| Literature DB >> 27644092 |
Shijiang Yu1, Lili Ding1, Ren Luo1, Xiaojiao Li1, Juan Yang1, Haoqiang Liu1, Lin Cong1, Chun Ran1.
Abstract
Dialeurodes citri is a major pest in citrus producing areas, and large-scale outbreaks have occurred increasingly often in recent years. Lecanicillium attenuatum is an important entomopathogenic fungus that can parasitize and kill D. citri. We separated the fungus from corpses of D. citri larvae. However, the sound immune defense system of pests makes infection by an entomopathogenic fungus difficult. Here we used RNA sequencing technology (RNA-Seq) to build a transcriptome database for D. citri and performed digital gene expression profiling to screen genes that act in the immune defense of D. citri larvae infected with a pathogenic fungus. De novo assembly generated 84,733 unigenes with mean length of 772 nt. All unigenes were searched against GO, Nr, Swiss-Prot, COG, and KEGG databases and a total of 28,190 (33.3%) unigenes were annotated. We identified 129 immunity-related unigenes in transcriptome database that were related to pattern recognition receptors, information transduction factors and response factors. From the digital gene expression profile, we identified 441 unigenes that were differentially expressed in D. citri infected with L. attenuatum. Through calculated Log2Ratio values, we identified genes for which fold changes in expression were obvious, including cuticle protein, vitellogenin, cathepsin, prophenoloxidase, clip-domain serine protease, lysozyme, and others. Subsequent quantitative real-time polymerase chain reaction analysis verified the results. The identified genes may serve as target genes for microbial control of D. citri.Entities:
Mesh:
Year: 2016 PMID: 27644092 PMCID: PMC5028029 DOI: 10.1371/journal.pone.0162659
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
cDNA library assembly for D. citri.
| Length range | Contigs | Transcripts | Unigenes |
|---|---|---|---|
| 200–300 | 2,251,642(97.12%) | 32,280(26.97%) | 26,903(31.75%) |
| 300–500 | 28,533(1.23%) | 30,365(25.43%) | 24,241(28.61%) |
| 500–1000 | 19,900(0.86%) | 25,107(21.02%) | 16,987(20.05%) |
| 1000–2000 | 10,759(0.46%) | 16,823(14.09%) | 9,521(11.24%) |
| 2000+ | 7,537(0.33%) | 14,925(12.50%) | 7,081(8.36%) |
| Total number | 2,318,371 | 119,428 | 84,733 |
| Total length | 191,192,105 | 113,647,937 | 65,399,254 |
| N50 length | 98 | 1,809 | 1,320 |
| Mean length | 82.47 | 951.6 | 771.83 |
Functional annotation of the D. citri transcriptome.
| Anno_Database | Annotated_Number | 300< = length<1000 | length> = 1000 |
|---|---|---|---|
| COG_Annotation | 11516 | 4977 | 4405 |
| GO_Annotation | 17081 | 7071 | 6800 |
| KEGG_Annotation | 9387 | 3855 | 3727 |
| Swissprot_Annotation | 19537 | 8050 | 8280 |
| nr_Annotation | 27746 | 12159 | 10355 |
| All_Annotated | 28190 | 12396 | 10380 |
Fig 1Functional annotation of assembled sequences based on gene ontology (GO) categorization.
GO analysis was performed at level two for three main categories (cellular component, molecular function, and biological process).
Fig 2Histogram representation of Clusters of Orthologous Groups (COG) classification.
Fig 3Pie chart representation of the distribution of functional annotations of Kyoto Encyclopedia of Genes and Genomes (KEGG).
ko03010: Ribosome; ko04141: Protein processing in endoplasmic reticulum; ko03040: Spliceosome; ko03013: RNA transport; ko04142: Lysosome; ko00190: Oxidative phosphorylation; ko00230: Purine metabolism; ko04120: Ubiquitin mediated proteolysis; ko04144: Endocytosis; ko03015: mRNA surveillance pathway; ko04146: Peroxisome; ko03008: Ribosome biogenesis in eukaryotes; ko04310: Wnt signaling pathway; ko00500: Starch and sucrose metabolism; ko04145: Phagosome; ko00240: Pyrimidine metabolism; ko00010: Glycolysis / Gluconeogenesis; ko03018: RNA degradation; ko00020: Citrate cycle (TCA cycle).
Summary of the immunity-related unigenes identified in D. citri transcriptome.
| Gene Name | Unigene ID | Nucleotide length (bp) | Protein length (aa) | Nr_annotation |
|---|---|---|---|---|
| DcPGRP | Unigene 51807_c0 | 467 | 143 | PGRP S2-like protein precursor |
| DcGNBP-1 | Unigene 61815_c0 | 322 | 69 | GNBP1 |
| DcGNBP-2 | Unigene 44656_c0 | 274 | 19 | GNBP2 |
| DcGNBP-3 | Unigene 309462_c0 | 329 | 27 | GNBP 2-like protein |
| DcGNBP-4 | Unigene78758_c1 | 222 | 57 | GNBP 2-like protein |
| DcGNBP-5 | Unigene63821_c0 | 430 | 123 | GNBP 2-like protein |
| DcGNBP-6 | Unigene70098_c0 | 598 | 148 | GNBP 2-like protein |
| DcβGRP-1 | Unigene 433117_c0 | 374 | 111 | βGRP 4a |
| DcβGRP-2 | Unigene 27715_c0 | 217 | 42 | βGRP 4a |
| DcβGRP-3 | Unigene51664_c0 | 660 | 102 | βGRP 4a |
| DcβGRP-4 | Unigene61815_c1 | 389 | 91 | βGRP 4a |
| DcβGRP-5 | Unigene73030_c1 | 1103 | 290 | βGRP 4a |
| DcβGRP-6 | Unigene59593_c0 | 485 | 113 | βGRP 4a |
| DcβGRP-7 | Unigene82059_c0 | 2135 | 530 | βGRP 4a |
| DcβGRP-8 | Unigene78387_c0 | 1555 | 416 | βGRP 4a |
| DcβGRP-9 | Unigene35662_c0 | 323 | 59 | βGRP 4a |
| DcβGRP-10 | Unigene65987_c0 | 558 | 166 | βGRP 4a |
| DcβGRP-11 | Unigene344405_c0 | 424 | 125 | βGRP 4a |
| DcβGRP-12 | Unigene269973_c0 | 668 | 176 | βGRP 4a |
| DcβGRP-13 | Unigene63341_c0 | 574 | 125 | βGRP 4a |
| DcβGRP-14 | Unigene46518_c0 | 442 | 146 | βGRP 4a |
| DcβGRP-15 | Unigene68139_c0 | 715 | 208 | βGRP 4a |
| DcβGRP-16 | Unigene80609_c0 | 1546 | 280 | βGRP 4a |
| DcβGRP-17 | Unigene78758_c0 | 1522 | 448 | βGRP 4a |
| DcβGRP-18 | Unigene78145_c0 | 1407 | 151 | βGRP 4a |
| DcβGRP-19 | Unigene80295_c0 | 1455 | 410 | βGRP 4a |
| DcTEP-1 | Unigene5216_c0 | 245 | 48 | Thioester-containing protein |
| DcTEP-2 | Unigene20936_c0 | 207 | 58 | Thioester-containing protein |
| DcSCR-1 | Unigene525433_c0 | 445 | 77 | Scavenger receptor class B member 1 isoform 1 |
| DcSCR-2 | Unigene181460_c0 | 909 | 245 | Scavenger receptor class B member 1 |
| DcSCR-3 | Unigene74496_c0 | 5800 | 403 | Scavenger receptor class B member 1 |
| DcSCR-4 | Unigene77847_c0 | 6047 | 562 | Scavenger receptor class B member 1 isoform 2 |
| DcSCR-5 | Unigene79498_c0 | 4193 | 521 | Scavenger receptor class B member 1 isoform 1 |
| DcSCR-6 | Unigene80932_c0 | 4763 | 624 | Scavenger receptor class B member 1 |
| DcSCR-7 | Unigene81170_c0 | 4728 | 539 | Scavenger receptor class B member |
| DcSCR-8 | Unigene81350_c0 | 2424 | 615 | Scavenger receptor class B member |
| DcCTL-1 | Unigene83071_c0 | 1131 | 217 | C-type lectin-like precursor |
| DcCTL-2 | Unigene281842_c0 | 410 | 116 | C-type lectin domain-containing protein 141 |
| DcCTL-3 | Unigene713818_c0 | 339 | 60 | C-type lectin domain-containing protein 141 |
| DcGALE-1 | Unigene63173_c0 | 577 | 174 | Galectin 1 |
| DcGALE-2 | Unigene73575_c0 | 1393 | 380 | Galectin |
| DcGALE-3 | Unigene77505_c0 | 1182 | 193 | Galectin |
| DcGALE-4 | Unigene78155_c0 | 1193 | 366 | Galectin |
| DcGALE-5 | Unigene81510_c0 | 7678 | 1752 | Galectin |
| DcHemocytin-1 | Unigene42495_c0 | 576 | 173 | Hemocytin |
| DcHemocytin-2 | Unigene65062_c0 | 1565 | 372 | Hemocytin |
| DcHemocytin-3 | Unigene67140_c0 | 987 | 300 | Hemocytin |
| DcIntegrin-1 | Unigene77807_c0 | 3619 | 1119 | Integrin alpha-PS1 |
| DcIntegrin-2 | Unigene80101_c0 | 5509 | 1657 | Integrin alpha-PS2 |
| DcToll-1 | Unigene72008_c2 | 598 | 170 | Toll-1 |
| DcToll-2 | Unigene138073_c0 | 919 | 59 | Toll-1 |
| DcToll-3 | Unigene82362_c0 | 4965 | 460 | Protein toll precursor |
| DcToll-4 | Unigene949000_c0 | 674 | 72 | Similar to toll |
| DcToll-5 | Unigene713993_c0 | 346 | 26 | Toll |
| DcToll-6 | Unigene700734_c0 | 612 | 122 | Toll-6 |
| DcToll-7 | Unigene78948_c0 | 5430 | 1402 | Toll-7 |
| DcToll-8 | Unigene3070_c0 | 204 | 49 | Toll-8 |
| DcToll-9 | Unigene79212_c0 | 4729 | 1013 | Toll-like receptor 13-like |
| DcToll-10 | Unigene9735_c0 | 569 | 180 | Toll-10 |
| DcToll-11 | Unigene72008_c0 | 1528 | 365 | Protein toll precursor |
| DcToll-12 | Unigene163471_c0 | 1175 | 353 | Protein toll precursor |
| DcToll-13 | Unigene72008_c4 | 222 | 32 | Protein toll-like |
| DcToll-14 | Unigene78170_c0 | 2119 | 513 | Protein toll |
| DcToll-15 | Unigene916650_c0 | 203 | 56 | Toll |
| DcToll-16 | Unigene706924_c0 | 248 | 0 | Toll-like receptor 3-like |
| DcECSIT | Unigene76455_c0 | 3595 | 438 | ECSIT isoform 1 |
| DcPelle-1 | Unigene713608_c0 | 214 | 51 | Serine/threonine-protein kinase pelle |
| DcPelle-2 | Unigene81953_c1 | 2771 | 647 | Serine/threonine-protein kinase pelle |
| DcPelle-3 | Unigene940287_c0 | 245 | 22 | Serine/threonine-protein kinase pelle |
| DcPelle-4 | Unigene955734_c0 | 214 | 45 | Serine/threonine-protein kinase pelle |
| DcPelle-5 | Unigene254925_c0 | 1237 | 301 | Serine/threonine-protein kinase pelle |
| DcPelle-6 | Unigene1093739_c0 | 255 | 77 | Serine/threonine-protein kinase pelle |
| DcPellino | Unigene81554_c1 | 2229 | 418 | Pellino |
| DcNF-κB-1 | Unigene76830_c0 | 1952 | 265 | NF-kappa-B-activating protein |
| DcNF-κB-2 | Unigene78848_c0 | 5921 | 375 | NF-kappa-B inhibitor alpha |
| DcNF-κB-3 | Unigene32609_c0 | 1874 | 416 | NF-kappa-B-repressing factor |
| DcSP-1 | Unigene65980_c0 | 708 | 150 | Serine protease |
| DcSP-2 | Unigene76614_c0 | 1249 | 392 | Serine protease snake-like |
| DcSP-3 | Unigene80903_c0 | 1403 | 378 | Serine protease snake-like |
| DcSP-4 | Unigene56933_c1 | 423 | 68 | Serine protease snake-like |
| DcSP-5 | Unigene603158_c0 | 283 | 65 | Serine protease 22 precursor |
| DcSP-6 | Unigene69896_c0 | 1839 | 442 | Serine protease gd-like isoform 1 |
| DcSP-7 | Unigene2194_c0 | 355 | 99 | Serine protease P32 |
| DcSP-8 | Unigene73010_c0 | 1270 | 370 | Serine protease snake-like |
| DcSP-9 | Unigene77526_c0 | 1562 | 357 | Serine protease |
| DcSP-10 | Unigene74736_c0 | 1369 | 415 | Serine protease snake-like |
| DcSP-11 | Unigene75142_c0 | 2040 | 539 | Serine protease |
| DcSP-12 | Unigene70828_c1 | 688 | 226 | Serine protease |
| DcSP-13 | Unigene56933_c0 | 570 | 99 | Serine protease snake-like |
| DcSP-14 | Unigene188106_c0 | 320 | 87 | Serine protease |
| DcSP-15 | Unigene439362_c0 | 558 | 185 | Serine protease |
| DcSP-16 | Unigene62335_c0 | 413 | 46 | Serine protease |
| DcSP-17 | Unigene80402_c0 | 1418 | 402 | Serine protease snake-like |
| DcSP-18 | Unigene80015 | 728 | 219 | Serine protease |
| DcSP-19 | Unigene73992_c0 | 555 | 153 | Serine protease P58 |
| DcSPH-1 | Unigene74523_c0 | 3506 | 411 | Prophenoloxidase activating factor |
| DcSPH-2 | Unigene70002_c0 | 515 | 131 | Prophenoloxidase activating factor |
| DcSerpin-1 | Unigene81431_c0 | 263 | 19 | Serpin 1 |
| DcSerpin-4 | Unigene65498_c0 | 262 | 39 | Serpin 4 |
| DcSerpin-5 | Unigene21574_c0 | 386 | 52 | Serpin 5 |
| DcSerpin-6 | Unigene82073_c0 | 6400 | 428 | Serpin 6 |
| DcSerpin-8 | Unigene79484_c0 | 1177 | 128 | Serpin 8 |
| DcSerpin-9 | Unigene65659_c3 | 834 | 212 | Serpin 9 |
| DcPPO-1 | Unigene44504_c0 | 1207 | 305 | Prophenoloxidase, partial |
| DcPPO-2 | Unigene4538_c0 | 248 | 71 | Prophenoloxidase |
| DcPPO-3 | Unigene538626_c0 | 239 | 38 | Prophenoloxidase 2 |
| DcPPO-4 | Unigene59898_c0 | 661 | 95 | Prophenoloxidase 2 |
| DcPPO-5 | Unigene60106_c0 | 327 | 62 | Prophenoloxidase VII |
| DcPPO-6 | Unigene69131_c0 | 2510 | 709 | Prophenoloxidase |
| DcPPO-7 | Unigene78621_c0 | 2659 | 702 | Prophenoloxidase |
| DcPPO-8 | Unigene827915_c0 | 409 | 40 | Prophenoloxidase |
| DcPPO-9 | Unigene975841_c0 | 225 | 20 | Prophenoloxidase 5 |
| DcPPO-10 | Unigene29019_c0 | 617 | 136 | Prophenoloxidase |
| DcPPO-11 | Unigene29019_c1 | 340 | 41 | Prophenoloxidase 2 |
| DcPPO-12 | Unigene304863_c0 | 347 | 61 | Prophenoloxidase 2 |
| DcPPO-13 | Unigene1072959_c0 | 250 | 71 | Prophenoloxidase subunit 1 |
| DcPPO-14 | Unigene312841_c0 | 240 | 34 | Prophenoloxidase |
| DcPPO-15 | Unigene31435_c0 | 651 | 177 | Prophenoloxidase-I |
| DcPPO-16 | Unigene33650_c0 | 288 | 90 | Prophenoloxidase |
| DcPPO-17 | Unigene81686_c0 | 2641 | 739 | Prophenoloxidase |
| DcPPO-18 | Unigene75007_c0 | 1830 | 423 | Prophenoloxidase subunit 2 |
| DcLys-1 | Unigene45440_c0 | 655 | 154 | C-type lysozyme |
| DcLys-2 | Unigene513451_c0 | 301 | 79 | Lysozyme P-like |
| DcLys-3 | Unigene77954_c0 | 1412 | 159 | Lysozyme 1-like |
| DcLys-4 | Unigene62670_c0 | 356 | 55 | Lysozyme P |
| DcLys-5 | Unigene65090_c0 | 755 | 143 | Lysozyme 3 |
| DcLys-6 | Unigene694489_c0 | 250 | 61 | Lysozyme D |
| DcAMP-1 | Unigene71869_c0 | 449 | 58 | Antimicrobial peptide Alo-1 |
| DcAMP-2 | Unigene29069_c0 | 465 | 107 | Antimicrobial peptide Alo-3 |
| DcAMP-3 | Unigene69306_c0 | 260 | 62 | Antimicrobial peptide Alo-3 |
Fig 4Phylogenetic analysis of β-1,3-glucan recognition proteins (βGRPs) from D. citri and other insect species.
The used amino acid sequences are from Dialeurodes citri (Dc), Triatoma infestans (Ti), Anasa tristis (At), Bombyx mori (Bm), Maconellicoccus hirsutus (Mh), Anopheles gambiae (Ag), Tribolium castaneum (Tc), Tenebrio molitor (Tm), Ostrinia furnacalis (Of), Spodoptera litura (Sl), Manduca sexta (Ms), Galleria mellonella (Gm), Helicoverpa armigera (Ha), Culex quinquefasciatus (Cq).
Fig 5Phylogenetic analysis of Tolls from D. citri and other insect species.
The used amino acid sequences are from Dialeurodes citri (Dc), Nilaparvata lugens (Nl), Acyrthosiphon pisum (Ap), Graminella nigrifrons (Gn), Halyomorpha halys (Hh), Cimex lectularius (Cl), Lygus hesperus (Lh), Triatoma infestans (Ti), Drosophila melanogaster (Dm), Bombyx mori (Bm), Tribolium castaneum (Tc), Anopheles gambiae (Ag), Pediculus humanus corporis (Phc), Ceratitis capitata (Cc).
Fig 6Phylogenetic analysis of prophenoloxidases (PPOs) from D. citri and other insect species.
The used amino acid sequences are from Dialeurodes citri (Dc), Tenebrio molitor (Tm), Anasa tristis (At), Riptortus pedestris (Rp), Acyrthosiphon pisum (Ap), Drosophila melanogaster (Dm), Bombyx mori (Bm), Anopheles gambiae (Ag), Tribolium castaneum (Tc), Spodoptera litura (Sl), Sarcophaga bullata (Sb), Ostrinia furnacalis (Of), Manduca sexta (Ms), Holotrichia diomphalia (Hd), Hyphantria cunea (Hc), Helicoverpa armigera (Ha), Galleria mellonella (Gm), Anopheles stephensi (Ans), Armigeres subalbatus (Ars), Nilaparvata lugens (Nl).
Fig 7Clustering analysis (A) and quantitative analysis (B) of differentially expressed genes in D. citri after treatment with L. attenuatum.
The numbers beside the bar mean the values of Log2FC.
Differentially expressed unigenes likely involved in the antifungal response of D. citri after treatment with L. attenuatum.
| Gene Name | Unigene ID | CG-RPKM | TG-RPKM | Log2Ratio (TG/CG) | Up-Down | FDR | Nr_annotation |
|---|---|---|---|---|---|---|---|
| DcCP-1 | Unigene78104_c1 | 1 | 1652 | 10.04 | Up | 0 | Cuticle protein |
| DcVg-1 | Unigene73224_c1 | 0 | 77 | 6.65 | Up | 0 | Vitellogenin |
| DcVg-2 | Unigene77391_c0 | 9 | 640 | 6.33 | Up | 0 | Vitellogenin |
| DcVg-3 | Unigene80752_c1 | 0 | 52 | 6.09 | Up | 1.43E-13 | Vitellogenin |
| DcVg-4 | Unigene59142_c0 | 0 | 43 | 5.82 | Up | 2.73E-11 | Vitellogenin |
| DcCP-2 | Unigene68271_c0 | 4 | 213 | 5.75 | Up | 0 | Cuticle protein |
| DcVg-5 | Unigene73224_c0 | 1 | 75 | 5.59 | Up | 0 | Vitellogenin |
| DcVg-6 | Unigene73224_c2 | 2 | 106 | 5.49 | Up | 0 | Vitellogenin 1 |
| DcVg-7 | Unigene78645_c0 | 0 | 33 | 5.45 | Up | 1.30E-08 | Vitellogenin |
| DcVg-8 | Unigene82046_c0 | 109 | 2693 | 4.94 | Up | 0 | Vitellogenin |
| DcHp-1 | Unigene82372_c0 | 0 | 21 | 4.82 | Up | 3.56E-05 | Hypothetical protein |
| DcVg-9 | Unigene78104_c0 | 4 | 85 | 4.43 | Up | 4.44E-16 | Vitellogenin-1 |
| DcH70-1 | Unigene693684_c0 | 1 | 22 | 3.86 | Up | 0.00024 | Heat shock cognate 70 |
| DcLys-4 | Unigene62670_c0 | 99 | 484 | 2.6 | Up | 0 | Lysozyme |
| DcSP-3 | Unigene80903_c0 | 8 | 40 | 2.51 | Up | 0.00023 | Clip-domain serine protease |
| DcLys-2 | Unigene513451_c0 | 63 | 282 | 2.47 | Up | 1.11E-15 | Lysozyme |
| DcCatB-1 | Unigene78697_c0 | 152 | 522 | 2.09 | Up | 3.26E-14 | Cathepsin B |
| DcCatB-2 | Unigene76462_c0 | 240 | 781 | 2.02 | Up | 2.43E-14 | Cathepsin B |
| DcPPO-7 | Unigene78621_c0 | 103 | 306 | 1.88 | Up | 7.25E-10 | Prophenoloxidase |
| DcLRTP-1 | Unigene71096_c0 | 49 | 109 | 1.46 | Up | 0.001712 | Leucine-rich transmembrane protein |
| DcSP-18 | Unigene80015_c0 | 117 | 239 | 1.35 | Up | 0.000245 | Clip-domain serine protease |
| DcPPO-6 | Unigene69131_c0 | 98 | 183 | 1.21 | Up | 0.00537 | Prophenoloxidase |
| DcPPO-18 | Unigene75007_c0 | 542 | 192 | -1.17 | Down | 0.00233 | Prophenoloxidase 2 |
| DcSP-9 | Unigene77526_c0 | 700 | 194 | -1.53 | Down | 7.80E-07 | Clip-domain serine protease |
Note: CG-RPKM: reads per kb per million reads of cDNA library generated from control group of D. citri.; TG-RPKM: reads per kb per million reads of cDNA library generated from treatment group of D. citri.; Log2Ratio (TG/CG): Log2 Fold Change = Log2Ratio(treatment group RPKM/control group RPKM); FDR: false discovery rate.
Fig 8qRT-PCR–based verification and analysis of the differential expression of the identified genes.
Data are shown as means of three replicates ± standard deviation (SD). Asterisks above bars indicate significance differences between the treatment and control groups (t-test, P<0.05). The expression levels of unigenes in the control group (CG) are marked with a dashed line at Y = 1.0. The abscissa values 1, 2, 3, 4, 5 mean the treatment times (day) of D.citri infected by L. attenuatum.