tubulin-specific chaperone A | -1.890 | 0.057 |
| clementine0.9_026048m/Ciclev10013168m | Vacuolar ATP synthase subunit G 1 | -1.908 | - |
| clementine0.9_014859m/Ciclev10008832m | Farnesyl pyrophosphate synthetase | -1.916 | - |
| clementine0.9_014472m/Ciclev10028483m | Vacuolar sorting protein 4b | -1.923 | 0.745 |
| clementine0.9_007126m/Ciclev10000432m | Unknown protein | -2.045 | -0.348 |
| clementine0.9_024367m/Ciclev10016953m | - | -2.288 | -0.230 |
| clementine0.9_020940m/Ciclev10029230m | Metal ion binding protein | -2.421 | 0.775 |
*: ‘/’ separates the IDs of the same gene (old version (Cclementina_165)/new version (Cclementina_182));-: not available
Fig 1Mapman analysis for differentailly expressed genes (A) and diferentially expressed proteins (B) involved in metabolic pathways.
Red squares represent genes or proteins that were significantly up-regulated; green squares represent genes or proteins that were significantly down-regulated.
PageMan display of CLas-modulated pathways identified by RNA-seq.
| Bin | Bin description | p-value |
|---|---|---|
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| 35.1.5 | Not assigned. no ontology. PPRRP | 1.40E-04 |
| 29.5.11 | Protein. degradation. ubiquitin | 1.51E-04 |
| 29.5.11.4 | Protein. degradation. ubiquitin.E3 | 3.88E-04 |
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| 26.1 | Misc. cytochrome P450 | 5.27E-04 |
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| 27.3 | RNA. regulation of transcription | 0.00317 |
| 29.5.11.4.3.2 | Protein. degradation. ubiquitin. E3. SCF. FBOX | 0.003335 |
| 29.5.11.4.3 | Protein. degradation. ubiquitin. E3. SCF | 0.00392 |
| 27 | RNA | 0.004422 |
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| 35.1 | Not assigned. no ontology | 0.019032 |
| 27.3.8 | RNA. regulation of transcription. C2C2(Zn) DOF zinc finger family | 0.034666 |
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| 26.2 | Misc. UDP glucosyl and glucoronyl transferases | 0.049359 |
Note: Up-regulated pathways are highlighted in bold; PPRRP: pentatricopeptide repeat containing protein; DUF: domain of unknown function; SCF: F-box containing complex; DOF: DNA binding with one finger.
Fig 2Mapman analysis for differentailly expressed genes (A) and diferentially expressed proteins (B) involved in stress response.
Red squares represent genes or proteins that were significantly up-regulated; green squares represent genes or proteins that were significantly down-regulated.
Comparison of CLas-regulated pathways in citrus leaves, fruits, stems and roots.
| Pathways | Leaves | Fruits | Stems | Roots |
|---|---|---|---|---|
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| Mostly up-regulated [ | Mostly up-regulated [ | Mostly down-regulated [ |
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| Differentially regulated [ | Differentially regulated [ | Mostly up-regulated [ | Differentially regulated |
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| Differentially regulated [ |
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| Differentially regulated; | Differentially regulated; | Differentially regulated; |
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| Differentially-regulated; |
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| Down-regulated [ |
| Differentially regulated [ |
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| Down-regulated [ | Up-regulated [ | Mostly down-regulated [ | Mostly down-regulated |
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| Mostly up-regulated [ | Differentially regulated [ | Mostly up-regulated [ |
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| Up-regulated [ | Up-regulated [ | Differentially regulated [ | Up-regulated |
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| Differentially regulated [ | Differentially regulated [ | Differentially regulated [ | Mostly up-regulated |
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| Down-regulated [ | Down-regulated [ | - | Down-regulated |
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| - | - |
|
Note: Up: up-regulated genes or pathways; Down: down-regulated genes or pathways; DR: pathways or genes differently regulated; the italic are genes;-: not available; AGPase: ADP-glucose pyrophosphorylase; AAM: alpha-amylase; BAM: Beta-amylase; SS: starch synthase; GBSS: granule bound starch synthase; SUS: sucrose synthase; SPS: sucrose-phosphate synthase; PGSIP4: plant glycogenin-like starch initiation protein; HGL1: heteroglycan glucosidase 1; APL3: ADP-glucose pyrophosphorylase large subunit 3; LRR: leucine-rich repeat; DUF: domain of unknown function; PP: phloem protein
Fig 3Mapman analysis for differentailly expressed genes (A) and diferentially expressed proteins (B) involved in ubiquitin-dependent protein degradation.
Red squares represent genes or proteins that were significantly up-regulated; green squares represent genes or proteins that were significantly down-regulated.
Fig 4Mapman analysis for differentailly expressed genes (A) and diferentially expressed proteins (B) involved in transportation.
Red squares represent genes or proteins that were significantly up-regulated; green squares represent genes or proteins that were significantly down-regulated.
Fig 5Expression of 16 differentially expressed genes at 20 dpi (A) and 50 dpi (B) as determined by quantitative real time PCR.
C indicates the expression level determined by RNA-seq. RIN4: RPM1 interacting protein 4; RPS2: disease resistant protein ribosomal protein S2; NPR1: regulatory protein nonexpresser of PR genes 1; DRP: disease resistant protein (TIR-NBS-LRR class); PP2-B15: Phloem protein 2-B15; BAM: β-amylase; PMEI: pectin methylesterase inhibitor; TPP: trehalose-6-phosphate phosphatase; XTR6: Xyloglucan endotransglycosylase 6; BZIP: bZIP transcription factor; CRPK: cysteine-rich protein kinase; ACR4: Act repeat 4; BRI1: BRI1 kinase inhibitor 1; KCS6: 3-ketoacyl-CoA synthase 6.