| Literature DB >> 32156093 |
Hai-Zhong Yu1,2, Ning-Yan Li1, Xiang-Dong Zeng1, Jian-Chun Song1, Xiu-Dao Yu1,2, Hua-Nan Su1,2, Ci-Xiang Chen3, Long Yi1,2, Zhan-Jun Lu1,2.
Abstract
The Asian citrus psyllid (ACP), Diaphorina citri Kuwayama (Hemiptera: Liviidae), is an important transmission vector of the citrus greening disease Candidatus Liberibacter asiaticus (CLas). The D. citri midgut exhibits an important tissue barrier against CLas infection. However, the molecular mechanism of the midgut response to CLas infection has not been comprehensively elucidated. In this study, we identified 778 differentially expressed genes (DEGs) in the midgut upon CLas infection, by comparative transcriptome analyses, including 499 upregulated DEGs and 279 downregulated DEGs. Functional annotation analysis showed that these DEGs were associated with ubiquitination, the immune response, the ribosome, endocytosis, the cytoskeleton and insecticide resistance. KEGG enrichment analysis revealed that most of the DEGs were primarily involved in endocytosis and the ribosome. A total of fourteen DEG functions were further validated by reverse transcription quantitative PCR (RT-qPCR). This study will contribute to our understanding of the molecular interaction between CLas and D. citri.Entities:
Keywords: CLas infection; Diaphorina citri; transcriptome sequencing
Year: 2020 PMID: 32156093 PMCID: PMC7143376 DOI: 10.3390/insects11030171
Source DB: PubMed Journal: Insects ISSN: 2075-4450 Impact factor: 2.769
Figure 1The structure of the D. citri midgut, and the PCR detection of Candidatus Liberibacter asiaticus (CLas). (A) The structure of the whole D. citri midgut was observed under a Lecia S8AP0 stereomicroscope. (B) Agarose gel electrophoresis analysis in CLas-free groups and CLas-infected groups. M, 2000 DNA marker; PC, positive control; NC, negative control.
A summary of the transcriptomes in the different treatments in D. citri.
| Sample | ||||||
|---|---|---|---|---|---|---|
| Total raw reads | 62,582,728 | 58,399,847 | 56,575,636 | 57,180,938 | 63,335,414 | 54,887,010 |
| Total clean reads | 61,521,780 | 57,557,156 | 55,768,652 | 55,707,048 | 62,309,800 | 53,907,044 |
| Q20 | 97.25% | 97.14% | 97.37% | 97.59% | 97.16% | 97.48% |
| Q30 | 92.45% | 92.20% | 92.72% | 93.13% | 92.24% | 92.90% |
| GC percent | 40.57% | 40.46% | 40.91% | 37.74% | 39.94% | 39.39% |
| Total map | 43,131,403 (70.11%) | 40,754,962 (70.81%) | 40,200,207 (72.08%) | 32,534,301 (58.4%) | 41,738,828 (66.99%) | 35,207,811 (65.31%) |
| Unique map | 34,876,548 (56.69%) | 32,834,545 (57.05%) | 32,347,622 (58.0%) | 26,881,942 (48.26%) | 33,556,647 (53.85%) | 28,376,185 (52.64%) |
| Multiple map | 8,254,855 (13.42%) | 7,920,417 (13.76%) | 7,852,585 (14.08%) | 5,652,359 (10.15%) | 8,182,181 (13.13%) | 6,831,626 (12.67%) |
| Read 1 map | 17,503,161 (28.45%) | 16,493,012 (28.66%) | 16,205,676 (29.06%) | 13,455,363 (24.15%) | 16,865,739 (27.07%) | 14,200,948 (26.34%) |
| Read 2 map | 17,373,387 (28.24%) | 16,341,533 (28.39%) | 16,141,946 (28.94%) | 13,426,579 (24.1%) | 16,690,908 (26.79%) | 14,175,237 (26.3%) |
| Positive map | 17,505,192 (28.45%) | 16,467,596 (28.61%) | 16,228,967 (29.1%) | 13,459,583 (24.16%) | 16,829,779 (27.01%) | 14,230,468 (26.4%) |
Figure 2The identification and hierarchical cluster analysis of differentially expressed genes. (A) A scatter diagram for each gene. The blue, red and green points represent no difference in expression, upregulated genes and downregulated genes, respectively. (B) Hierarchical clustering of differentially expressed genes (DEGs) between the CLas-free groups and CLas-infected groups. Columns indicate different samples. Rows represent different DEGs. Blue bands indicate a low expression level, and red bands indicate a high gene expression level.
Figure 3Gene Ontology (GO) enrichment analysis of DEGs. A scatter diagram of GO categories. The X-axis indicates the gene ratio. The Y-axis indicates different categories. (A) Upregulated DEGs. (B) Downregulated DEGs.
Figure 4KEGG (Kyoto Encyclopedia of Genes and Genomes) enrichment analysis of DEGs. A scatter diagram of KEGG pathways. The X-axis indicates the gene ratio. The Y-axis indicates different pathways. (A) Upregulated DEGs. (B) Downregulated DEGs.
Figure 5The correlation between the gene expression ratios obtained from the transcriptome data and RT-qPCR data. (A) The differential expression levels of 14 differentially expressed genes in the CLas-free and CLas-infected D. citri midgut. The relative expression levels were calculated using the 2−∆∆Ct method. Statistical analysis was performed using the SPSS software. The significant differences are indicated by * (p < 0.05) or ** (p < 0.01); (B) Lineage analysis between the transcriptome and RT-qPCR data. The ratios obtained by RT-qPCR (Y-axis) were plotted against the ratios obtained by the transcriptome (X-axis).
Differentially expressed genes upon CLas infection involved in ubiquitination, the immune response and the ribosomes comparing CLas-infected groups and CLas-free groups.
| Gene ID | Gene Description | Log2Fold Change | ||
|---|---|---|---|---|
| Ubiquitination | ||||
| DcitrP024565.1 | Proteasome subunit alpha type | 8.590624 | 18.91098 | 1.142678 |
| DcitrP057820.1 | S-phase kinase-associated protein 1 | 5.07435 | 12.83314 | 1.338850457 |
| DcitrP057935.1 | Ubiquitin-fold modifier-conjugating enzyme 1 | 7.195371 | 14.55307 | 1.015273471 |
| DcitrP026550.1 | Ubiquitin-associated domain-containing protein 1 | 10.65557 | 3.702037 | −1.531855619 |
| DcitrP066965.1 | Ubiquitin-like modifier-activating enzyme ATG7 | 29.43184 | 14.80442 | −0.993594896 |
| DcitrP055490.1 | E3 ubiquitin-protein ligase | 0.333095 | 2.28688 | 2.782229875 |
| DcitrP062105.1 | Proteasome activator complex subunit 3-like protein | 2.290002 | 13.83469 | 2.595512129 |
| DcitrP059695.1 | Proteasome subunit beta type | 1.753526 | 3.587919 | 2.414010482 |
| DcitrP081240.1 | Ubiquitin domain-containing protein UBFD1 | 8.095103 | 15.50153 | 0.93331621 |
| DcitrP077930.1 | 26S proteasome non-ATPase regulatory subunit 12 | 11.5905 | 20.46284 | 0.818448568 |
| DcitrP069975.1 | E3 ubiquitin-protein ligase MARCH2 | 78.9481 | 38.47541 | −1.034157481 |
| DcitrP069805.1 | E3 ubiquitin-protein ligase RNF8 | 203.473 | 97.33118 | −1.064416343 |
| DcitrP080605.1 | Ubiquitin-conjugating enzyme E2 J2 | 24.049 | 10.95165 | −1.132484873 |
| Immune response | ||||
| DcitrP022770.1 | CLIP domain-containing serine protease 2-like | 0.15049 | 2.354921 | 3.964562534 |
| DcitrP022775.1 | CLIPB-serine protease 4 | 0.569921 | 5.485922 | 3.275711152 |
| DcitrP046955.1 | Aminopeptidase | 0.223217 | 1.070738 | 2.276052354 |
| DcitrP016435.1 | Lysozyme i-type | 4.803546 | 19.42617 | 2.011353707 |
| DcitrP097315.1 | CLIPB-serine protease 5 | 2.744837 | 6.396924 | 1.223892409 |
| DcitrP029315.1 | CLIPB-serine protease 5-RA | 1.551907 | 3.488869 | 1.163879263 |
| DcitrP022220.1 | Apolipophorin-Ⅲ | 82.6109 | 184.9353 | 1.162289806 |
| DcitrP036745.1 | Toll-like 8B | 66.77792 | 39.1133 | −0.771504993 |
| DcitrP077945.1 | Beat protein | 1.732096 | 0.063739 | −4.609706023 |
| DcitrP077305.1 | Cathespin F-like protein 5-RA | 0.014575 | 0.0578843 | 5.280394143 |
| DcitrP036095.1 | Spondin-2-like | 0.036088 | 0.612192 | 4.060891064 |
| Ribosome | ||||
| DcitrP073005.1 | 60S ribosomal protein L23 | 28.24808 | 126.5357 | 2.162205397 |
| DcitrP093430.1 | Ribosomal protein L27A | 98.15065 | 435.6547 | 2.152761801 |
| DcitrP013835.1 | 40S ribosomal protein S9 | 4.209662 | 13.43044 | 1.666951923 |
| DcitrP008150.1 | 60S ribosomal protein L34 | 17.65276 | 51.35397 | 1.536118663 |
| DcitrP059870.1 | 40S ribosomal protein S24 | 155.3869 | 427.2229 | 1.458686099 |
| DcitrP062275.1 | Ribosomal protein L15 | 101.5892 | 271.7571 | 1.418811677 |
| DcitrP059845.1 | 40S ribosomal protein S24 | 21.11473 | 55.26206 | 1.385121791 |
| DcitrP068410.1 | 28S ribosomal protein S18a, mitochondrial | 43.2703 | 102.078 | 1.235994788 |
| DcitrP007765.1 | Ribosomal RNA processing protein 36 like protein | 4.525509 | 10.3174 | 1.186528712 |
| DcitrP019375.1 | 60S ribosomal protein L21 | 206.8503 | 463.4805 | 1.16374505 |
| DcitrP027780.1 | 40S ribosomal protein S9 | 419.7915 | 883.7374 | 1.073779521 |
| DcitrP025515.1 | 60S ribosomal protein L32 | 533.5668 | 1100.274 | 1.044015195 |
| DcitrP002745.1 | 40S ribosomal protein S11 | 102.8649 | 207.1952 | 1.009873361 |
| DcitrP094130.1 | 60S ribosomal protein L13 | 48.45802 | 96.80903 | 0.997246375 |
| DcitrP037015.1 | 28S ribosomal protein S27, mitochondrial | 6.245021 | 3.043301 | −1.04281238 |
Figure 6Hierarchical analysis for DEGs related to ubiquitination, the immune response and ribosomes between CLas-free and CLas-infected D. citri midgut. DEG expression is shown with a pseudocolor scale (from −3 to 3), with a red color indicating high expression levels and a green color indicating low expression. Each group represents three biological replicates.
Differentially expressed genes upon CLas infection involved in endocytosis, the cytoskeleton and insecticide resistance, comparing CLas-infected groups and CLas-free groups.
| Gene ID | Gene Description | Log2Fold Change | ||
|---|---|---|---|---|
| Endocytosis | ||||
| DcitrP017415.1 | Heat shock protein 70 | 4.970658 | 34.09295 | 2.779406588 |
| DcitrP097875.1 | Multivesicular body subunit 12B | 24.38566 | 8.356045 | −1.541534978 |
| DcitrP031105.1 | WASH complex subunit 7-like protein | 17.45894 | 7.028736 | −1.315473724 |
| DcitrP034560.1 | Partioning defective 6 like protein gamma | 26.1217 | 9.444002 | −1.46961334 |
| DcitrP007925.1 | ADP-ribosylation factor | 16.66552 | 6.056527 | −1.459442252 |
| DcitrP079685.1 | Arf-GAP with SH3 domain | 6.149781 | 2.706943 | −1.176262825 |
| novel.2039 | Uncharacterized LOC113466219 | 48.38901 | 23.34858 | −1.053542718 |
| Cytoskeleton | ||||
| DcitrP027020.1 | Paramyosin-like protein | 6.933056 | 15.75305 | 1.185025088 |
| DcitrP028800.1 | Troponin I | 29.9198 | 67.87614 | 1.18133546 |
| DcitrP031990.1 | Tyrosine protein kinase receptor torso | 2.771104 | 1.295568 | −1.104829478 |
| DcitrP084355.1 | Troponin I | 0.433339 | 3.163564 | 2.881484544 |
| DcitrP056675.1 | Alpha tubulin 1 chain-like | 9.993052 | 47.73973 | 2.256687099 |
| DcitrP062610.1 | Myosin light chain kinase | 0.72003 | 2.930362 | 2.021891929 |
| DcitrP046925.1 | Transgelin | 9.711448 | 22.08303 | 1.186590264 |
| DcitrP015360.1 | Kinesin-like protein | 1.97132 | 4.45914 | 1.180135096 |
| DcitrP016785.1 | Alpha tubulin 1 chain-like | 6.096831 | 53.22063 | 3.126504327 |
| DcitrP034805.1 | Gelsolin | 17.55555 | 120.6549 | 2.780374779 |
| DcitrP011480.1 | Troponin C | 0.928841 | 6.230001 | 2.755828695 |
| DcitrP027235.1 | Dynein light chain Tctex-type 1 | 0.84466 | 5.503671 | 2.705884305 |
| DcitrP081065.1 | Alpha tubulin 1 chain-like | 1.522667 | 7.639856 | 2.330954816 |
| DcitrP062790.1 | Keratin, type I cytoskeletal 9 | 3.797606 | 10.28138 | 1.432892752 |
| DcitrP002545.1 | Dynein heavy chain | 1.317832 | 0.439357 | −1.557423656 |
| Insecticide resistance | ||||
| DcitrP079275.1 | Cytochrome P450 CYP4C4 | 0.331885 | 6.304564 | 4.238246725 |
| DcitrP045800.1 | Probable cytochrome P450 6a14 | 0.172821 | 2.734463 | 4.010391446 |
| DcitrP079270.1 | CYP301A1 partial | 1.019659 | 11.5746 | 3.500092719 |
| DcitrP079255.1 | CYP301A1 partial | 2.045632 | 13.91084 | 2.763107035 |
| DcitrP039115.1 | ATP-binding cassette sub-family G member 5 | 0.349581 | 1.914687 | 2.457939089 |
| DcitrP019570.1 | Glutathione S-transferase | 108.29 | 310.5219 | 1.519243483 |
| DcitrP022100.1 | CYP3167A2 partial | 3.10311 | 8.045237 | 1.366858366 |
| DcitrP071995.1 | CYP3172A5 partial | 1.847749 | 4.73452 | 1.355174187 |
| DcitrP019590.1 | Glutathione S-transferase | 14.94143 | 37.15758 | 1.311635196 |
| DcitrP069025.1 | ATP-binding cassette sub-family G member 4 | 3.412652 | 8.348752 | 1.294131073 |
| DcitrP042025.1 | ATP-binding cassette sub-family A member | 21.79537 | 9.547165 | −1.187067336 |
| DcitrP090960.1 | Multidrug resistance-associated protein 1 | 56.71604 | 22.4627 | −1.335398633 |
| DcitrP013660.1 | CYP6KB1 | 17.94354 | 6.599974 | −1.448082102 |
| DcitrP078955.1 | ATP-binding cassette sub-family A member 3 | 81.79196 | 9.226527 | −1.549025159 |
| DcitrP051650.1 | Carboxylic ester hydrolase | 8.538477 | 2.508855 | −1.773370392 |
Figure 7Hierarchical analysis for DEGs associated with endocytosis, the cytoskeleton and insecticide resistance between CLas-free and CLas-infected D. citri midgut. A hierarchical cluster analysis was performed using the Genesis software. DEG expression is shown with a pseudocolour scale (from −3 to 3), with the red colour indicating high expression levels and the green color indicating low expression. Each group represents three biological replicates.