| Literature DB >> 29214028 |
Qibin Yu1, Chunxian Chen2, Dongliang Du1, Ming Huang1, Jiqiang Yao3, Fahong Yu3, Ronald H Brlansky1, Frederick G Gmitter1.
Abstract
Huanglongbing (HLB) in citrus infected by Candidatus Liberibacter asiaticus (CLas) has caused tremendous losses to the citrus industry. No resistant genotypes have been identified in citrus species or close relatives. Among citrus varieties, rough lemon (Citrus jambhiri) has been considered tolerant due to its ability to produce a healthy flush of new growth after infection. The difference between tolerance and susceptibility is often defined by the speed and intensity of a plant's response to a pathogen, especially early defense responses. RNA-seq data were collected from three biological replicates of CLas- and mock-inoculated rough lemon and sweet orange at week 0 and 7 following infection. Functional analysis of the differentially expressed genes (DEGs) indicated that genes involved in the mitogen activated protein kinase (MAPK) signaling pathway were highly upregulated in rough lemon. MAPK induces the transcription of WRKY and other transcription factors which potentially turn on multiple defense-related genes. A Subnetwork Enrichment Analysis further revealed different patterns of regulation of several functional categories, suggesting DEGs with different functions were subjected to reprogramming. In general, the amplitude of the expression of defense-related genes is much greater in rough lemon than in sweet orange. A quantitative disease resistance response may contribute to the durable tolerance level to HLB observed in rough lemon.Entities:
Year: 2017 PMID: 29214028 PMCID: PMC5705785 DOI: 10.1038/hortres.2017.63
Source DB: PubMed Journal: Hortic Res ISSN: 2052-7276 Impact factor: 6.793
Figure 1Phenotype of sweet orange and rough lemon trees 18 months after CLas-inoculation.
Differentially expressed genes (⩾4 log2 fold change) in rough lemon and sweet orange at week 7 compared to week 0
| Ciclev10025910m | AT5G67080 | 5.71 | 0.000 | Mitogen-activated protein kinase 19 | |
| Ciclev10010340m | AT2G46330 | 5.41 | 0.000 | Arabinogalactan protein 16 | |
| Ciclev10026376m | AT1G19180 | 5.26 | 0.001 | Jasmonate-zim-domain protein 1 | |
| Ciclev10028254m | AT2G27690 | 5.21 | 0.017 | Cytochrome P450, family 94, subfamily C, polypeptide 1 | |
| Ciclev10017198m | AT1G30135 | 5.20 | 0.001 | Jasmonate -zim-domain protein 8 | |
| Ciclev10011844m | AT3G52450 | 5.09 | 0.018 | Plant U-box 22 | |
| Ciclev10022337m | AT2G45760 | 5.08 | 0.012 | BON association protein 2 | |
| Ciclev10001822m | AT4G24570 | 5.00 | 0.001 | Dicarboxylate carrier 2 | |
| Ciclev10008930m | AT1G80840 | 4.94 | 0.000 | WRKY D-binding protein 40 | |
| Ciclev10026527m | AT1G19180 | 4.93 | 0.009 | Jasmonate-zim-domain protein 1 | |
| Ciclev10021038m | AT4G11070 | 4.76 | 0.001 | WRKY family transcription factor | |
| Ciclev10021738m | AT4G11070 | 4.75 | 0.001 | WRKY family transcription factor | |
| Ciclev10007843m | AT5G48150 | 4.71 | 0.010 | GRAS family transcription factor | |
| Ciclev10017141m | Unknown | 4.63 | 0.008 | ||
| Ciclev10022199m | AT4G11070 | 4.62 | 0.001 | WRKY family transcription factor | |
| Ciclev10028930m | AT4G34410 | 4.53 | 0.027 | Redox responsive transcription factor 1 | |
| Ciclev10002273m | AT1G01720 | 4.49 | 0.007 | NAC (No Apical Meristem) domain transcriptional regulator | |
| Ciclev10002277m | AT1G01720 | 4.49 | 0.007 | NAC (No Apical Meristem) domain transcriptional regulator | |
| Ciclev10022487m | AT1G21010 | 4.38 | 0.000 | ||
| Ciclev10028253m | AT2G27690 | 4.38 | 0.025 | Cytochrome P450, family 94, subfamily C, polypeptide 1 | |
| Ciclev10001956m | AT1G01720 | 4.37 | 0.008 | NAC (No Apical Meristem) domain transcriptional regulator | |
| Ciclev10019990m | AT1G73805 | 4.35 | 0.000 | Calmodulin binding protein-like | |
| Ciclev10029464m | AT5G59820 | 4.35 | 0.025 | C2H2-type zinc finger family protein | |
| Ciclev10020744m | AT2G46400 | 4.28 | 0.000 | WRKY D-binding protein 46 | |
| Ciclev10019920m | AT4G11280 | 4.24 | 0.000 | 1-Aminocyclopropane-1-carboxylic acid (acc) synthase 6 | |
| Ciclev10033110m | AT2G31945 | 4.17 | 0.011 | ||
| Ciclev10015210m | AT1G61800 | 4.15 | 0.011 | Glucose-6-phosphate/phosphate translocator 2 | |
| Ciclev10015938m | AT1G61800 | 4.13 | 0.012 | Glucose-6-phosphate/phosphate translocator 2 | |
| Ciclev10015941m | AT1G61800 | 4.13 | 0.012 | Glucose-6-phosphate/phosphate translocator 2 | |
| Ciclev10005570m | AT5G51190 | 4.11 | 0.000 | Integrase-type D-binding superfamily protein | |
| Ciclev10015511m | AT1G61800 | 4.09 | 0.013 | Glucose-6-phosphate/phosphate translocator 2 | |
| Ciclev10017183m | AT4G15248 | 4.79 | 0.043 | B-box type zinc finger family protein | |
| Ciclev10003623m | AT1G09155 | 15.00 | 0.019 | Phloem protein 2-B15 | |
| Ciclev10010533m | AT5G11330 | 15.00 | 0.041 | FAD/D(P)-binding oxidoreductase family protein | |
| Ciclev10013424m | AT1G04360 | 15.00 | 0.004 | RING/U-box superfamily protein | |
| Ciclev10013832m | AT5G38830 | 15.00 | 0.039 | Cysteinyl-tRNA synthetase, class Ia family protein | |
| Ciclev10023904m | AT4G08850 | 15.00 | 0.014 | Leucine-rich repeat receptor-like protein kise family | |
| Ciclev10024342m | AT1G73805 | 15.00 | 0.009 | Calmodulin binding protein-like | |
| Ciclev10029883m | Unknown | 15.00 | 0.044 | ||
| Ciclev10013766m | AT5G51990 | 7.63 | 0.002 | C-repeat-binding factor 4 | |
| Ciclev10015568m | AT3G02040 | 7.41 | 0.000 | senescence-related gene 3 | |
| Ciclev10010503m | AT1G53270 | 7.32 | 0.003 | ABC-2 type transporter family protein | |
| Ciclev10014954m | AT3G27640 | 7.31 | 0.017 | Transducin/WD40 repeat-like superfamily protein | |
| Ciclev10007406m | AT2G25600 | 6.16 | 0.040 | Shaker pollen inward K+ channel | |
| Ciclev10028254m | AT2G27690 | 6.07 | 0.003 | Cytochrome P450, family 94, subfamily C, polypeptide 1 | |
| Ciclev10028253m | AT2G27690 | 5.89 | 0.001 | Cytochrome P450, family 94, subfamily C, polypeptide 1 | |
| Ciclev10013853m | AT3G47570 | 5.44 | 0.006 | Leucine-rich repeat protein kise family protein | |
| Ciclev10011844m | AT3G52450 | 5.42 | 0.007 | Plant U-box 22 | |
| Ciclev10024282m | AT5G17680 | 5.37 | 0.046 | disease resistance protein (TIR-NBS-LRR class) family | |
| Ciclev10026096m | AT1G17710 | 5.30 | 0.008 | Pyridoxal phosphate phosphatase-related protein | |
| Ciclev10017198m | AT1G30135 | 5.21 | 0.001 | Jasmonate-zim-domain protein 8 | |
| Ciclev10013223m | Unknown | 5.18 | 0.047 | ||
| Ciclev10011408m | AT1G26810 | 5.14 | 0.011 | Galactosyltransferase1 | |
| Ciclev10032298m | AT4G00430 | 5.09 | 0.000 | Plasma membrane intrinsic protein 1;4 | |
| Ciclev10019961m | AT3G07250 | 5.07 | 0.001 | Nuclear transport factor 2 (NTF2) family protein | |
| Ciclev10004868m | AT5G54010 | 5.02 | 0.002 | UDP-Glycosyltransferase superfamily protein | |
| Ciclev10007591m | AT5G04860 | 4.94 | 0.033 | ||
| Ciclev10013749m | AT1G68450 | 4.94 | 0.023 | VQ motif-containing protein | |
| Ciclev10028305m | AT4G34131 | 4.94 | 0.000 | UDP-glucosyl transferase 73B3 | |
| Ciclev10032278m | AT5G05600 | 4.92 | 0.013 | 2-Oxoglutarate and Fe(II)-dependent oxygese superf | |
| Ciclev10031811m | AT5G05600 | 4.81 | 0.007 | 2-Oxoglutarate and Fe(II)-dependent oxygese superf | |
| Ciclev10031910m | AT5G05600 | 4.79 | 0.009 | 2-Oxoglutarate and Fe(II)-dependent oxygese superf | |
| Ciclev10017141m | Unknown | 4.76 | 0.002 | ||
| Ciclev10021923m | AT4G25470 | 4.76 | 0.016 | C-Repeat/DRE binding factor 2 | |
| Ciclev10022337m | AT2G45760 | 4.75 | 0.012 | BON association protein 2 | |
| Ciclev10007652m | AT5G04860 | 4.71 | 0.041 | ||
| Ciclev10008003m | AT5G04860 | 4.67 | 0.038 | ||
| Ciclev10002675m | AT1G35210 | 4.60 | 0.011 | ||
| Ciclev10031320m | AT2G44500 | 4.59 | 0.001 | O-fucosyltransferase family protein | |
| Ciclev10013649m | AT4G26850 | 4.57 | 0.000 | mannose-1-phosphate guanylyltransferase | |
| Ciclev10005385m | AT1G47990 | 4.50 | 0.008 | gibberellin 2-oxidase 4 | |
| Ciclev10023861m | AT4G28460 | 4.48 | 0.013 | ||
| Ciclev10013959m | AT4G12010 | 4.46 | 0.003 | Disease resistance protein (TIR-NBS-LRR class) family | |
| Ciclev10006910m | AT3G16520 | 4.44 | 0.019 | UDP-glucosyl transferase 88A1 | |
| Ciclev10005376m | AT5G49330 | 4.44 | 0.019 | myb domain protein 111 | |
| Ciclev10029690m | AT2G21650 | 4.40 | 0.000 | Homeodomain-like superfamily protein | |
| Ciclev10023483m | AT4G01950 | 4.40 | 0.004 | Glycerol-3-phosphate acyltransferase 3 | |
| Ciclev10022989m | AT1G03020 | 4.36 | 0.044 | Thioredoxin superfamily protein | |
| Ciclev10010348m | AT1G19210 | 4.33 | 0.016 | Integrase-type D-binding superfamily protein | |
| Ciclev10029663m | AT2G21650 | 4.33 | 0.000 | Homeodomain-like superfamily protein | |
| Ciclev10000083m | AT1G75640 | 4.32 | 0.000 | Leucine-rich receptor-like protein kise family protein | |
| Ciclev10020246m | AT4G00770 | 4.26 | 0.019 | ||
| Ciclev10005777m | AT5G43650 | 4.23 | 0.018 | Basic helix-loop-helix (bHLH) D-binding superfamily | |
| Ciclev10032519m | AT5G13790 | 4.23 | 0.002 | AGAMOUS-like 15 | |
| Ciclev10029774m | Unknown | 4.22 | 0.001 | ||
| Ciclev10030876m | AT1G10560 | 4.18 | 0.000 | Plant U-box 18 | |
| Ciclev10013961m | AT5G17680 | 4.11 | 0.008 | Disease resistance protein (TIR-NBS-LRR class) family | |
| Ciclev10029578m | AT1G58420 | 4.09 | 0.014 | Uncharacterized conserved protein UCP031279 | |
| Ciclev10033986m | AT4G39670 | 4.08 | 0.020 | Glycolipid transfer protein (GLTP) family protein | |
| Ciclev10022303m | AT5G52600 | 4.03 | 0.000 | myb domain protein 82 | |
| Ciclev10033777m | AT1G24430 | 4.03 | 0.033 | HXXXD-type acyl-transferase family protein | |
| Ciclev10029484m | UnKnown | 4.74 | 0.033 | ||
| Ciclev10029585m | unknown | 4.65 | 0.036 | ||
Abbreviation: FDR, false discovery rate.
Figure 2Venn diagrams of differentially expressed genes in mock- and CLas-inoculated rough lemon (a) and sweet orange (b). The number of significantly up-regulated genes is shown (first) in red, and significantly downregulated genes (second) in blue.
Figure 3Distribution of significant differentially expressed genes (DEGs): (a) CLas-inoculated rough lemon; (b) Mock-inoculated rough lemon; (c) CLas-inoculated sweet orange; (d) Mock-inoculated sweet orange.
Figure 4Relative expression of nine differentially expressed genes (DEGs) associated with disease resistance response as determined by RT-qPCR. Standard error bars are provided. ATL6: ubiquitin-protein ligase; DIC2: dicarboxylate carrier 2; T29M8.8: ethylene-responsive transcription factor; PUB22: ubiquitin-protein ligase PUB22; CBF4: DEHYDRATION-RESPO; Ciclev10023060m: hypothetical protein; JAZ1: JASMONATE-ZIM-DOMAIN PROTEIN; MPK3: MITOGEN-ACTIVATED PROTEIN KINASE 3; WRKY70: WRKY transcription factor 70.
Fisher's exact test with FDR (<0.05) between CLas- or inoculation and mock-inoculated rough lemon and sweet orange
| GO:0010200 | Response to chitin | 0.000 |
| GO:0009693 | Ethylene biosynthetic process | 0.000 |
| GO:0010288 | Response to lead ion | 0.000 |
| GO:0002679 | Respiratory burst involved in defense response | 0.000 |
| GO:0002237 | Response to molecule of bacterial origin | 0.010 |
| GO:0009684 | Indoleacetic acid biosynthetic process | 0.013 |
| GO:0010105 | Negative regulation of ethylene-activated signaling pathway | 0.016 |
| GO:0009736 | Cytokinin-activated signaling pathway | 0.017 |
| GO:0006569 | Tryptophan catabolic process | 0.024 |
| GO:0050832 | Defense response to fungus | 0.029 |
| GO:2000038 | Regulation of stomatal complex development | 0.040 |
| GO:2000037 | Regulation of stomatal complex patterning | 0.040 |
| GO:0080001 | Mucilage extrusion from seed coat | 0.040 |
| GO:0048358 | Mucilage pectin biosynthetic process | 0.040 |
| GO:0009690 | Cytokinin metabolic process | 0.040 |
| GO:0009643 | Photosynthetic acclimation | 0.040 |
| GO:0007276 | Gamete generation | 0.040 |
| GO:0009401 | Phosphoenolpyruvate-dependent sugar phosphotransferase system | 0.040 |
| GO:0010200 | Response to chitin | 0.039 |
Abbreviation: FDR, false discovery rate.
Top 10 biological processes, as determined by sub-network enrichment analysis, associated with genes in rough lemon that were significantly (P<0.05) upregulated or downregulated in response to CLas infection
| P | ||
|---|---|---|
| Defense response | 1.77E−06 | |
| Biotic stress trait | 1.30E−05 | |
| Plant defense | 3.15E−05 | |
| Plant immunity | 5.92E−05 | |
| Leaf senescence | 4.41E−04 | |
| Jasmonate response | 5.24E−04 | |
| Stomatal movement | 5.30−04 | |
| Jasmonate metabolism | 6.75E−04 | |
| Response to ethylene stimulus | 7.33E−04 | |
| Abiotic stress | 8.21E−04 | |
| Root phototropism | 7.59E−05 | |
| Seed width | 1.16E−04 | |
| Cell expansion | 1.33E−04 | |
| Hypocotyl growth | 1.88E−04 | |
| Hypocotyl shape | 4.81E−04 | |
| Flower development | 1.81E−03 | |
| Fruit set | 2.59E−03 | |
| Shade avoidance | 2.69E−03 | |
| Response to ethylene stimulus | 3.17E−03 | |
| De-etiolation | 3.92E−03 | |
Top 10 biological processes, as determined by sub-network enrichment analysis, associated with genes in sweet orange that were significantly (P<0.05) upregulated or downregulated in response to CLas infection
| P | ||
|---|---|---|
| Plant immunity | 3.43E−04 | |
| Jasmonate response | 3.60E−04 | |
| Shade avoidance | 1.20E−03 | |
| K+ Import/homeostasis | 1.59E−03 | |
| Cold acclimation | 1.69E−03 | |
| Disease resistance | 1.92E−03 | |
| Plant defense | 2.26E−03 | |
| Stomatal movement | 3.01E−03 | |
| Floral organ abscission | 3.45E−03 | |
| Cryptochrome response | 4.18E−03 | |
| Root phototropism | 0.0006 | |
| Response to ethylene stimulus | 0.0019 | |
| Greening | 0.0030 | |
| Hypocotyl shape | 0.0041 | |
| Vascularization | 0.00427 | |
| Leaf size | 0.0054 | |
| Hypocotyl growth | 0.00631 | |
| Gene silencing | 0.0071 | |
| Cation transport | 0.0076 | |
| Translation elongation | 0.0076 | |
Fold-change of identified transcription factors
| CBF4 | 7.6274 | |||
| T29M8.8 | 4.3308 | |||
| BHLH92 | 4.2331 | |||
| MYB82 | 4.0349 | |||
| NF-YA1 | 3.4703 | |||
| EMB1444 | 3.2101 | |||
| BEE1 | 3.1625 | |||
| ERF-1 | 3.2017 | 3.0451 | ||
| WRKY41 | 4.7115 | 3.0081 | ||
| AT3G20640 | 2.9462 | |||
| HSFA2 | 2.7241 | |||
| WRKY27 | 2.4071 | |||
| HSF4 | 2.3725 | |||
| PIF7 | 1.9969 | |||
| WRKY22 | 1.963 | |||
| MYC2 | 1.8374 | |||
| NF-YA7 | 1.3202 | 1.8007 | ||
| F15H21.12 | 2.0221 | 1.7584 | ||
| F6F3.7 | 1.7225 | |||
| WLIM1 | 1.5062 | |||
| T13M11.1 | 1.4698 | |||
| TFIID | 1.4263 | |||
| TCP20 | 1.4007 | |||
| ARF3 | 1.376 | |||
| PTF1 | 1.3533 | |||
| LRL1 | 1.1847 | |||
| T4I9.13 | −1.2194 | |||
| EIN3 | −1.4775 | −1.2078 | −1.3138 | |
| AT3G57795 | −1.3328 | −1.3829 | ||
| AT1G05805 | −1.5484 | |||
| MUD21.1 | −1.5583 | |||
| MRH10.19 | −2.1213 | −1.6206 | ||
| HMGB6 | −1.738 | |||
| MBK20.1 | −2.6197 | |||
| WRKY40 | 4.9433 | |||
| PAT1 | 4.7133 | |||
| RRTF1 | 4.5266 | |||
| ATAF1 | 4.4503 | |||
| WRKY46 | 4.2845 | |||
| MWD22.13 | 4.1084 | |||
| WRKY33 | 3.7237 | |||
| WRKY70 | 3.4712 | |||
| ERF9 | 3.3143 | |||
| ERF1 | −1.9025 | 3.1845 | ||
| RAP2.4 | 2.282 | |||
| MUG13.28 | 1.2747 | |||
| GT2 | −1.1792 | |||
| PIL1 | −2.1031 | |||
| MYB66 | 3.2872 | |||
| F20P5.26 | 2.6354 | |||
| CGA1 | 2.3686 | |||
| HSFA6B | 2.0545 | |||
| ILR3 | 1.877 | |||
| T6K21.80 | 1.7872 | |||
| NF-YC2 | 1.6739 | |||
| TTG2 | 1.5884 | |||
| UNE10 | 1.4733 | |||
| GBF3 | 1.4358 | |||
| YAB2 | 1.2666 | |||
| BZIP60 | 1.2192 | |||
| WRKY42 | −1.6272 | |||
| AT3G10330 | −2.3198 | |||
| AGL8 | −3.5222 | |||
| AP2 | 1.2999 | |||
| AS1 | 1.6832 | |||
| HSFC1 | −2.0526 | |||
| IAA8 | 1.6307 | |||
| T24P15.19 | −1.8958 |
Figure 5MAPK cascades as central signaling components in citrus pathogen defense. Upregulated genes in rough lemon are shown in green, and upregulated genes in sweet orange are shown in orange.
Fold-change of identified defense response-related genes
| 4.5 | ||||
| −1.8 | 0.3 | |||
| 4.2 | 4.8 | |||
| 2.2 | ||||
| 2.8 | ||||
| 2.8 | ||||
| 3.2 | 3.0 | |||
| 2.1 | ||||
| 3.9 | 2.9 | |||
| 3.1 | 2.8 | |||
| 1.8 | ||||
| 3.2 | 2.9 | |||
| 4.3 | 3.9 | |||
| 2.1 | 1.9 | |||
| 2.9 | 2.6 | |||
| 3.3 | ||||
| 2.0 | ||||
| 3.7 | ||||
| 4.9 |