| Literature DB >> 32928099 |
Geng Chen1, Yanhui Wang1, Yanmin Liu1, Fajun Chen2, Lanzhi Han3.
Abstract
BACKGROUND: Chilo suppressalis is a widespread rice pest that poses a major threat to food security in China. This pest can develop resistance to Cry toxins from Bacillus thuringiensis (Bt), threatening the sustainable use of insect-resistant transgenic Bt rice. However, the molecular basis for the resistance mechanisms of C. suppressalis to Cry1C toxin remains unknown. This study aimed to identify genes associated with the mechanism of Cry1C resistance in C. suppressalis by comparing the midgut transcriptomic responses of resistant and susceptible C. suppressalis strains to Cry1C toxin and to provide information for insect resistance management.Entities:
Keywords: Chilo suppressalis; Cry1C toxin; Difference; Resistance mechanism; Transcriptome
Mesh:
Substances:
Year: 2020 PMID: 32928099 PMCID: PMC7490912 DOI: 10.1186/s12864-020-07051-6
Source DB: PubMed Journal: BMC Genomics ISSN: 1471-2164 Impact factor: 3.969
Summary of reads of the midgut transcriptome in Cry1C-resistant (FZ1C) and -susceptible (FZS) strains of C. suppressalis
| Sample | Raw Reads | Clean Reads | Error (%) | Q20 | Q30 | GC Content |
|---|---|---|---|---|---|---|
| FZS_1 | 60,059,702 | 58,557,796 | 0.03 | 97.26 | 92.6 | 48.05 |
| FZS_2 | 60,328,774 | 58,254,422 | 0.03 | 97.25 | 92.63 | 47.72 |
| FZS_3 | 57,731,528 | 56,530,878 | 0.03 | 97.21 | 92.53 | 47.03 |
| FZ1C_1 | 55,728,490 | 54,571,128 | 0.03 | 96.82 | 91.68 | 46.9 |
| FZ1C_2 | 84,319,118 | 83,168,312 | 0.03 | 97.4 | 92.83 | 46.85 |
| FZ1C_3 | 63,356,582 | 62,354,194 | 0.03 | 95.88 | 89.68 | 47 |
Summary of the length of assembled unigenes of the midgut transcriptome in Cry1C-resistant (FZ1C) and -susceptible (FZS) strains of C. suppressalis
| Min length | Mean length | Median length | Max length | N50 | N90 | Total |
|---|---|---|---|---|---|---|
| 201 | 1290 | 675 | 28,518 | 2343 | 498 | 179,580,569 |
Fig. 1Histogram of Gene Ontology (GO) classification. The GO categories shown on the x-axis are grouped into three main ontologies: biological process, cellular component and molecular function. The y-axis indicates the number of unigenes in each category
Fig. 2Histogram of clusters from the KOG classification. A total of 21,127 unigenes were assigned to 25 categories in the KOG classification. The right legend shows a description of the 25 functional categories
Fig. 3Histogram of KEGG functional classification. The Y-axis is the enrichment of KEGG terms, and the X-axis indicates the percentage of a specific category of genes in that main category. Genes were divided into five branches according to KEGG metabolic pathways: A –Cellular Processes; B –Environmental Information Processing; C –Genetic Information Processing; D –Metabolism; E –Organismal Systems
Fig. 4Changes in the distribution of differentially expressed unigenes between Cry1C-resistant (FZ1C) and Cry1C-susceptible (FZS) strains of C. suppressalis
The differential expression of candidate resistance genes between Cry1C-resistant (FZ1C) and -susceptible (FZS) strains of C. suppressalis
| Gene_id | Log | Padj | NR ID | NR Description |
|---|---|---|---|---|
| Cluster-21,897.55689 | 1.6449 | 7.39E-37 | ABC69855.3 | aminopeptidase N1 [ |
| Cluster-21,897.55577 | 1.9015 | 6.17E-28 | ABC69855.3 | Aminopeptidase N1 [ |
| Cluster-21,897.54666 | 1.33 | 7.80E-10 | AFU51581.1 | aminopeptidase N5 [ |
| Cluster-21,897.55566 | 1.3123 | 3.64E-09 | ABC69855.3 | aminopeptidase N1 [ |
| Cluster-21,897.57790 | 1.075 | 4.26E-06 | AGG36452.1 | aminopeptidase N2 [ |
| Cluster-21,897.56678 | 2.1155 | 0.000903 | AFU51581.1 | aminopeptidase N5 [ |
| Cluster-21,897.57101 | 1.4645 | 0.007899 | AFU51581.1 | aminopeptidase N5 [ |
| Cluster-21,897.49282 | 1.0386 | 0.024454 | ABC69855.3 | aminopeptidase N1 [ |
| Cluster-21,897.54390 | 1.2556 | 0.045792 | ABC69855.3 | aminopeptidase N1 [ |
| Cluster-21,897.41443 | −10.741 | 1.19E-62 | ADZ74177.1 | aminopeptidase P-like protein [ |
| Cluster-21,897.43493 | −1.6657 | 0.011799 | ADZ74177.1 | aminopeptidase P-like protein [ |
| Cluster-21,897.37634 | 1.7727 | 3.99E-07 | AKC34899.1 | ABCC1-like protein [ |
| Cluster-21,897.40893 | 3.4584 | 9.75E-25 | XP_004926984.1 | PREDICTED: ATP-binding cassette sub-family D member 2 [ |
| Cluster-21,897.60875 | 1.6104 | 2.26E-13 | XP_012546914.1 | PREDICTED: ATP-binding cassette sub-family A member 1-like [ |
| Cluster-21,897.77353 | 1.8368 | 5.92E-11 | XP_004926984.1 | PREDICTED: ATP-binding cassette sub-family D member 2 [ |
| Cluster-21,897.6336 | 5.6608 | 1.58E-10 | XP_012271259.1 | PREDICTED: ATP-binding cassette sub-family G member 1-like [ |
| Cluster-21,897.52254 | 1.3426 | 0.000781 | XP_012546914.1 | PREDICTED: ATP-binding cassette sub-family A member 1-like [ |
| Cluster-25,303.0 | 3.0558 | 0.011063 | XP_012240437.1 | PREDICTED: ATP-binding cassette sub-family B member 7, mitochondrial isoform X3 [ |
| Cluster-21,897.47836 | 1.7831 | 0.015241 | ADV76536.1 | ATP-binding cassette sub-family B member 1 [ |
| Cluster-21,897.94254 | 2.5774 | 0.021312 | XP_007891965.1 | PREDICTED: ATP-binding cassette sub-family B member 7, mitochondrial [ |
| Cluster-21,897.2225 | 2.8473 | 0.027446 | XP_011261806.1 | PREDICTED: ATP-binding cassette sub-family B member 7, mitochondrial isoform X1 [ |
| Cluster-21,897.39237 | 2.0934 | 0.032647 | XP_012556248.1 | PREDICTED: ATP-binding cassette sub-family G member 4-like [ |
| Cluster-21,897.52385 | −1.681 | 2.98E-10 | AJD79133.1 | ABCC3 [ |
| Cluster-21,897.87849 | −1.7765 | 0.012662 | AJD79133.1 | ABCC3 [ |
| Cluster-21,897.77904 | −1.4987 | 0.01506 | AJD79133.1 | ABCC3 [ |
| Cluster-21,897.854 | −3.5663 | 0.0019 | AKC96179.1 | ABC transporter subfamily C protein [ |
| Cluster-21,897.54886 | −1.3094 | 0.007259 | XP_012551415.1 | PREDICTED: ATP-binding cassette sub-family F member 2 isoform X1 [ |
| Cluster-21,897.58674 | −1.2038 | 0.034899 | EHJ74419.1 | ATP-binding cassette sub-family C member 4 [ |
| Cluster-21,897.109470 | −6.9167 | 4.46E-18 | XP_004923692.2 | PREDICTED: membrane-bound alkaline phosphatase-like [ |
| Cluster-21,897.58470 | −2.2938 | 0.016426 | XP_004926653.1 | PREDICTED: membrane-bound alkaline phosphatase-like [ |
| Cluster-21,897.75922 | −3.1934 | 3.39E-05 | AHF20243.1 | membrane-bound alkaline phosphatase [ |
| Cluster-21,897.56465 | −1.7759 | 8.36E-05 | AGG36455.1 | alkaline phosphatase 3 [ |
| Cluster-21,897.58789 | −2.549 | 5.46E-14 | AGG36453.1 | alkaline phosphatase 1 [ |
| Cluster-21,897.40486 | −2.1239 | 0.010296 | AGG36453.1 | alkaline phosphatase 1 [ |
| Cluster-21,897.24953 | −2.6531 | 0.043486 | AGG36453.1 | alkaline phosphatase 1 [ |
| Cluster-21,897.35257 | 6.9134 | 1.66E-16 | AGG36453.1 | alkaline phosphatase 1 [ |
| Cluster-21,897.56483 | 1.5945 | 7.02E-05 | AFI81421.1 | alkaline phosphatase 1 [ |
| Cluster-21,897.58285 | 1.5901 | 0.009408 | AGG36455.1 | alkaline phosphatase 3 [ |
| Cluster-21,897.57556 | 3.1885 | 4.07E-18 | AFK64821.1 | trypsin-like proteinase [ |
| Cluster-21,897.56622 | 1.3654 | 8.59E-10 | AAC36150.1 | chymotrypsinogen-like protein [ |
| Cluster-21,897.56271 | 1.5268 | 2.57E-07 | AAC02220.1 | putative trypsin-like protein [ |
| Cluster-21,897.55915 | 1.0453 | 4.69E-07 | AFK64828.1 | trypsin-like proteinase [ |
| Cluster-21,897.56673 | 1.5238 | 6.31E-05 | AFK64821.1 | trypsin-like proteinase [ |
| Cluster-21,897.55582 | 1.1248 | 8.67E-05 | AAR98920.2 | trypsin-like proteinase T2a precursor [ |
| Cluster-21,897.35243 | 1.7242 | 0.000309 | AAC02220.1 | putative trypsin-like protein [ |
| Cluster-21,897.55247 | 1.4464 | 0.003929 | AFK64824.1 | trypsin-like proteinase [ |
| Cluster-21,897.54394 | 1.2619 | 0.00564 | AFK64824.1 | trypsin-like proteinase [ |
| Cluster-21,897.55799 | 1.2883 | 0.017361 | AAC02220.1 | putative trypsin-like protein [ |
| Cluster-21,897.58977 | 1.3923 | 0.026063 | AAR98920.2 | trypsin-like proteinase T2a precursor [ |
| Cluster-21,897.54072 | 1.1272 | 0.044035 | AFK64828.1 | trypsin-like proteinase [ |
| Cluster-21,897.40330 | −1.4309 | 0.029499 | ACB54938.1 | trypsin [ |
| Cluster-21,897.53425 | 2.2012 | 6.83E-05 | ACY69027.1 | mutant cadherin [ |
| Cluster-21,897.66616 | 2.8159 | 0.031303 | ACY69027.1 | mutant cadherin [ |
| Cluster-21,897.72833 | − 2.4799 | 0.030472 | ACY69027.1 | mutant cadherin [ |
| Cluster-21,897.55855 | 1.5892 | 2.41E-05 | EHJ78293.1 | V-type proton ATPase catalytic subunit A [ |
| Cluster-13,786.0 | 2.6297 | 0.035587 | XP_976188.1 | PREDICTED: V-type proton ATPase catalytic subunit A [ |
| Cluster-21,897.55072 | 1.1929 | 8.41E-21 | NP_001266403.1 | heat shock protein 90 beta [ |
| Cluster-21,897.68076 | 4.4643 | 7.65E-06 | XP_004931165.1 | PREDICTED: heat shock protein 67B2-like [ |
| Cluster-2235.0 | 4.1034 | 9.04E-05 | EJY88528.1 | Heat shock protein 90 [ |
| Cluster-4673.0 | 3.0708 | 0.012694 | AAM93752.1 | heat shock protein 90, partial [ |
| Cluster-21,897.55634 | 1.4418 | 4.86E-10 | ACI45417.1 | chymotrypsin-like serine proteinase C3 [ |
| Cluster-21,897.55418 | 1.187 | 1.60E-09 | ACI45417.1 | chymotrypsin-like serine proteinase C3 [ |
| Cluster-21,897.55499 | 1.1561 | 1.82E-09 | ACI45417.1 | chymotrypsin-like serine proteinase C3 [ |
| Cluster-21,897.56181 | 1.3734 | 1.22E-08 | ACR15986.2 | serine protease 11 [ |
| Cluster-21,897.55981 | 1.2165 | 2.45E-08 | ACR15986.2 | serine protease 11 [ |
| Cluster-21,897.54910 | 1.4828 | 5.86E-06 | ACI45413.1 | trypsin-like serine proteinase T21 [ |
| Cluster-21,897.54375 | 1.6568 | 2.53E-05 | ACI45417.1 | chymotrypsin-like serine proteinase C3 [ |
| Cluster-21,897.102495 | 3.2954 | 0.005237 | AFQ01141.1 | serine protease inhibitor 005 [ |
| Cluster-21,897.85135 | 4.3327 | 5.91E-12 | AEW46893.2 | serine protease inhibitor 002 [ |
| Cluster-21,897.83284 | −2.6304 | 1.92E-10 | AIR09773.1 | chymotrypsin-like serine protease precursor [ |
| Cluster-21,897.24583 | −3.5303 | 8.09E-10 | AGU27161.1 | serine protease 13 [ |
| Cluster-21,897.55169 | −1.061 | 4.53E-09 | AAX62026.1 | chymotrypsin-like serine protease [ |
| Cluster-21,897.48503 | −1.9352 | 7.19E-09 | AFM77775.1 | chymotrypsin-like serine protease 16 [ |
| Cluster-21,897.48502 | −1.499 | 2.11E-08 | AFM77775.1 | chymotrypsin-like serine protease 16 [ |
| Cluster-21,897.62833 | −2.0668 | 3.22E-06 | AFM77775.1 | chymotrypsin-like serine protease 16 [ |
| Cluster-21,897.107082 | −2.4889 | 0.013375 | XP_012545493.1 | PREDICTED: clip domain serine protease 4 isoform X1 [ |
| Cluster-21,897.104728 | −2.9256 | 0.020799 | ACD44927.1 | serine protease [ |
| Cluster-24,270.0 | −1.6631 | 0.027819 | EHJ71121.1 | serine protease P54 [ |
| Cluster-21,897.52100 | −2.2617 | 6.60E-23 | EHJ69197.1 | putative serine protease inhibitor dipetalogastin precursor [ |
| Cluster-21,897.53494 | −2.3869 | 3.90E-21 | EHJ69197.1 | putative serine protease inhibitor dipetalogastin precursor [ |
| Cluster-21,897.56879 | −1.901 | 2.31E-18 | EHJ63159.1 | serine protease inhibitor 28 [ |
| Cluster-21,897.55723 | −2.1363 | 2.52E-18 | EHJ69197.1 | putative serine protease inhibitor dipetalogastin precursor [ |
| Cluster-21,897.49312 | −2.7939 | 3.65E-11 | AEW46890.2 | serine protease inhibitor 004, partial [ |
| Cluster-21,897.49308 | −2.7708 | 1.94E-10 | AEW46890.2 | serine protease inhibitor 004, partial [ |
| Cluster-21,897.65582 | −1.7348 | 7.84E-10 | EHJ63159.1 | serine protease inhibitor 28 [ |
| Cluster-21,897.65709 | −3.4051 | 8.00E-10 | NP_001139719.1 | serine protease inhibitor 28 [ |
| Cluster-21,897.61734 | −2.0756 | 3.20E-09 | EHJ69197.1 | putative serine protease inhibitor dipetalogastin precursor [ |
| Cluster-21,897.49522 | −2.8872 | 0.000267 | EHJ63159.1 | serine protease inhibitor 28 [ |
| Cluster-21,897.73556 | −2.6745 | 0.000291 | AEW46890.2 | serine protease inhibitor 004, partial [ |
| Cluster-21,897.97023 | −3.8594 | 0.000413 | AFQ01141.1 | serine protease inhibitor 005 [ |
| Cluster-21,897.43046 | −2.2187 | 0.002689 | AEW46890.2 | serine protease inhibitor 004, partial [ |
| Cluster-21,897.49311 | −2.8937 | 0.006279 | AEW46890.2 | serine protease inhibitor 004, partial [ |
| Cluster-21,897.54219 | −1.1075 | 0.006562 | AEW46891.2 | serine protease inhibitor 012 [ |
| Cluster-21,897.42809 | −3.0869 | 0.011017 | AEW46893.2 | serine protease inhibitor 002 [ |
| Cluster-21,897.49615 | −1.6659 | 0.011354 | EHJ63159.1 | serine protease inhibitor 28 [ |
| Cluster-23,305.0 | −1.9878 | 0.041682 | EHJ72371.1 | putative pacifastin-related serine protease inhibitor [ |
| Cluster-21,897.71957 | −1.9897 | 0.017717 | AEW46890.2 | serine protease inhibitor 004, partial [ |
| Cluster-21,897.49313 | −2.862 | 0.002877 | XP_974161.2 | PREDICTED: antichymotrypsin-2-like [ |
| Cluster-21,897.20361 | −2.4984 | 1.82E-05 | BAM18141.1 | cytochrome P450 6a2 [ |
| Cluster-21,897.108883 | −3.2084 | 0.0087607 | AJN91180.1 | cytochrome P450 monooxygenase CYP324A19 [Cnaphalocrocis medinalis] |
| Cluster-21,897.3843 | 5.3522 | 3.77E-09 | AJN91157.1 | cytochrome P450 monooxygenase CYP301A1 [Cnaphalocrocis medinalis] |
| Cluster-21,897.18070 | 3.0411 | 0.016058 | AJN91157.1 | cytochrome P450 monooxygenase CYP301A1 [Cnaphalocrocis medinalis] |
| Cluster-21,897.66501 | −3.9796 | 0.00022976 | AEL33702.1 | carboxylesterase CXE29 [Spodoptera littoralis] |
| Cluster-21,897.65624 | −3.1944 | 0.0035667 | ADD97157.1 | carboxylesterase [Helicoverpa armigera] |
| Cluster-21,897.36694 | −1.5948 | 0.019801 | ADA83700.1 | carboxylesterase [Helicoverpa armigera] |
| Cluster-21,897.53957 | 1.2891 | 1.26E-44 | AIY69075.1 | carboxylesterase, partial [Chilo suppressalis] |
| Cluster-21,897.54856 | 1.1913 | 2.42E-08 | NP_001121786.1 | alpha-esterase 3 precursor [Bombyx mori] |
| Cluster-21,897.58344 | 1.5009 | 7.64E-07 | AIY69075.1 | carboxylesterase, partial [Chilo suppressalis] |
| Cluster-21,897.37880 | 4.8718 | 8.14E-07 | AJN91204.1 | carboxylesterase [Cnaphalocrocis medinalis] |
| Cluster-21,897.51529 | 2.4267 | 2.31E-06 | AIY69074.1 | carboxylesterase [Chilo suppressalis] |
| Cluster-21,897.86249 | 4.6063 | 4.85E-06 | AJN91204.1 | carboxylesterase [Cnaphalocrocis medinalis] |
| Cluster-21,897.51354 | 2.843 | 7.93E-05 | NP_001121786.1 | alpha-esterase 3 precursor [Bombyx mori] |
| Cluster-21,897.56317 | 2.0269 | 0.0048069 | AIY69040.1 | carboxylesterase [Chilo suppressalis] |
| Cluster-21,897.58734 | 1.394 | 0.0053925 | AIY69040.1 | carboxylesterase [Chilo suppressalis] |
| Cluster-21,897.55465 | 2.0319 | 0.0055622 | AIY69075.1 | carboxylesterase, partial [Chilo suppressalis] |
| Cluster-21,897.44386 | 1.1115 | 0.014022 | XP_004923385.2 | PREDICTED: LOW QUALITY PROTEIN: venom carboxylesterase-6-like [Bombyx mori] |
| Cluster-21,897.58907 | 1.1912 | 0.021256 | NP_001121786.1 | alpha-esterase 3 precursor [Bombyx mori] |
| Cluster-21,897.83149 | −1.5141 | 1.05E-10 | AII16887.1 | microsomal glutathione S-transferase [Antheraea yamamai] |
| Cluster-21,897.94648 | −4.2961 | 2.79E-05 | AIH07599.1 | glutathione S-transferase zeta 2 [Spodoptera litura] |
Fig. 5Gene Ontology (GO) classification of upregulated unigenes from the Cry1C-resistant strain of C. suppressalis
Fig. 6Gene Ontology (GO) classification of downregulated unigenes from the Cry1C-resistant strain of C. suppressalis
Fig. 7qRT-PCR analysis of twelve selected unigenes annotated to potential Cry toxin receptors to confirm the expression patterns indicated by sequencing. Quantitative real-time PCR analysis data of 12 selected genes are presented. Four technical replicates were performed for each of three biological replicates. The height of FZS and FZ1C boxes represent the mean average of sample-specific 2-ΔΔCt values, and the log2FoldChange box represents the log2FoldChange value between FZS and FZ1C of specific unigenes. (A-L) Represent the relative expression level of Cluster-21,897.60875 (ABCA1), Cluster-21,897.37634 (ABCC1-like), Cluster-25,303.0 (ABCB7), Cluster-21,897.94254 (ABCB7), Cluster-21,897.2225 (ABCB7), Cluster-21,897.56483 (ALP1), Cluster-21,897.57101 (APN), Cluster-21,897.55566 (APN), Cluster-21,897.52385 (ABCC3), Cluster-21,897.54886 (ABCF2), Cluster-21,897.24953 (ALP1) and Cluster-21,897.56465 (ALP3), respectively. Values shown are means and standard errors