| Literature DB >> 35878169 |
Katlin Fusilier1, Martin I Chilvers1, Victor Limay-Rios2, Maninder P Singh1.
Abstract
Mycotoxins are secondary metabolites produced by fungi that, depending on the type and exposure levels, can be a threat to human and animal health. When multiple mycotoxins occur together, their risk effects on human and animal health can be additive or synergistic. Little information is known about the specific types of mycotoxins or their co-occurrence in the state of Michigan and the Great Lakes region of the United States. To understand the types, incidences, severities, and frequency of co-occurrence of mycotoxins in maize grain (Zea mays L.), samples were collected from across Michigan over two years and analyzed for 20 different mycotoxins. Every sample was contaminated with at least four and six mycotoxins in 2017 and 2018, respectively. Incidence and severity of each mycotoxin varied by year and across locations. Correlations were found between mycotoxins, particularly mycotoxins produced by Fusarium spp. Environmental differences at each location played a role in which mycotoxins were present and at what levels. Overall, data from this study demonstrated that mycotoxin co-occurrence occurs at high levels in Michigan, especially with mycotoxins produced by Fusarium spp., such as deoxynivalenol.Entities:
Keywords: co-occurrence; deoxynivalenol; maize; mycotoxin
Mesh:
Substances:
Year: 2022 PMID: 35878169 PMCID: PMC9324039 DOI: 10.3390/toxins14070431
Source DB: PubMed Journal: Toxins (Basel) ISSN: 2072-6651 Impact factor: 5.075
Complete list of mycotoxins tested along with abbreviations, fungal species that produce specific mycotoxin, and regulatory limits worldwide for each mycotoxin across crops.
| Mycotoxin | Abbreviation | Produced by: | Regulations |
|---|---|---|---|
| Aflatoxin | AB1 |
| |
| Aflatoxin B1: 61 countries; 1 μg kg−1 to 20 μg kg−1 [ | |||
| Total Aflatoxins: 76 countries; 0 μg kg−1 to 35 μg kg−1 [ | |||
|
| |||
| Aflatoxin B1: 39 countries; 5 μg kg−1 to 50 μg kg−1 [ | |||
| Total Aflatoxins: 21 countries; 5 μg kg−1 to 50 μg kg−1 [ | |||
| Beauvericin | BEA | ||
| Diacetoxyscirpenol | DIAS | ||
| Deoxynivalenol | DON | 37 countries; 300 μg kg−1 to 2000 μg kg−1 [ | |
| deoxynivalenol 3-β-D -glucoside | D3G | ||
| 15-acetyl-deoxynivalenol | 15-ADON | ||
| 3-acetyl-deoxynivalenol | 3-ADON | ||
| Enniatin A | ENNA | ||
| Enniatin A1 | ENNA1 | ||
| Enniatin B | ENNB | ||
| Enniatin B1 | ENNB1 | ||
| Fumonisin B1 | FB1 | Total Fumonisins: 6 countries; 1000 μg kg−1 to 3000 μg kg−1 [ | |
| Fumonisin B2 | FB2 | ||
| Fumonisin B3 | FB3 | ||
| Fusarenon-X | FUSX | ||
| HT-2 Toxin | HT-2 | T-2 + HT-2: EU; 15 μg kg−1 to 2000 μg kg−1 [ | |
| Moniliformin | MON | ||
| Nivalenol | NIV | ||
| T-2 Toxin | T-2 | T-2 + HT-2: China, Iran, Canada, EU; 15 μg kg−1 to 2000 μg kg−1 [ | |
| Zearalenone | ZEN | 16 countries; 50 μg kg−1 to 1000 μg kg−1 [ |
Figure 1Distribution of multiple mycotoxin occurrence in 45 samples in each of nine locations throughout Michigan during 2017 (a) and 2018 (b) growing seasons. Bars indicate the percentage of samples with a certain number of mycotoxins present. Samples were tested for 20 different mycotoxins.
Statistics of mycotoxin concentrations from 45 maize grain samples in 2017 across nine locations in Michigan. Percentage of positive samples, the limit of detection (LOD), the limit of quantification (LOQ), mean, standard deviation (SD), minimum, and maximum concentrations were calculated for each mycotoxin.
| Mycotoxin | LOD a | LOQ b | Positive c | Mean | Median | SD | Min | Max |
|---|---|---|---|---|---|---|---|---|
| μg kg−1 | μg kg−1 | % | –––––––––––––––– μg kg−1 –––––––––––––––– | |||||
| Beauvericin | 0.04 | 0.10 | 78 | 0.11 | 0.69 | 0.03 | ND d | 3217.50 |
| Deoxynivalenol | 14.34 | 30.13 | 93 | 1228.65 | 471.99 | 1657.95 | ND | 8288.60 |
| Deoxynivalenol 3-β-D-glucoside | 1.44 | 3.30 | 73 | 1195.70 | 384.79 | 1631.45 | ND | 6266.49 |
| 15-acetyl-deoxynivalenol | 23.24 | 39.88 | 47 | 137.23 | 0 | 193.50 | ND | 927.64 |
| 3-acetyl-deoxynivalenol | 13.86 | 31.76 | 0 | - | - | - | - | - |
| Diacetoxyscirpenol | 0.29 | 0.72 | 0 | - | - | - | - | - |
| Enniatin A | 0.01 | 0.02 | 100 | 0.11 | 0.11 | 0.03 | 0.05 | 0.19 |
| Enniatin A1 | 0.01 | 0.02 | 0 | - | - | - | - | - |
| Enniatin B | <0.00 | 0.01 | 84 | 0.28 | 0.30 | 0.14 | ND | 0.68 |
| Enniatin B1 | <0.00 | 0.01 | 4 | 0.02 | 0 | 0.11 | ND | 0.65 |
| Fumonisin B1 | 0.19 | 0.49 | 80 | 299.37 | 10.38 | 737.82 | ND | 3686.44 |
| Fumonisin B2 | 0.97 | 2.47 | 80 | 984.53 | 21.65 | 2310.07 | ND | 22,538.63 |
| Fumonisin B3 | 0.58 | 1.55 | 71 | 642.24 | 19.15 | 1737.81 | ND | 8733.03 |
| Fusarenon-X | 104.19 | 232.43 | 0 | - | - | - | - | - |
| HT-2 | 16.54 | 30.12 | 0 | - | - | - | - | - |
| Moniliformin | 0.12 | 0.26 | 47 | 45.50 | 0 | 104.90 | ND | 420.45 |
| Nivalenol | - | - | 0 | - | - | - | - | - |
| T-2 toxin | 0.30 | 0.69 | 11 | 3.42 | 0 | 11.70 | ND | 64.00 |
| Zearalenone | 0.03 | 0.07 | 69 | 196.60 | 9.8 | 451.59 | ND | 2204.13 |
a Limit of detection. Calculated as three times the standard deviation around the analyte retention time b Limit of quantification. Calculated as ten times the standard deviation around the analyte retention time c Samples below the limit of detection were considered negative reads d ND represents samples below the limit of detection.
Statistics of mycotoxin concentrations from 45 maize grain samples in 2018 across nine locations in Michigan. Percentage of positive samples, the limit of detection (LOD), the limit of quantification (LOQ), mean, standard deviation (SD), minimum, and maximum concentrations were calculated for each mycotoxin.
| Mycotoxin | LOD a | LOQ b | Positive c | Mean | Median | SD | Min | Max |
|---|---|---|---|---|---|---|---|---|
| μg kg−1 | μg kg−1 | % | –––––––––––––––– μg kg−1 ––––––––––––––––– | |||||
| Beauvericin | 0.02 | 0.07 | 100 | 588.58 | 58.09 | 1442.40 | 1.04 | 7446.21 |
| Deoxynivalenol | 58.49 | 139.66 | 100 | 5143.06 | 4004.76 | 4910.49 | 173.82 | 20,475.00 |
| Deoxynivalenol 3-β-D-glucoside | 0.73 | 1.77 | 100 | 757.88 | 392.58 | 845.09 | 7.44 | 3249.36 |
| 15-acetyl-deoxynivalenol | 11.64 | 22.77 | 100 | 451.20 | 276.91 | 1787.60 | 38.93 | 1787.60 |
| 3-acetyl-deoxynivalenol | 2.51 | 6.06 | 64 | 11.63 | 9.66 | 13.36 | ND d | 63.04 |
| Diacetoxyscirpenol | - | - | 0 | - | - | - | - | - |
| Enniatin A | 0.01 | 0.03 | 11 | 0.52 | 0 | 3.25 | ND | 21.84 |
| Enniatin A1 | 0.05 | 0.10 | 9 | 0.65 | 0 | 4.06 | ND | 27.28 |
| Enniatin B | 0.01 | 0.01 | 20 | 0.11 | 0 | 0.45 | ND | 2.34 |
| Enniatin B1 | 0.01 | 0.02 | 9 | 0.21 | 0 | 1.19 | ND | 7.94 |
| Fumonisin B1 | 0.21 | 0.50 | 96 | 2179.62 | 324.04 | 6926.47 | ND | 45,145.82 |
| Fumonisin B2 | 0.09 | 0.23 | 89 | 730.75 | 43.99 | 2861.31 | ND | 19,118.06 |
| Fumonisin B3 | 0.09 | 0.25 | 89 | 700.72 | 44.89 | 2693.38 | ND | 17,972.72 |
| Fusarenon-X | - | - | 0 | - | - | - | - | - |
| HT-2 toxin | 1.65 | 0.80 | 9 | 14.07 | 0 | 52.63 | ND | 276.74 |
| Moniliformin | 0.06 | 0.13 | 73 | 141.25 | 14.22 | 267.99 | ND | 1160.35 |
| Nivalenol | - | - | 0 | - | - | - | - | - |
| T-2 toxin | 0.30 | 0.69 | 27 | 7.18 | 0 | 26.47 | ND | 156.65 |
| Zearalenone | 0.03 | 0.05 | 100 | 592.84 | 109.26 | 984.60 | 0.56 | 4148.75 |
a Limit of detection. Calculated as three times the standard deviation around the analyte retention time b Limit of quantification. Calculated as ten times the standard deviation around the analyte retention time c Samples below the limit of detection were considered negative reads d ND represents samples below the limit of detection.
Figure 2Pearson’s correlation coefficient for mycotoxins in 2017 samples. ***, **, and * represent p-values of 0.001, 0.01, and 0.05, respectively. Blue colors indicate positive correlations, while red indicates negative correlations.
Figure 3Pearson’s correlation coefficient for mycotoxins in 2018 samples. ***, **, and * represent p-values of 0.001, 0.01, and 0.05, respectively. Blue colors indicate positive correlations, while red indicates negative correlations.
Effect of location on deoxynivalenol (DON), deoxynivalenol 3-β-D-glucoside (D3G), zearalenone (ZEN), and enniatin A (ENNA) contamination levels in 2017; all other toxins tested did not vary by location.
| Location | Mycotoxin | |||
|---|---|---|---|---|
| DON | D3G | ZEN | ENNA | |
| ––––––––––––––––––––– μg kg−1 ––––––––––––––––––––––– | ||||
| Allegan | 1900 ab | 2400 ab | 386 ab | 0.08 b |
| Branch * | 1780 ab | 1570 ab | 191 ab | 0.10 ab |
| Cass * | 1950 ab | 2220 ab | 143 ab | 0.09 b |
| Huron | 130 b | 106 b | 0.49 b | 0.10 ab |
| Ingham | 205 b | 171 b | 0.36 b | 0.14 a |
| Mason * | 485 b | 336 b | 112 b | 0.12 b |
| Montcalm | 1320 ab | 769 b | 63.9 ab | 0.12 ab |
| Saginaw | 126 b | 51.5 b | 3.39 b | 0.14 a |
| Washtenaw | 3690 a | 3110 a | 869 a | 0.14 a |
| 0.002 | 0.002 | 0.03 | 0.0006 | |
Note: Letters indicate significance within columns. Means followed by different letters indicate significant differences at p < 0.05. All other mycotoxins did not differ between locations. * indicates locations under irrigation.
Effect of location on deoxynivalenol (DON), deoxynivalenol 3-β-D-glucoside (D3G), HT-2 toxin (HT-2), and T-2 toxin (T-2) contamination levels in 2018; all other toxins tested did not vary by location.
| Location | Mycotoxin | |||
|---|---|---|---|---|
| DON | D3G | HT-2 | T-2 | |
| ––––––––––––––––––––– μg kg−1 ––––––––––––––––––––– | ||||
| Allegan | 1820 bcd | 361 ab | 0 b | 0.17 b |
| Branch * | 969 d | 130 b | 0 b | 0.62 b |
| Cass * | 3040 bcd | 252 ab | 0 b | 0.17 b |
| Huron | 10,800 a | 1150 ab | 117 a | 55.5 a |
| Ingham | 3870 abcd | 741 ab | 0 b | 0.22 b |
| Mason * | 5870 abcd | 148 ab | 10.0 b | 7.27 b |
| Montcalm | 9190 abc | 1000 ab | 0 b | 0.31 b |
| Saginaw | 9480 ab | 1600 a | 0 b | 0.00 b |
| Washtenaw | 1250 d | 103 b | 0 b | 0.29 b |
| 0.0001 | 0.006 | 0.001 | 0.005 | |
Note: Letters indicate significance within columns. Means followed by different letters indicate significant differences at p < 0.05. All other mycotoxins did not differ between locations. * indicates locations under irrigation.
Total monthly precipitation (mm) and average monthly temperatures (°C) at each of nine locations in Michigan in 2017 and 2018 along with 30-year averages for each location.
| Location | 2017 | 2018 | 30-Year Average | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| July | August | September | Total | July | August | September | Total | July | August | September | Total | |
| ––––––––––––––––––––––––––––––––– Precipitation (mm) ––––––––––––––––––––––––––––––––– | ||||||||||||
| Allegan | 57.1 | 71.6 | 19.3 | 148 | 84.0 | 129 | 57.4 | 270 | 86.1 | 97.5 | 96.8 | 280 |
| Branch * | 82.5 | 46.0 | 25.9 | 154 | 50.0 | 113 | 51.0 | 214 | 89.2 | 108 | 105 | 302 |
| Cass * | 85.3 | 68.1 | 46.4 | 200 | 29.7 | 131 | 36.3 | 197 | 111 | 103 | 95.0 | 309 |
| Huron | 65.7 | 68.0 | 27.9 | 162 | 27.4 | 133 | 40.6 | 201 | 81.3 | 89.7 | 98.6 | 270 |
| Ingham | 46.5 | 41.9 | 22.1 | 111 | 40.9 | 87.1 | 93.7 | 222 | 82.8 | 83.8 | 92.2 | 259 |
| Mason * | 83.0 | 45.7 | 34.5 | 163 | 31.5 | 140 | 101 | 273 | 77.0 | 90.2 | 98.6 | 266 |
| Montcalm | 23.3 | 34.5 | 17.8 | 75.6 | 30.2 | 196 | 99.3 | 326 | 79.0 | 92.5 | 96.3 | 268 |
| Saginaw | 78.7 | 79.5 | 21.8 | 180 | 29.0 | 179 | 62.7 | 271 | 79.8 | 81.0 | 95.5 | 256 |
| Washtenaw | 38.8 | 60.4 | 32.5 | 132 | 28.9 | 83.5 | 45.4 | 158 | 88.4 | 77.0 | 87.9 | 253 |
| –––––––––––––––––––––––––––––––– Temperature (°C) –––––––––––––––––––––––––––––––– | ||||||||||||
| Allegan | 21.8 | 19.4 | 17.7 | 22.3 | 22.1 | 18.5 | 21.2 | 20.3 | 16.1 | |||
| Branch * | 19.9 | 17.3 | 15.8 | 22.4 | 22.1 | 18.8 | 21.7 | 20.7 | 16.4 | |||
| Cass * | 21.8 | 19.7 | 18.4 | 22.4 | 22.2 | 19.0 | 22.3 | 21.3 | 17.1 | |||
| Huron | 20.8 | 19.1 | 17.4 | 22.1 | 21.2 | 17.7 | 20.7 | 19.8 | 15.8 | |||
| Ingham | 21.6 | 19.2 | 17.5 | 22.2 | 21.5 | 17.7 | 22.1 | 21.3 | 16.9 | |||
| Mason * | 19.6 | 18.1 | 17.2 | 21.4 | 21.1 | 17.1 | 20.7 | 19.9 | 15.9 | |||
| Montcalm | 20.9 | 18.4 | 17.0 | 21.1 | 21.1 | 17.1 | 21.1 | 20.2 | 15.9 | |||
| Saginaw | 22.1 | 20.1 | 18.2 | 23.2 | 22.6 | 18.5 | 21.6 | 20.69 | 16.1 | |||
| Washtenaw | 22.5 | 20.1 | 17.9 | 22.9 | 22.4 | 19.0 | 22.2 | 21.3 | 16.7 | |||
Note: Monthly temperature and rainfall numbers obtained from the nearest MSU Enviro-weather station (https://mawn.geo.msu.edu/ (accessed on 1 March 2021). Thirty-year average temperature and precipitation data collected from the National Oceanic and Atmosphere Administration (https://www.ncdc.noaa.gov/cdo-web/datatools/normals (accessed on 1 March 2021). * indicates locations under irrigation.
Results of ANOVA for western bean cutworm incidence at each of nine locations across Michigan in 2017 and 2018.
| Location | 2017 | 2018 |
|---|---|---|
| ––––––% –––––––– | ||
| Allegan | 4.00 b | 12.0 a |
| Branch * | 14.0 b | 4.00 a |
| Cass * | 29.6 b | 3.00 a |
| Huron | 21.1 b | 15.0 a |
| Ingham | 19.0 b | 8.00 a |
| Mason * | 18.0 b | 27.9 a |
| Montcalm | 11.9 b | 13.0 a |
| Saginaw | 21.0 b | 15.0 a |
| Washtenaw | 95.0 a | 27.0 a |
| <0.0001 | 0.1195 | |
Note: Letters indicate significance within columns. Means followed by different letters indicate significant differences at p < 0.05. * indicates locations under irrigation.
Figure 4Sampling locations in Michigan during the 2017 and 2018 growing seasons. Maize grain samples were obtained from the same hybrid (2600 growing degree units to black layer) at each location in both years of the study.