| Literature DB >> 31963878 |
Fengqin Song1, Qingru Geng1, Xuewei Wang1, Xiaoqing Gao1, Xiaona He1, Wei Zhao1, Huahui Lan2, Jun Tian1, Kunlong Yang1,2, Shihua Wang2.
Abstract
Aspergillus flavus is one of the most opportunistic pathogens invading many important oilseed crops and foodstuffs with such toxic secondary metabolites as aflatoxin (AF) and Cyclopiazonic acid. We previously used the DNA methylation inhibitor 5-azacytidine to treat with an AF-producing A. flavus A133 strain, and isolated a mutant (NT) of A. flavus, which displayed impaired abilities of AF biosynthesis and fungal development. In this study, gas chromatography-mass spectrometry (GC-MS) analysis was used to reveal the metabolic changes between these two strains. A total of 1181 volatiles were identified in these two strains, among which 490 volatiles were found in these two strains in vitro and 332 volatiles were found in vivo. The NT mutant was found to produce decreasing volatile compounds, among which most of the fatty acid-derived volatiles were significantly downregulated in the NT mutant compared to the A133 strain, which are important precursors for AF biosynthesis. Two antioxidants and most of the amino acids derived volatiles were found significantly upregulated in the NT mutant. Overall, our results reveal the difference of metabolic profiles in two different A. flavus isolates, which may provide valuable information for controlling infections of this fungal pathogen.Entities:
Keywords: Aspergillus flavus; DNA methylation; aflatoxin; volatiles
Mesh:
Substances:
Year: 2020 PMID: 31963878 PMCID: PMC7020457 DOI: 10.3390/toxins12010057
Source DB: PubMed Journal: Toxins (Basel) ISSN: 2072-6651 Impact factor: 4.546
Figure 1Colony morphology and aflatoxins analysis of A. flavus A133 and NT strains. (A) Colony morphology of A. flavus A133 and NT strains grown on PDA medium for three days. (B) Conidiophore formation was observed under a light microscope after 24 h incubation on PDA agar medium. (C) Colony morphology of A. flavus A133 and NT strains grown in Czapek liquid medium. The bottom panel was the liquid extracts of A. flavus A133 and NT strains which displayed a different color. (D) TLC detection of aflatoxins extracted from A. flavus A133 and NT strains in vivo and in vitro.
Figure 2GC-MS spectra of volatiles extracted from A. flavus A133 and NT strains. (A) GC-MS spectra of volatiles emitted from the A. flavus A133 and NT strains (in vitro). (B) GC-MS spectra of volatiles extracted from the mycelium of A. flavus A133 and NT strains (in vivo).
Figure 3Principal components analysis (PCA) and cloud plot of the identified metabolic compounds by XCMS online program (https://xcmsonline.scripps.edu/). (A) Principal components analysis (PCA) of the identified in vitro volatile metabolites in WT and NT strains by XCMS online program. The PCA is calculated using the feature intensities from all samples. The colors (red/green) are assigned based on the sample class. (B) PCA analysis of the identified in vivo volatile metabolites in WT and NT strains by the XCMS online program. (C) Cloud plot of the identified in vitro volatile metabolites in WT and NT strains. (D) Cloud plot of the identified in vivo volatile metabolites in WT and NT strains. Only features that are dysregulated (p-value ≤ 0.01, fold change ≥ 1.5) are displayed. Upregulated features are shown in green, downregulated features in red. The size of each bubble corresponds to the log fold change of the feature. The shade of the bubbles corresponds to the magnitude of the p-value (the darker the color, the smaller the p-value).
Figure 4Differential volatile metabolites in the A133 (WT) strain compared to the NT strain. (A) Volcano plots of the differential in vitro volatile metabolites in the A133 strain compared to the NT strain. The gray spots inside the blue dash lines indicate the non-significant volatile metabolites. Volatile metabolites with p-value > 0.05 (−log10 (p-value) < 1.3) or log2 (Fold Change) < 1 are considered as non-significantly different volatile metabolites. (B) Volcano plots of the differential in vivo volatile metabolites in the A133 strain compared to the NT strain. The dashed line indicates p = 0.05. The gray spots inside the blue dash lines indicate the non-significant volatile metabolites. (C) The total specific in vitro volatile metabolites produced by A133 and NT strains compared to the in vivo volatile metabolites produced by these two strains.
Figure 5Clustering and heat map visualization of volatile metabolites in the A133 (WT) strain and NT strain in vitro and vivo. (A) Clustering/heat map visualization of the top 30 volatile metabolites produced by the A133 strain and NT strain in vitro differing according to t-test. (B) Clustering/heat map visualization of the top 20 volatile metabolites produced by the A133 strain and NT strain in vivo differing according to t-test.
The top 30 volatile metabolites produced by the A133 strain and NT strain in vitro with the XCMS program. Results are derived from 3 replicates. The metabolites produced by NT mutants were compared to the A133 strain. Log2fold = log2((NT intensity)/(WT intensity)).
| Name | Volatile Compound | Retention Time (min) | Quantification Ion ( | Intensity | log2fold | |
|---|---|---|---|---|---|---|
| A133 | NT | |||||
| Fatty acid-derived volatiles | ||||||
| M256T43 | n-Hexadecanoic acid | 42.53 | 256 | 173,803 ± 5899 | 42 ± 22 | −11.48 |
| M284T43 | Hexadecanoicacid,ethylester | 43.31 | 284 | 10,182 ± 273 | 162 ± 57 | −5.97 |
| M59T44 | Normeperidinic acid | 44.33 | 205 | 47,057 ± 1980 | 711 ± 114 | −6.05 |
| M280T46 | 9,12-Octadecadienoicacid(Z,Z)- | 46.47 | 280 | 168,927 ± 10,057 | 48 ± 48 | −10.95 |
| M264T47_2 | 6-Octadecenoic acid | 46.60 | 264 | 49,278 ± 1697 | 0 ± 0 | −9.77 |
| M308T47 | 9,12-Octadecadienoicacid,ethylester | 47.08 | 308 | 14,919 ± 336 | 0 ± 0 | −8.05 |
| M284T47 | n-Propyl9-octadecenoate | 47.14 | 284 | 18,212 ± 1621 | 0 ± 0 | −8.34 |
| M312T48 | Heptadecanoicacid,15-methyl-,ethylester | 47.87 | 312 | 6804 ± 330 | 30 ± 15 | −7.12 |
| M253T60 | 6,9-hexadecadienoic acid | 60.28 | 253 | 42,150 ± 672 | 291 ± 50 | −7.18 |
| M143T66 | Ergosterol | 66.43 | 143 | 407,309 ± 17,088 | 3840 ± 72 | −6.73 |
| Phenylpropanoid derivatives/benzenoids | ||||||
| M159T29 | N-Methyl-N-methoxy-5,6,7,8-tetrahydro-1-naphtamide | 29.33 | 159 | 73,675 ± 2920 | 1314 ± 197 | −5.81 |
| M207T30 | Phenol,2,4-bis(1,1-dimethylethyl)- | 30.16 | 207 | 636 ± 372 | 37,011 ± 4354 | 5.82 |
| M201T34 | 4′-Azidobenzo[1′,2′-b]-1,4-diazabicyclo[2.2.2]octene | 33.91 | 201 | 10,246 ± 446 | 64 ± 64 | −6.66 |
| M254T39 | Phenol,3,5-dimethoxy- | 38.51 | 254 | 85 ± 15 | 3599 ± 101 | 5.4 |
| M182T39 | Flopropione | 38.63 | 182 | 340,108 ± 32,366 | 2423 ± 111 | −7.13 |
| M59T39 | Phthalicacid,isobutylnonylester | 39.40 | 59 | 32,073 ± 2209 | 818 ± 191 | −5.29 |
| M261T49 | Tiaprofenic acid | 49.01 | 260 | 37 ± 37 | 10,811 ± 627 | 7.18 |
| M371T54 | 2,4-Difluorophenol | 53.64 | 371 | 18,882 ± 1098 | 60 ± 60 | -7.6 |
| M353T55 | Phenol,4,4′-methylenebis[2,6-bis(1,1-dimethylethyl)]- | 55.18 | 424 | 1710 ± 250 | 16,636 ± 581 | 3.28 |
| M130T57 | 1H-Indole,4-methyl- | 57.45 | 130 | 87,806 ± 14,251 | 1825 ± 109 | −5.59 |
| M251T62 | Propiophenone,2′-(trimethylsiloxy)- | 62.00 | 222 | 40,280 ± 1350 | 1112 ± 147 | −5.18 |
| Triterpene | ||||||
| M69T60 | 2,6,10,14,18,22-Tetracosahexaene,2,6,10,15,19,23-hexamethyl-,(all-E)- | 59.85 | 410 | 694,833 ± 19,821 | 8465 ± 313 | −6.36 |
| Amino acids derived volatiles | ||||||
| M182T34 | L-Tyrosine | 33.66 | 182 | 68 ± 34 | 7028 ± 315 | 6.34 |
| M240T36 | 6-Methyl-3,5-heptadien-2-one | 35.81 | 124 | 15 ± 15 | 4429 ± 200 | 6.4 |
| M269T41 | 1-Hexadecanamine,N,N-dimethyl- | 41.18 | 269 | 0 ± 0 | 39,265 ± 145 | 9.44 |
| M226T46 | N-Methyl-beta-carboline-3-carboxamide | 46.1 | 225 | 0 ± 0 | 4410 ± 794 | 6.29 |
| M265T47 | 9-Octadecenamide,(Z)- | 47.25 | 265 | 18,661 ± 213 | 0 ± 0 | −8.37 |
| M179T51 | 2-phenyl-N-(5-propan-2-yl-1,3-thiazol-2-yl)acetamide | 50.52 | 260 | 1332 ± 173 | 89,236 ± 370 | 6.07 |
| M120T54 | 4-Morpholineethanol | 54.40 | 131 | 57,950 ± 3565 | 562 ± 108 | −6.69 |
| M284T55 | 1-(2-Thiazolylazo)-2-naphthol | 54.74 | 255 | 33,915 ± 1238 | 170 ± 25 | −7.64 |
The top 20 volatile metabolites produced by the A133 strain and NT strain in vivo with the XCMS program. Results are derived from 3 replicates. The metabolites produced by the NT mutants were compared to the A133 strain. Log2fold = log2((NT intensity)/(WT intensity)).
| Name | Volatile Compound | Retention Time (min) | Quantification Ion ( | Intensity | log2fold | |
|---|---|---|---|---|---|---|
| A133 | NT | |||||
| Fatty acid-derived volatiles | ||||||
| M119T27 | Trimethylammonioacetate | 27.35 | 117.15 | 32,031 ± 246 | 1471 ± 71 | −4.44 |
| M100T54 | Hexadecanoicacid,2-hydroxy-1-(hydroxymethyl)ethylester | 54.40 | 330.5 | 36,178 ± 753 | 3406 ± 1018 | −3.41 |
| M284T55 | 1,2-Benzenedicarboxylicacid,mono(2-ethylhexyl)ester | 54.74 | 54.74 | 53,296 ± 2260 | 378 ± 61 | −7.14 |
| M158T66 | Ergosterol | 66.44 | 143 | 16,097 ± 6460 | 897 ± 897 | −3.47 |
| Phenylpropanoid derivatives/benzenoids | ||||||
| M355T18 | 2,6-Dichloroindophenol | 17.59 | 268.1 | 33,856 ± 310 | 2579 ± 469 | −3.71 |
| M167T35_1 | Benzo[b]tetrahydrofuran-3-one,5,6-dihydroxy- | 34.79 | 166.027 | 1110 ± 35 | 111,478 ± 7417 | 6.65 |
| M166T35_1 | 2,6-toluenediamine | 35.23 | 122.17 | 4043 ± 615 | 211,094 ± 5606 | 5.71 |
| M209T40 | Isoelemicin | 40.11 | 208.25 | 13,703 ± 254 | 353,432 ± 4258 | 4.69 |
| Saccharide derived volatiles | ||||||
| M195T41 | D-Glucoside | 41.2 | 194.18 | 34,031 ± 185 | 1,301,860 ± 9210 | 5.26 |
| Amino acids derived volatiles | ||||||
| M71T30 | Caulophylline | 29.66 | 204.27 | 112,547 ± 868 | 12,794 ± 455 | −3.14 |
| M181T36 | Theobromine | 36.27 | 180.16 | 11,780 ± 637 | 382 ± 66 | −4.95 |
| M206T38 | N-Acetyl-D-quinovosamine | 37.95 | 205.21 | 170 ± 64 | 7878 ± 634 | 5.54 |
| M195T39 | N,N′-Diacetyl-2-nitro-p-phenylenediamine | 38.6 | 237.21 | 574,864 ± 10,207 | 5272 ± 227 | −6.77 |
| M164T39 | 2,2′-(2-Hydroxy-2-nitrosohydrazinylidene)bis-ethanamine | 38.61 | 163.17 | 54,132 ± 2206 | 1027 ± 49 | −5.72 |
| M224T41 | 4-(Methylnitrosamino)-1-(1-oxido-3-pyridinyl)-1-butanone | 40.90 | 223.23 | 293 ± 38 | 7571 ± 196 | 4.69 |
| M196T41 | 9-Aminoacridine | 41.19 | 194.23 | 4102 ± 160 | 145,064 ± 2468 | 5.14 |
| M168T43_2 | 2,8-Dihydroxyadenine | 42.71 | 167.12 | 455 ± 174 | 11,735 ± 805 | 4.69 |
| M194T44 | Phenylacetylglycine | 43.50 | 194.1 | 1457 ± 103 | 18,559 ± 371 | 3.67 |
| M238T44 | N-Benzylphthalimide | 44.31 | 237.25 | 469 ± 201 | 32,530 ± 1702 | 6.12 |
| M241T55 | Tetramisole hydrochloride | 54.74 | 240.75 | 9247 ± 476 | 243 ± 101 | −5.25 |