| Literature DB >> 26126637 |
Xiaohui Zhang1, Tongjin Liu2, Xiaochun Wei3,4, Yang Qiu5, Jiangping Song6, Haiping Wang7, Di Shen8, Niels Agerbirk9, Xixiang Li10.
Abstract
BACKGROUND: Barbarea vulgaris contains two genotypes: the glabrous type (G-type), which confers resistance to the diamondback moth (DBM) and other insect pests, and the pubescent type (P-type), which is susceptible to the DBM. Herein, the transcriptomes of P-type B. vulgaris before and after DBM infestation were subjected to Illumina (Solexa) pyrosequencing and comparative analysis.Entities:
Mesh:
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Year: 2015 PMID: 26126637 PMCID: PMC4487577 DOI: 10.1186/s12864-015-1609-y
Source DB: PubMed Journal: BMC Genomics ISSN: 1471-2164 Impact factor: 3.969
Summary of the sequencing and assembly of the G- and P-type B. vulgaris transcriptomes
| Genotype | G-type | P-type | ||
|---|---|---|---|---|
| Treat | Control | Infested | Control | Infested |
| Clean reads | 26,590,648 | 79,502,334 | 11,415,972 | 13,684,884 |
| Clean nucleotides (Mb) | 2,393 | 7,155 | 2,238 | 2,764 |
| Unigene | 39,531 | 33,721 | ||
| Mean length (nt) | 815 | 896 | ||
| N50 length (nt) | 1,175 | 1,440 | ||
| All_Annotated/n (%) | 37,780 (95.6 %) | 31,715 (94.1 %) | ||
| nt_Annotation/n (%) | 36,997 (93.6 %) | 29,339 (87.0 %) | ||
| nr_Annotation/n (%) | 36,133 (91.4 %) | 28,819 (85.5 %) | ||
| Swissprot/n (%) | 22,588 (57.1 %) | 23,045 (68.3 %) | ||
| GO/n (%) | 14,339 (36.4 %) | 24,113 (71.5 %) | ||
| COG/n (%) | 13,118 (33.2 %) | 10,646 (31.6 %) | ||
| KEGG/n (%) | 19,620 (49.6 %) | 8,167 (24.2 %) | ||
GO, gene ontology; COG, clusters of orthologous groups; KEGG, Kyoto encyclopedia of gene and genomes
Fig. 1Function classification of unigenes. a, The gene ontology (GO) classification of P-type B. vulgaris transcripts; b, The comparison of clusters of orthologous groups of proteins (COGs) classification between P- and G-type transcriptomes
Fig. 2The functional classification of differentially expressed unigenes in P-type B. vulgaris infested with DBM. a, gene ontology (GO); b, clusters of orthologous groups of proteins (COGs)
The Kyoto encyclopedia of gene and genomes (KEGG) pathways affected by DBM in P-type B. vulgaris
| Kegg_pathway | ko_id | DifferentFr N out of 758 | GenomeFr N out of 14269 | P-value | Corrected P-value |
|---|---|---|---|---|---|
| Nitrogen metabolism | ko00910 | 17 (2.24 %) | 80 (0.56 %) | 7.75E-7 | 1.56E-4 |
| Phenylpropanoid biosynthesis | ko00940 | 14 (1.85 %) | 86 (0.60 %) | 1.62E-4 | 0.0326 |
| Photosynthesis - antenna proteins | ko00196 | 11 (1.45 %) | 57 (0.40 %) | 1.73 E-4 | 0.0348 |
| Flavonoid biosynthesis | ko00941 | 7 (0.92 %) | 25 (0.18 %) | 2.40 E-4 | 0.0483 |
| alpha-Linolenic acid metabolism | ko00592 | 8 (1.06 %) | 38 (0.27 %) | 7.21 E-4 | 0.145 |
| Phenylalanine metabolism | ko00360 | 11 (1.45 %) | 78 (0.55 %) | 2.65E-3 | 0.533 |
| Mineral absorption | ko04978 | 4 (0.53 %) | 12 (0.08 %) | 2.78 E-3 | 0.558 |
| Sesquiterpenoid biosynthesis | ko00909 | 2 (0.26 %) | 2 (0.014 %) | 2.82 E-3 | 0.567 |
| Stilbenoid, diarylheptanoid and gingerol biosynthesis | ko00945 | 7 (0.92 %) | 43 (0.30 %) | 7.02 E-3 | 1 |
| Alanine, aspartate and glutamate metabolism | ko00250 | 9 (1.19 %) | 65(0.46 %) | 7.11 E-3 | 1 |
| Circadian rhythm - plant | ko04712 | 6 (0.79 %) | 33 (0.23 %) | 7.13 E-3 | 1 |
| Aminobenzoate degradation | ko00627 | 7 (0.92 %) | 47 (0.33 %) | 0.0114 | 1 |
| Valine, leucine and isoleucine biosynthesis | ko00290 | 10 (1.32 %) | 83 (0.58 %) | 0.0123 | 1 |
| Glycan binding proteins | ko04091 | 4 (0.53 %) | 18 (0.13 %) | 0.0133 | 1 |
| D-Glutamine and D-glutamate metabolism | ko00471 | 2 (0.26 %) | 4 (0.028 %) | 0.0157 | 1 |
| Glucosinolate biosynthesis | ko00966 | 3 (0.39 %) | 12 (0.084 %) | 0.0229 | 1 |
| Arginine and proline metabolism | ko00330 | 11(1.45 %) | 105( 0.74 %) | 0.0235 | 1 |
| Sulfur metabolism | ko00920 | 6 (0.79 %) | 43 (0.30 %) | 0.0251 | 1 |
| Photosynthesis proteins | ko00194 | 16 (2.11 %) | 180 (1.26 %) | 0.0303 | 1 |
| beta-Alanine metabolism | ko00410 | 6 (0.79 %) | 48 (0.34 %) | 0.0405 | 1 |
| Tryptophan metabolism | ko00380 | 8 (1.06 %) | 75 (0.53 %) | 0.0450 | 1 |
| Zeatin biosynthesis | ko00908 | 3 (0.40 %) | 16 (0.11 %) | 0.0498 | 1 |
| Protein processing in endoplasmic reticulum | ko04141 | 18 (2.37 %) | 223 (1.56 %) | 0.0509 | 1 |
DifferentFr, differentially expressed frequency, indicating the number and percentage of differentially expressed genes in each cluster; GenomeFr, genome frequency, indicating the number and percentage of the transcriptome distributed in each cluster.
Fig. 3Comparative transcription profiles of the putative genes in the triterpene saponin synthetic pathway in P- and G-type B. vulgaris. a, Heatmaps representing the expression levels of different genes/families determined by RNA-seq. The color bar is shown on the top right. Data represent log (RPKM) of each treatment. The metabolites of the pathway are shown in bright green on top and the enzymes for each metabolic step are shown below in black using the following abbreviations: MVA, mevalonic acid; MEP, 2-C-methyl-D-erythritol 4-phosphate; IPP, isopentenyl diphosphate; G3P, glyceraldehyde 3-phosphate; DMAPP, dimethylallyl diphosphate; GPP, geranyl diphosphate; FPP, farnesyl diphosphate; 2,3-OS, 2,3-oxidosqualene; AACT, acetyl-CoA acyltransferase; HMGS, 3-hydroxy-3-methylglutaryl CoA synthase; HMGR, 3-hydroxy-3-methylglutaryl CoA reductase; MK, mevalonic acid kinase; PMK, phosphomevalonate kinase; MDD, mevalonic acid diphosphate decarboxylase; DXS, deoxy-D-xylulose 5-phosphate synthase; DXR, deoxy-D-xylulose 5-phosphate reductase; MCT, 2-C-methyl-D-erythritol 4-phosphate cytidylyltransferase; CMK, 4-diphosphocytidyl-2-C-methyl-D-erythritol kinase; MDS, 2-C-methyl-D-erythritol 2,4-cyclodiphosphate synthase; HDS, (E)-4-Hydroxy-3-methyl-but-2-enyl pyrophosphate (HMB-PP) synthase; HDR, HMB-PP reductase; IDI, IPI isomerase; GPS, geranylgeranyl pyrophosphate synthase; FPS, farnesyl pyrophosphate synthase; SS, squalene synthase; SE, squalene epoxidase; OSC, oxidosqualene cyclases; P450, cytochrome P-450; UGT, UDP-dependent glycosyl transferases. Two stars indicate the two significantly induced genes in P-type plants. b, Q-PCR analysis of three selected genes of the pathway. The ordinates show the relative expression levels; the abscissas show the time points. Error bars indicate the SD of three biological replicates
Fig. 4Venn diagram showing unique and homologous genes in P- and G-type B. vulgaris
Types of single nucleotide polymorphisms in Barbarea vulgaris
| Mutant | Number | Percentage (%) |
|---|---|---|
| A/G | 11,434 | 29.8 |
| C/T | 11,705 | 30.5 |
| A/C | 3,852 | 10.0 |
| A/T | 4,606 | 12.0 |
| G/C | 3,013 | 7.8 |
| G/T | 3,787 | 9.9 |
| total | 38,397 | 100 |
Statistics of simple sequence repeats (SSRs) with polymorphisms in the P- and G-type Barbarea vulgaris
| SSR type | Number | Percentage (%) |
|---|---|---|
| mono-nucleotide-repeats | 793 | 47.86 |
| double-nucleotide-repeats | 273 | 16.48 |
| triple-nucleotide-repeats | 564 | 34.04 |
| tetra-nucleotide-repeats | 9 | 0.54 |
| penta-nucleotide-repeats | 10 | 0.60 |
| hexa-nucleotide-repeats | 8 | 0.48 |
| Total | 1,657 | 100 |
Summary of simple sequence repeat (SSR) primers for detecting the polymorphisms between the P-and G-type Barbarea vulgaris
| Variant (bp) | Number | Percent |
|---|---|---|
| 2 | 183 | 20.04 |
| 3 | 346 | 37.90 |
| 4 | 106 | 11.61 |
| 5 | 26 | 2.85 |
| 6 | 138 | 15.12 |
| 7 | 10 | 1.10 |
| 8 | 11 | 1.20 |
| 9 | 42 | 4.60 |
| 10 | 10 | 1.10 |
| 11 | 2 | 0.22 |
| 12 | 19 | 2.08 |
| >12 | 20 | 2.19 |
| total | 913 | 100 |
Characteristics of the 30 analyzed simple sequence repeat (SSR) markers and the diversity detected in 32 Barbarea accessions
| Marker | Motif | Primer sequence (5′to 3′) | MAF | GNo | ANo | GD | H | PIC |
|---|---|---|---|---|---|---|---|---|
|
| (TC)6 | ACAGGAAGAATGAGAAGAGCT | 0.76 | 3.00 | 2.00 | 0.37 | 0.06 | 0.30 |
| TCTGTTTGTGGTTTTAATGGGC | ||||||||
|
| (T)12 | TCAATGAAGACTATTTGAGATGCT | 0.97 | 2.00 | 2.00 | 0.06 | 0.00 | 0.06 |
| CTTCAATAACTCCCTTACCAATGT | ||||||||
|
| (TGT)4 | TCCTGCTGCTACTGTTGTTG | 0.79 | 2.00 | 2.00 | 0.33 | 0.00 | 0.28 |
| TCAGAAACGGCATCCCTCTA | ||||||||
|
| (T)13 | TGCGAATCAATCTTTCATTTGT | 0.55 | 3.00 | 2.00 | 0.50 | 0.30 | 0.37 |
| TGTAGGTTTCTTTGGTTGCCA | ||||||||
|
| (TTC)5 | GGCTTCTTCTCCTTTTACTTCCT | 0.42 | 6.00 | 4.00 | 0.69 | 0.45 | 0.64 |
| GTGGACATGGTGGAAGGTTT | ||||||||
|
| (TGA)5 | AAGCCCTCCAAACCAAGATG | 0.85 | 5.00 | 3.00 | 0.27 | 0.06 | 0.25 |
| AAGCACAGATGATGCCAGAG | ||||||||
|
| (TCC)5 | GGCGGTGGTGGATCTTATTA | 0.88 | 2.00 | 2.00 | 0.21 | 0.00 | 0.19 |
| ATTTAGCACCACCACCTGAG | ||||||||
|
| (TTG)4 | TGGTTTCGAGATGGGTTTCT | 0.61 | 4.00 | 3.00 | 0.54 | 0.25 | 0.48 |
| ACCAATCCTCCAAGACAACA | ||||||||
|
| (T)8 | GGCTGTGCAATCCTGAGTAA | 0.88 | 6.00 | 3.00 | 0.22 | 0.09 | 0.21 |
| AGGAAGATGGATAATTTAAGCAGA | ||||||||
|
| (T)9 | TCCACGAATCTTGCTTCTTTCT | 0.86 | 3.00 | 2.00 | 0.24 | 0.15 | 0.21 |
| GACTATTTCTCTGTTGTTTTGAAGT | ||||||||
|
| (GAA)5 | GGAGTCCTTCTGTCACTTCC | 0.58 | 3.00 | 2.00 | 0.49 | 0.24 | 0.37 |
| CGTCATCGTCGGTGATACTC | ||||||||
|
| (A)11 | CGTTCAAGGCACATCAGAGT | 0.44 | 8.00 | 6.00 | 0.71 | 0.33 | 0.66 |
| TTCAAACACGGTAGTAGCGC | ||||||||
|
| (GGC)6 | GTTCTTCTGCCGACGGTAAG | 0.79 | 3.00 | 3.00 | 0.36 | 0.00 | 0.33 |
| GAGGAGGAGTTGAAGGCATG | ||||||||
|
| (GAA)5 | GCAATGTGAGGATCATCACG | 0.89 | 3.00 | 2.00 | 0.19 | 0.15 | 0.17 |
| AGTTGATGAAATCGCTGCAG | ||||||||
|
| (TGA)6 | TGGCTTGGTTTGGTAGATGA | 0.44 | 4.00 | 5.00 | 0.69 | 0.59 | 0.64 |
| GGTTTCTGCATCGACGAATG | ||||||||
|
| (GCG)6 | CGTTCAAGGCACATCAGAGT | 0.47 | 7.00 | 5.00 | 0.68 | 0.33 | 0.63 |
| TTCAAACACGGTAGTAGCGC | ||||||||
|
| (G)10 | AGCCCTCTTGAGAACATTAAGA | 0.70 | 3.00 | 2.00 | 0.42 | 0.06 | 0.33 |
| AAGTCTTTGTCTTTTGCTGC | ||||||||
|
| (TC)7 | TAGAGGACGACGGAGACAAC | 0.71 | 6.00 | 3.00 | 0.45 | 0.33 | 0.41 |
| TCATCATCAAAGGAGAATCGGA | ||||||||
|
| (CT)8 | GAAACCTACACAAATAACAGAATGT | 0.52 | 7.00 | 4.00 | 0.65 | 0.33 | 0.60 |
| GAACCGCATGTCTTAATTCGT | ||||||||
|
| (A)11 | ACGATCATTTTGAGGTTTGAGA | 0.38 | 8.00 | 4.00 | 0.71 | 0.36 | 0.66 |
| CTCTCTGGAATCACTGCACA | ||||||||
|
| (A)10 | CCAACACCGAACGCATAAGA | 0.68 | 3.00 | 2.00 | 0.43 | 0.09 | 0.34 |
| TCGCACTAATGTCTCCAACT | ||||||||
|
| (CTC)5 | CGTTCCTTTACCCACTCGTC | 0.39 | 4.00 | 4.00 | 0.71 | 0.33 | 0.66 |
| CGGTTTTAACAAGCTCGTCG | ||||||||
|
| (TCTT)5 | CACATAACTCAGAACCGGACA | 0.45 | 4.00 | 4.00 | 0.67 | 0.27 | 0.62 |
| TCCTCTGTTTCTCACTAAGTAGA | ||||||||
|
| (T)11 | CTGCACAGACGACTCTTTT | 0.83 | 3.00 | 2.00 | 0.28 | 0.03 | 0.24 |
| CCGATCCTCTTCTCCACCTT | ||||||||
|
| (T)12 | TCGGTTTTGTTGCTTCCCAT | 0.79 | 2.00 | 2.00 | 0.33 | 0.00 | 0.28 |
| TGCATTAGAGAGATTTCAAGTCC | ||||||||
|
| (T)10 | ACGAAGGAGAAAGAACTTGCA | 0.79 | 5.00 | 3.00 | 0.35 | 0.21 | 0.32 |
| TCTTTAGAGAGCAAGAAAGAGATAA | ||||||||
|
| (CGA)6 | CAGGTTTCGCTCAGAGGAAG | 0.33 | 7.00 | 5.00 | 0.74 | 0.47 | 0.69 |
| CTCTCGCGCTCTGAATCAAT | ||||||||
|
| (TCC)5 | ACGCCAGGATGAATCTCAAC | 0.77 | 3.00 | 2.00 | 0.35 | 0.09 | 0.29 |
| TTTCAGATTCGTCGCGGAAA | ||||||||
|
| (CCA)5 | TAGCTTCCTCATTCCCACCA | 0.88 | 2.00 | 2.00 | 0.21 | 0.00 | 0.19 |
| CCGTAATGAAACCTGGAGCA | ||||||||
|
| (GA)8 | AGAGAGAAAACGAGAGAGAGAGA | 0.81 | 3.00 | 2.00 | 0.30 | 0.25 | 0.26 |
| AAACATGGAACCAGCTTGCT | ||||||||
|
| (GGT)6 | GAGGGAACGTTGGTGGTT | 0.50 | 5.00 | 3.00 | 0.56 | 0.27 | 0.47 |
| ACGACGGCTGTTTACACTTT |
MAF, major allele frequency; GNo, genotype number; ANo, allele number; GD, gene diversity; H, heterozygosity; PIC, polymorphism information content.
Fig. 5Bootstrapped unweighted pair-group method with arithmetic means (UPGMA) tree of Barbarea species. The P-type and G-type used for transcriptomics were compared to 30 seed bank accessions from four Barbarea species. The numbers on the branches indicate bootstraps