| Literature DB >> 23371887 |
Tadahiro Suzuki1, Young-Kyung Kim, Hifumi Yoshioka, Yumiko Iwahashi.
Abstract
The metabolic products resulting from the cultivation of F. asiaticum in agmatine were identified using capillary electrophoresis-time of flight mass spectrometry. Glyoxylic acid was detected from fungal cultures grown in agmatine, while it was absent in control cells. The abundance of other metabolic products of the glycolytic pathway also increased because of agmatine; however, there was no increase in the amounts of pyruvic acid or metabolites from the tricarboxylic acid cycle. Moreover, gene expression levels within Fusarium asiaticum exposed to agmatine were analyzed by DNA microarray. Changes in gene expression levels directed the changes in metabolic products. Our results suggest that acetyl coenzyme A, which is a starting substrate for the biosynthesis of deoxynivalenol (DON), was simultaneously produced by activated β-oxidation. Furthermore, the content of 4-aminobutyrate (GABA) was increased in the agmatine addition culture medium. GABA can be synthesized from agmatine through putrescine and might influence the regulation of DON-related genes.Entities:
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Year: 2013 PMID: 23371887 PMCID: PMC3624000 DOI: 10.1007/s12550-013-0158-y
Source DB: PubMed Journal: Mycotoxin Res ISSN: 0178-7888 Impact factor: 3.833
CE-TOF MS settings used for metabolic product analysis
| Cation mode | ||
| Capillary | Fused silica capillary i.d. 50 μm × 80 cm | |
| Run buffer | Cation buffer solution (p/n: H3301-1001) | |
| Rinse buffer | Cation buffer solution (p/n: H3301-1001) | |
| Sample injection | Pressure injection 50 mbar, 10 s | |
| CE voltage | Positive, 27 kV | |
| MS ionization | ESI positive | |
| MS capillary voltage | 4,000 V | |
| Sheath liquid | HMT sheath liquid (p/n: H3301-1020) | |
| Anion mode | ||
| Capillary | Fused silica capillary i.d. 50 μm × 80 cm | |
| Run buffer | Anion buffer solution (p/n: H3301-1001) | |
| Rinse buffer | Anion buffer solution (p/n: H3301-1001) | |
| Sample injection | Pressure injection 50 mbar, 10 s | |
| CE voltage | Positive, 30 kV | |
| MS ionization | ESI negative | |
| MS capillary voltage | 3,500 V | |
| Sheath liquid | HMT sheath liquid (p/n: H3301-1020) | |
Samples were subjected to mass spectrometry (MS) analysis using an Agilent CE-TOF MS system (Agilent Technologies) in the cation and anion modes. Samples were diluted 10-fold for the anion mode or 5-fold for the cation mode
Fig. 1Heat map display. Class clustering was performed using the detected peaks and is presented as a heat map. The horizontal axis shows the sample names and the vertical axis shows the peaks. The distance between peaks is denoted by the tree shape in the figure. Peaks smaller than the average are shown in deep green, and those that are larger than the average are deep red. The data were standardized by substituting ε (= 0) for N.D. (μ = 0, σ = 1)
Fig. 2DON yield of F. asiaticum. The conidia or mycelia of F. asiaticum strain mo285 were inoculated into potato dextrose liquid medium and preincubated at 25 °C for 3 days at 100 rpm. The conidia or mycelia of the preincubated samples were collected by filtration, and 100 mg of conidia or mycelia were inoculated into medium with or without 2 mM agmatine and incubated at 25 °C for 5 days at 100 rpm. Liquid-culture experiments for determining DON yield were performed in modified Czapek liquid medium (pH 7.7); ●: – agmatine (control), ■: + 2 mM agmatine
DON-related genes induced by agmatine
| Gene ID (mips)a | Fold induction | Description |
|---|---|---|
| FGSG_00071.2 | 7.06 | Cytochrome P450 mono-oxygenase (TRI1) |
| FGSG_03534.2 | 20.8 | 15-O-acetyltransferase (TRI3) |
| FGSG_03535.2 | 12.2 | Cytochrome P450 mono-oxygenase (TRI4) |
| FGSG_03537.2 | 22.1 | Trichodiene synthase (TRI5) |
| FGSG_03536.2 | 11.3 | Trichodiene biosynthase positive transcription gene (TRI6) |
| FGSG_03539.2 | 5.8 | Putative trichodiene biosynthase gene (TRI9) |
| FGSG_03540.2 | 22.2 | Isotrichodermin C-15 hydroxylase (TRI11) |
| FGSG_03543.2 | 11.6 | Putative trichodiene biosynthase gene (TRI14) |
aThe given gene IDs are entry numbers from the F. graminearum genome annotation FG3 by the Fusarium comparative sequencing project, Broad Institute of Harvard and MIT (http://www.broadinstitute.org/)
Genes classified as induced or reduced were those passing a sample t-test (P < 0.05). Each value is the mean of three independent experiments (n = 3)
Concentrations of metabolic products in the glycolytic system and the pentose phosphate pathway
| nmol/g | ||
|---|---|---|
| Control | 2 mM Agmatine | |
| Glycolytic system | ||
| Glucose 1-phosphate | 8.1 | 19.4 |
| Glucose 6-phosphate | 110.6 | 277.2 |
| Fructose 6-phosphate | 32.2 | 72.9 |
| Fructose 1,6-diphosphate | 4.5 | 17.2 |
| Glyceraldehyde 3-phosphate | 0 | 2.1 |
| Dihydroxyacetone phosphate | 7.7 | 15 |
| 3-Phosphoglyceric acid | 14.5 | 60.8 |
| 2-Phosphoglyceric acid | 1.7 | 6.4 |
| Phosphoenolpyruvic acid | 2.4 | 9.9 |
| Pyruvic acid | 162.1 | 17.5 |
| Pentose phosphate pathway | ||
| 6-Phosphogluconic acid | 8.1 | 31.2 |
| Ribulose 5-phosphate | 6.7 | 20.3 |
| Ribose 5-phosphate | 2.5 | 7.3 |
| Sedoheptulose 7-phosphate | 13.1 | 44.7 |
| Erythrose 4-phosphate | 6.2 | 13.2 |
The concentration of each substance was calculated from an analytical curve based on the peak area. Each metabolic compounds were those passing a sample t-test (P < 0.05). Values are means of three independent experiments (n = 3)
Expression levels of genes related to glyconeogenesis and glycolysis
| Gene ID (mips)a | Fold induction | Description | |
|---|---|---|---|
| Glyconeogenesisb | |||
| A | FGSG_07075.2 | 4.9 | Pyruvate carboxylase |
| B | FGSG_08601.2 | 0.6 | Phosphoenolpyruvate carboxykinase |
| C | FGSG_03127.2 | 0.6 | Fructose-1-6-bisphosphatase |
| Glycolysisb | |||
| D | FGSG_00387.2 | 1.2 | Phosphoglucomutase |
| E | FGSG_05843.2 | 1.0 | Glucose-6-phosphate isomerase |
| F | FGSG_09456.2 | 1.5 | 6-Phosphofructokinase |
| G | FGSG_02770.2 | 0.7 | Fructose-bisphosphate aldolase |
| H | FGSG_06702.2 | 1.2 | Triosephosphate isomerase |
| I | FGSG_06257.2 | 1.6 | Glyceraldehyde-3-phosphate dehydrogenase |
| J | FGSG_08922.2 | 1.1 | Phosphoglycerate mutase |
| K | FGSG_01346.2 | 0.8 | Enolase |
| L | FGSG_07528.2 | 0.9 | Pyruvate kinase |
Each value is the mean of three independent experiments (n = 3)
Genes classified as induced or reduced were those passing sample t-test (P < 0.05)
aThe given gene IDs are entry numbers from the F. graminearum genome annotation FG3 by the Fusarium comparative sequencing project, Broad Institute of Harvard and MIT (http://www.broadinstitute.org/)
bLetters correspond to those given in Fig. 3
Fig. 3The metabolic pathways of Fusarium asiaticum showing changes in metabolite levels and gene expression in response to 2 mM agmatine. G1P glucose 1-phosphate, G6P glucose-6-phosphate, F6P fructose 6-phosphate, F1,6P fructose 1,6-bisphosphate, 3PG glyceraldehyde 3-phosphate, DHAP dihydroxyacetone phosphate, 3PG 3-phosphoglyceric acid, 2PG 2-phosphoglycerate, PEP phosphoenolpyruvate, PYR pyruvate, ACCOA acetyl-CoA, CIT citrate, ACO cis-aconitate, ICIT isocitrate, AKG 2-oxoglutarate, SUCCOA succinyl-CoA, SUC succinate, FUM fumarate, MAL malate, OA oxaloacetate, 6PG 6-phosphogluconic acid, Ru5P ribulose 5-phosphate, R5P ribose 5-phosphate, S5p sedoheptulose 7-phosphate, E4P erythrose 4-phosphate, GOA glyoxylic acid, PTC putrescine, AGM agmatine, GABA 4-aminobutyrate, Glu glutamate, SCCSA succinate semialdehyde, ORT ornithine, CTL citrulline, ARGSUCC argino-succinate, ARG arginate, GSA glutamate γ-semialdehyde
Concentrations of metabolic products of the TCA and glyoxylate cycles
| nmol/g | ||
|---|---|---|
| Control | 2 mM Agmatine | |
| TCA cycle | ||
| Citrate | 1,409.2 | 1,555.7 |
| cis-Aconitate | 41.3 | 37.5 |
| Isocitrate | 59.7 | 51.9 |
| 2-Oxoglutarate | 36.2 | 20.2 |
| Succinate | 146.6 | 126.5 |
| Fumarate | 106.9 | 146 |
| Malate | 555.1 | 872.9 |
| Glyoxylate cycle | ||
| Glyoxylate | 0 | 3.7 |
The concentration of each substance was calculated from an analytical curve based on the peak area. Each metabolic compounds were those passing a sample t-test (P < 0.05). Values are means of three independent experiments (n = 3)
Expression of genes related to the TCA cycle, the glyoxylate cycle and acetyl CoA
| Gene ID (mips)a | Fold induction | Description | |
|---|---|---|---|
| TCA cycleb | |||
| 1 | FGSG_05454.2 | 1.5 | Pyruvate dehydrogenase |
| 2 | FGSG_00175.2 | 1.7 | Citrate synthase |
| 3 | FGSG_07953.2 | 1.4 | Aconitase family (aconitate hydratase) |
| 4 | FGSG_05733.2 | 1.1 | Isocitrate/isopropylmalate dehydrogenase |
| 5 | FGSG_04309.2 | 1.4 | 2-Oxoglutarate dehydrogenase |
| 6 | FGSG_02030.2 | 1.3 | Succinyl-CoA ligase |
| 7 | FGSG_05610.2 | 1.3 | Succinate dehydrogenase |
| 8 | FGSG_08712.2 | 0.9 | Fumarate hydratase |
| 9 | FGSG_02504.2 | 0.7 | Malate dehydrogenase |
| Glyoxylate cycleb | |||
| 10 | FGSG_09896.2 | 2.6 | Isocitrate lyase |
| 11 | FGSG_08700.2 | 3.3 | Malate synthase |
| Acetyl CoA-related genesb | |||
| 12 | FGSG_09321.2 | 3.5 | Acetyl-CoA acetyltransferase |
| 13 | FGSG_09266.2 | 1.6 | Hydroxymethylglutaryl-CoA synthase |
| 14 | FGSG_06039.2 | 2.8 | probable ATP citrate lyase subunit 2 |
| β-oxidationb | |||
| a | FGSG_02287.2 | 1.3 | Acyl-CoA oxidase |
| e | FGSG_13398.2 | 2.5 | 3-ketoacyl-CoA thiolase B |
| c | FGSG_03546.2 | 45.2 | 3-hydroxyacyl-CoA dehydrogenase |
| d | FGSG_06457.2 | 2.0 | Enoyl-CoA hydratase/isomerase family |
Each value is the mean of three independent experiments (n = 3)
Genes classified as induced or reduced were those passing a sample t-test (p < 0.05)
aThe given gene IDs are entry numbers from the F. graminearum genome annotation FG3 by the Fusarium comparative sequencing project, Broad Institute of Harvard and MIT (http://www.broadinstitute.org/)
bNumbers correspond to those given in Fig. 3
Concentration of GABA-related metabolic products and GABA-related gene expression
| nmol/g | ||
|---|---|---|
| Control | 2 mM Agmatine | |
| Putrescine | 20.3 | 39.8 |
| 4-aminobutyrate (GABA) | 110.2 | 191.7 |
| Glutamate | 1,616.1 | 2,930.7 |
| Gene ID (mips)a | Fold change | Description |
| FGSG_01572.2 | 0.4 | Glutamate decarboxylase |
| FGSG_05446.2 | 29.4 | Agmatinase |
| FGSG_06751.2 | 11.2 | 4-aminobutyrate aminotransferase |
| FGSG_04196.2 | 12.3 | Succinate-semialdehyde dehydrogenase |
The concentration of each substance was calculated from an analytical curve based on the peak area. Values are means of three independent experiments (n = 3)
Genes classified as induced or reduced and each metabolic compounds were those passing a sample t-test (P < 0.05)
aThe given gene IDs are entry numbers from the F. graminearum genome annotation FG3 by the Fusarium comparative sequencing project, Broad Institute of Harvard and MIT (http://www.broadinstitute.org/)