| Literature DB >> 29434580 |
Sheila Okoth1, Marthe De Boevre2, Arnau Vidal2, José Diana Di Mavungu2, Sofie Landschoot3, Martina Kyallo4, Joyce Njuguna4, Jagger Harvey5, Sarah De Saeger2.
Abstract
Aspergillus flavus is the main producer of carcinogenic aflatoxins in agricultural commodities such as maize. This fungus occurs naturally on crops, and produces aflatoxins when environmental conditions are favorable. The aim of this study is to analyse the genetic variability among 109 A. flavus isolates previously recovered from maize sampled from a known aflatoxin-hotspot (Eastern region, Kenya) and the major maize-growing area in the Rift Valley (Kenya), and to determine their toxigenic potential. DNA analyses of internal transcribed spacer (ITS) regions of ribosomal DNA, partial β-tubulin gene (benA) and calmodulin gene (CaM) sequences were used. The strains were further analyzed for the presence of four aflatoxin-biosynthesis genes in relation to their capability to produce aflatoxins and other metabolites, targeting the regulatory gene aflR and the structural genes aflP, aflD, and aflQ. In addition, the metabolic profile of the fungal strains was unraveled using state-of-the-art LC-MS/MS instrumentation. The three gene-sequence data grouped the isolates into two major clades, A. minisclerotigenes and A. flavus. A. minisclerotigenes was most prevalent in Eastern Kenya, while A. flavus was common in both regions. A. parasiticus was represented by a single isolate collected from Rift Valley. Diversity existed within the A. flavus population, which formed several subclades. An inconsistency in identification of some isolates using the three markers was observed. The calmodulin gene sequences showed wider variation of polymorphisms. The aflatoxin production pattern was not consistent with the presence of aflatoxigenic genes, suggesting an inability of the primers to always detect the genes or presence of genetic mutations. Significant variation was observed in toxin profiles of the isolates. This is the first time that a profound metabolic profiling of A. flavus isolates was done in Kenya. Positive associations were evident for some metabolites, while for others no associations were found and for a few metabolite-pairs negative associations were seen. Additionally, the growth medium influenced the mycotoxin metabolite production. These results confirm the wide variation that exists among the group A. flavus and the need for more insight in clustering the group.Entities:
Keywords: Aspergillus flavus; ITS; aflatoxin biosynthesis genes; calmodulin; maize; metabolites; screening; β-tubulin gene
Year: 2018 PMID: 29434580 PMCID: PMC5790802 DOI: 10.3389/fmicb.2018.00057
Source DB: PubMed Journal: Front Microbiol ISSN: 1664-302X Impact factor: 5.640
Optimized ESI-MS/MS parameters for the confirmation and quantification of analyzed metabolites.
| Kojic acid | 143.0 | 69.1/125.3 | 30/30 | 35 | 4.1 | n.a. | n.a. |
| Flavacol | 209.2 | 95.1/123.0/137.1 | 40/35 | 35 | 13.5 | n.a. | n.a. |
| Aspergillic acid | 225.2 | 165.1/207.2 | 40/35 | 35 | 12.5 | n.a. | n.a. |
| Hydroxyneoaspergillic acid | 241.2 | 137.1/163.0/191.1 | 40/35 | 35 | 13.2 | n.a. | n.a. |
| m-isocoumarin | 307.1 | 149.1/27.1 | 35/30 | 35 | 10.4 | n.a. | n.a. |
| Aflatoxin B1 | 313.1 | 270.9/285.1 | 35/22 | 70 | 11.6 | 0.016 | 0.049 |
| Aflatoxin B2 | 315.1 | 286.9/ | 35/40 | 25 | 10.9 | 0.017 | 0.049 |
| STE analog | 325.1 | 281.5/310.1 | 34/24 | 35 | 11.3 | n.a. | n.a. |
| STE | 355.1 | 281.1/310.1 | 34/24 | 35 | 15.6 | n.a. | n.a. |
| Aflatoxin G1 | 329.1 | 243.5/311.3 | 25/20 | 35 | 10.1 | 0.010 | 0.033 |
| Aflatoxin G2 | 331.1 | 245.1/313.1 | 18/19 | 25 | 9.5 | 0.090 | 0.032 |
| Leporin C | 336.2 | 200.1/214.1 | 40/40 | 35 | 18.3 | n.a. | n.a. |
| CPA | 337.2 | 140.1/196.1 | 40/35 | 35 | 17.2 | n.a. | n.a. |
| OMST | 339.1 | 306./324.1 | 35/30 | 35 | 14.5 | n.a. | n.a. |
| β-CPA | 339.2 | 154.1/198.1 | 40/40 | 35 | 16.4 | n.a. | n.a. |
| DHOMST | 341.1 | 285.1/326.1 | 35/30 | 35 | 13.5 | n.a. | n.a. |
| Aspertoxin | 355.0 | 322.1/340.1 | 30/35 | 35 | 12.3 | n.a. | n.a. |
| Noranthrone | 357.2 | 245.1/273.0 | 40/35 | 35 | 14.2 | n.a. | n.a. |
| Versiconol | 361.1 | 285.1/325.1 | 35/30 | 35 | 11.5 | n.a. | n.a. |
| Speradine A | 367.2 | 160.1/266.1 | 35/30 | 35 | 13.2 | n.a. | n.a. |
| OxyHOMST | 371.1 | 282.1/314.1 | 35/30 | 35 | 11.7 | n.a. | n.a. |
| DHoxyHOMST | 373.1 | 322.1/355.1 | 35/30 | 35 | 11.3 | n.a. | n.a. |
| Versiconol Hem Acid | 401.0 | 283.1/307.1 | 35/30 | 35 | 11.4 | n.a. | n.a. |
| Aflavinine | 406.3 | 180.2/388.3 | 35/30 | 35 | 13.2 | n.a. | n.a. |
| Paspaline | 422.3 | 158.1/386.4 | 45/26 | 35 | 20.3 | n.a. | n.a. |
| Aflavarin analog 2 | 425.1 | 334.1/383.1 | 35/40 | 35 | 17.0 | n.a. | n.a. |
| Di-OH Aflavinine | 438.3 | 285.1/402.3 | 35/35 | 35 | 13.4 | n.a. | n.a. |
| Aflavarin analog 1 | 439.1 | 361.1/397.1 | 40/35 | 35 | 13.2 | n.a. | n.a. |
| Aflavarin | 455 | 379.2/413.2 | 35/35 | 35 | 14.5 | n.a. | n.a. |
| Paspalinine | 434 | 130.1/376.1 | 40/35 | 35 | 16.0 | n.a. | n.a. |
| Aflatrem | 502.3 | 156.1/198.1 | 40/26 | 35 | 16.4 | n.a. | n.a. |
| Ditryptophenaline | 693.3 | 318.1/346.2 | 40/35 | 35 | 17.2 | n.a. | n.a. |
| Zearalanone | 321.0 | 189.0/303.0 | 22/14 | 35 | 7.59 | n.a. | n.a. |
Values are given in order: quantifier ion/qualifier ion;
CE, Collision energy;
CV, Cone Voltage;
LOD, Limit of Detection;
LOQ, Limit of Quantification;
n.a., not applicable. M-isocoumarin, Methylcitro-isocoumarin; STE analog, Sterigmatocystin analog; STE, Sterigmatocystin; CPA, Cyclopiazonic acid; OMST, O-methylsterigmatocystin; β-CPA, β-Cyclopiazonic acid; DHOMST, Dihydro-O-methylsterigmatocystin; OxyHOMST, Oxy Dihydro-O-methylsterigmatocystin; DHoxyHOMST, Deoxy Dihydro-O-methylsterigmatocystin; Versiconol Hem Acid, Versiconal Hemiacetal Acetate.
Sequences of the nucleotide primers used in the study.
| ITS1F | ITS1–5.8S-ITS2 cluster | (5′-CTTGGTCATTTAGAGGAAGTAA-3′) | 595 | Jurjević et al., |
| ITS4R | (5′-TCCTCCGCTTATTGATATGC-3′) | |||
| Bt2 | Partial β-tubulin gene ( | Bt2a (5′-GGTAACCAAATCGGTGCTGCTTTC-3′) | 550 | Glass and Donaldson, |
| Bt2b | Bt2b (5′-ACCCTCAGTGTAGTGACCCTTGGC-3′) | |||
| CF1 | Partial calmodulin gene (Ca | CF1M (5-AGGCCGAYTCTYTGACYGA) | 700 | Tam et al., |
| CF4 | CF4 (5′-TTTYTGCATCATRAGYTGGAC-3′) | |||
| AflD-1for | aflD (nor-1) | Nor1-F (5′-ACC GCT ACG CCG GCA CTC TCG GCA C-3′) | 862 | Rodrigues et al., |
| AflD-2rev | Nor1-R (5′-GTT GGC CGC CAG CTT CGA CAC TCC G−3′) | |||
| AflQ-1for | aflQ (ordA) | Ord1-gF (5′-TTA AGG CAG CGG AAT ACA AG-3′) | 757 | Sweeney et al., |
| AflQ-1for | Ord1-gR (5′-GAC GCC CAA AGC CGA ACA CAA A-3′) | |||
| AflP-1for | aflP (omtA) | AflP-1for aflP (omtA) 5′-AGCCCCGAAGACCATAAAC-3′ | 870 | Fakruddin et al., |
| AflP-2rev | AflP-2rev 5′-CCGAATGTCATGCTCCATC-3′ | |||
| AflR-1for | aflR | AflR-1for aflR 5′-AAGCTCCGGGATAGCTGTA-3′ | 1,079 | Fakruddin et al., |
| AflR-2rev | AflR-2rev 5′-AGGCCACTAAACCCGAGTA-3′ |
Figure 1Hierarchical clustering of the isolates and toxins grown on either CYA (A) or YESA (B) medium.
Figure 2Co-occurrence of the observed metabolites (A CYA and B YESA). A positive association means that in case one metabolite is observed it is very likely that also the other metabolite will be present. A negative association means that in case one metabolite is observed it is very unlikely that also the other metabolite will occur. A random association means that nothing can be said concerning the co-occurrence of both metabolites.
Nucleotide deletions and insertions in b-tubulin gene sequences from isolates of Aspergillus sp.
| 20 | G with A | 1, 4, 10, 30, 37, 42, 54, 67, 84 | |||
| 90 | |||||
| 34 | A with G | 1, 4, 10, 30, 37, 42, 54, 67, 84 | |||
| 90 | |||||
| 52 | G with A | 90 | |||
| 141 | G with A | 1, 4, 10, 30, 37, 42, 54, 67, 84 | |||
| 194 | C with T | 90 | |||
| 218 | C with C/T | 28 | |||
| 248 | A with T | 4, 10 | |||
| 249 | A | 4, 10 | |||
| 249 | T | 1, 30, 37, 42, 54, 67, 84 | |||
| 90 | |||||
| 249 | Indel | 2, 5, 7, 12, 14, 2128, 34, 39, 43, 44, 47, 51, 59, 62, 63, 64, 65, 69, 76, 82, 83, 87, 88 | |||
| 268 | C with G | 1, 4, 10, 30, 37, 42, 54, 67, 84 | |||
| 335 | T with C | 1, 4, 10, 30, 37, 42, 54, 67, 84 | |||
| 90 | |||||
| 344 | G with A/G | 67 | |||
| 344 | G with A | 42 |
Figure 3Molecular Phylogenetic analysis of the β-tubulin gene by the Maximum Likelihood method based on the Juke Cantors model (Nei and Kumar, 2000) at 1000 bootstraps. The tree is drawn to scale, with branch lengths measured in the number of substitutions per site. Representative isolates are used. Evolutionary analyses were conducted in MEGA6 (Tamura et al., 2013).
Aspergillus sp. isolates showing nucleotide deletions and insertions on calmodulin gene.
| 32 | T | 1, 30, 37 | |||
| 5, 14, 21, 34, 44, 107 | |||||
| 90 | |||||
| 32 | Indel | 39, 43, 60, 62, 64, 76, 108, 150 | |||
| 82 | T | 1, 30, 37 | |||
| 34, 39, 43, 44, 60, 62, 64, 76, 108, 150 | |||||
| 90 | |||||
| 82 | Indel | 5, 14, 21, 107 | |||
| 95 | T with A | 5, 12, 21, 107 | |||
| 106 | C with T | 5, 12, 21, 34, 107 | |||
| 129 | A with G | 90 | |||
| 129 | T with G | 90 | |||
| 136 | C with A | 90 | |||
| 212 | T with C | 1, 30, 37 | |||
| 238 | C with T | 90 | |||
| 333 | C with T | 1, 30, 37 | |||
| 333 | Indel | 90 | |||
| 356 | C with T | 90 | |||
| 364 | C | 90 | |||
| 366 | T with C | 90 | |||
| 375 | G with A | 90 | |||
| 381 | G with T | 1, 30, 37 | |||
| 34 | |||||
| 90 | |||||
| 414 | C with T | 5, 107 | |||
| 492 | T with C | 1, 30, 37 | |||
| 34 | |||||
| 90 | |||||
| 531 | C with T | 34 |
Figure 4Molecular Phylogenetic analysis of the calmodulin gene by Maximum Likelihood method based on the Kimura 2-parameter model at (Jukes and Cantor, 1969) 1000 bootstraps. The tree is drawn to scale, with branch lengths measured in the number of substitutions per site. Representative isolates are used. Evolutionary analyses were conducted in MEGA6.
Aspergillus flavus isolates showing nucleotide deletions and insertions on ITS region.
| 46 | A with G | 90 | |||
| 46 | Indel | 90 | |||
| 50 | A with A/G | 1 | |||
| 65 | T with G | 90 | |||
| 66 | Indel | 90 | |||
| 117 | G with A | 1, 62 | |||
| 90 | |||||
| 117 | G with A/G | 28 | |||
| Nil | Nil | 4, 5, 10, 11, 12, 14, 15, 21, 30, 34, 35, 37, 41, 42, 43, 44, 46, 47, 54, 55, 59, 60, 63, 64, 65, 69, 75, 76, 82, 83, 84, 85, 87, 88, 95, 96, 99, 106, 108, 109 |
Nil means zero.
Figure 5Molecular phylogenetic analysis of the ITS region by Maximum Likelihood method based on the Tamura 3-parameter model at 1000 bootstraps. The tree is drawn to scale, with branch lengths measured in the number of substitutions per site. Representative isolates are used. Evolutionary analyses were conducted in MEGA6.
Aflatoxigenic gene profile of Aspergillus flavus isolates and aflatoxin production.
| 1 | 1, 4, 5, 14, 16, 28–34, 37-40, 42, 44, 47, 48, 51, 54, 58, 62–66, 84, 86, 87, 97 | + | + | + | + | All except 63 | + | All except 63, 97 | All except 5, 16, 30 63, 86, |
| 11 | 2, 90 | + | − | + | − | + | + | Only 90 | |
| 111 | 36, 67, 85, 107, 69 | + | + | + | |||||
| 7, 76 | + | + | + | ||||||
| 71 | + | + | + | ||||||
| 1V | 3, 9, 10, 11, 12, 17–27, 35, 41, 43, 45, 46, 52, 53, 55−57, 59–61, 72–75, 78–83, 88, 89, 94–102, 106, 108, 109 | − | − | − | − | + | All except 21, 41, 74, 108, 109 | All except 9, 12, 17, 21, 35, 41, 53, 74, 81, 101, 108, 109 | |
Fungal cultures were grown in CYA and YESAA medium for 7 days at 28°C.
Aspergillus isolates identity using three genes and aflatoxin production.
| CYA | Both AFB's and AFG's | 4, 10, 54, 67, | 27 | |||
| 2, 5, 8, 11, 12, 13, 14, 16, 17, 18, 26, 29, 36, 40, 46, 47, 58, 68, 72, 77, 93, 102, 105 | 2, 4, 5, 8, 10, 11, 12, 13, 14, 16, 17, 18, 26, 29, 36, 40, 46, 47, 54, 58, 67, 68, 72, 77, 93, 102, 105 | 2, 4, 5, 8, 10, 11, 12, 13, 14, 16, 17, 18, 26, 29, 36, 40, 46, 47, 54, 58, 67, 68, 72, 77, 93, 102, 105 | ||||
| AFB's | 1, 30, 37, 42, 84 | 1, 30, 37 | 66 | |||
| 3, 6, 7, 9, 15, 19, 20, 21, 25, 27, 28, 33, 34, 35, 38, 39, 41, 42, 44, 45, 49, 50, 52, 53, 55, 57, 59, 61, 64, 65, 66, 69, 70, 71, 73, 74, 75, 78, 80, 81, 82, 83, 84, 85, 86, 87, 89, 91, 92, 94, 95, 96, 97, 98, 99, 100, 101, 103, 104, 106, 107, 108 | 1, 3, 6, 7, 9, 15, 19, 20, 21, 25, 27, 28, 30, 33, 34, 35, 37, 38, 39, 41, 42, 44, 45, 49, 50, 52, 53, 55, 57, 59, 61, 64, 65, 66, 69, 70, 71, 73, 74, 75, 78, 80, 81, 82, 83, 84, 85, 86, 87, 89, 90, 91, 92, 94, 95, 96, 97, 98, 99, 100, 101, 103, 104, 106, 107, 108 | |||||
| 90 | 90 | |||||
| Unnamed. Only 99% match of | 1, 28 | |||||
| No aflatoxin | 63 | 63 | 63 | 1 | ||
| YESA | Both AFB's and AFG's | 1 | 1 | 6 | ||
| 11, 82, 93, 102 | 11, 82, 93, 102 | 11, 82, 93, 102 | ||||
| 90 | 90, | 90 | ||||
| Unnamed. Only 99% match of | 1 | |||||
| AFB's | 4, 10, 30, 37, 42, 54, 67, 84 | 30, 37 | 85 | |||
| 2, 3, 5, 6, 7, 8, 9, 12, 13, 14, 15, 16, 17, 18, 19, 20, 25, 26, 27, 28, 29, 33, 34, 35, 36, 38, 39, 40, 44, 45, 47, 48, 49, 50, 52, 53, 55, 57, 58, 59, 61, 63, 64, 65, 66, 68, 69, 70, 71, 72, 73, 75, 76, 77, 78, 80, 81, 83, 85, 86, 87, 89, 91, 92, 94, 95, 96, 97, 98, 99, 100, 101, 103, 104, 105, 106, 107 | 2, 3, 4, 5, 6, 7, 8, 9, 10, 12, 13, 14, 15, 16, 17, 18, 19, 20, 25, 26, 27, 28, 29, 33, 34, 35, 36, 38, 39, 40, 42, 44, 45, 47, 48, 49, 50, 52, 53, 54, 55, 57, 58, 59, 61, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 75, 76, 77, 78, 80, 81, 83, 84, 85, 86, 87, 89, 91, 92, 94, 95, 96, 97, 98, 99, 100, 101, 103, 104, 105, 106, 107 | 2, 3, 4, 5, 6, 7, 8, 9, 10, 12, 13, 14, 15, 16, 17, 18, 19, 20, 25, 26, 27, 29, 30, 33, 34, 35, 36, 37, 38, 39, 40, 42, 44, 45, 47, 48, 49, 50, 52, 53, 54, 55, 57, 58, 59, 61, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 75, 76, 77, 78, 80, 81, 83, 84, 85, 86, 87 89, 91, 92, 94, 95, 96, 97, 98, 99, 100, 101, 103, 104, 105, 106, 107 | ||||
| Unnamed. Only 99% match of | 28 | |||||
| No aflatoxins | 21, 41, 74, 108, 109 | 21, 41, 74, 108, 109 | 21, 41, 74, 108, 109 | 5 | ||