| Literature DB >> 28749978 |
Victor Limay-Rios1, J David Miller2, Arthur W Schaafsma1.
Abstract
The occurrence of P. verrucosum and ochratoxin A (OTA) were surveyed for 3 and 4 years, respectively. A total of 250 samples was collected from an average of 30 farms during the 2011, 2012, 2013 and 2014 winter seasons. Most storage bins surveyed were typically 11 m high round bins made of corrugated, galvanized steel, with flat-bottoms and conical roofs. Samples of clumped grain contained the most P. verrucosum (p<0.05, n = 10) followed by samples taken from the first load (n = 24, mean = 147±87 CFU/g) and last load (n = 17, mean = 101±77 CFU/g). Five grain samples (2.2%) tested positive for OTA, citrinin and OTB at concentrations of 14.7±7.9, 4.9±1.9 and 1.2±0.7 ng/g, with only three samples exceeding 5 ng/g. Grain samples positive for OTA were related to moisture resulting from either condensation or migrating moist warm air in the bin or areas where precipitation including snow entered the bin. Bins containing grain and clumps contaminated with OTA were studied in detail. A number of statistically-significant risk factors for OTA contamination were identified. These included 1) grain clumps accumulated around or directly under manhole openings, 2) debris and residue of old grain or grain clumps collected from the bin walls or left on storage floor and augers and 3) grain clumps accumulated around side doors. Even when grain enters storage below the 14.5% threshold of moisture, condensation and moisture migration occurs in hotspots in modern corrugated steel storage bins. Hot spots of OTA contamination were most often in areas affected by moisture migration due to inadequate aeration and exposure to moisture from precipitation or condensation. Further, we found that the nature of the condensation affects the nature and distribution of small and isolated areas with high incidence of toxin contamination and/or P. verrucosum prevalence in the grain bins examined.Entities:
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Year: 2017 PMID: 28749978 PMCID: PMC5531454 DOI: 10.1371/journal.pone.0181239
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Fig 1Geographic distribution of P. verrucosum (A) and OTA (B) occurrence in winter wheat grain collected from on-farm storage bins across Southwestern Ontario, Canada.
1Total grain samples collected. Open circles and dots represent individual on-farm storage bin operations. ND: bin operations where grain tested negative for P. verrucosum and/or OTA. CFU determined by dilution plating on DCYES media with a LOD: 63 CFU/g; OTA, LOD: 0.3ng/g determined by LC-ESI(+)-MS/MS.
Classification of grain samples based on collection source and timing (before, during and after storage and bin out-loading).
| Source | Type | Description | Timing | P. v | OTA | ||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| (grain out-loading) | 2011–13 | 2011–14 | |||||||||
| before | during | after | N | n | (%) | N | n | (%) | |||
| UntoSuched surface | Static | From the centre top of bins left untouched during storage | X | 83 | 22 | (26.5) | 108 | 3 | (2.8) | ||
| Disturbed surface | Static | From the centre top of bins where grain had been partially removed during storage | X | 18 | 3 | (16.7) | 29 | 0 | (0.0) | ||
| First loads | Dynamic | From the first grain augered out of the bin | X | 24 | 6 | (25.0) | 40 | 1 | (2.5) | ||
| Intermediate loads | Dynamic | Aggregated grain samples from the auger collected during out-loading | X | 20 | 2 | (10.0) | 24 | 0 | (0.0) | ||
| Last loads | Static | From the top of grain piles from the last loaded wagon | X | 17 | 4 | (23.5) | 31 | 1 | (3.2) | ||
| Total grain samples | 162 | 37 | (22.2) | 232 | 5 | (2.2) | |||||
| Grain crumps | Static | Moldy grain clumps found inside the bins | X | 10 | 7 | (70.0) | 18 | 10 | (55.6) | ||
1Total grain samples collected;
2samples collected from 2011–2013 were tested for P. verrucosum using dilution plating on DCYES media with a LOD: 63 CFU/g;
3samples collected from 2011–2014 were analyzed for OTA using a LC-ESI(+)-MS/MS system, LOD: 0.3ng/g;
4N: total number of sample collected;
5n: positive samples and (%) of positive samples.
HPLC-ESI-MS/MS optimized instrument parameters and recovery (%), repeatability (SD%), LOD and LOQ of OTA, OTB and citrinin spiked in winter wheat flour.
| Parameter | Unit | OTA | OTB | citrinin | OTA 13C20
|
|---|---|---|---|---|---|
| tR | (min) | 12 | 11.1 | 11.6 | 12 |
| Precursor ion | (m/z) | 404.2 [M+H]+ | 370.1 [M+H]+ | 251.1 [M+H]+ | 424.2 [M+H]+ |
| DP | (V) | 44 | 37 | 22 | 44 |
| Product ion | (m/z) | 191.0/205.2/ | 250.0/377.3 | ||
| CE | (V) | 34/20 | 32/76 | 33/33/33 | 31/19 |
| CXP | (V) | 17/36 | 17/17 | 17/17/17 | 33/34 |
| Recovery ±SD | % | 104±5 | 88±7 | 105±4 | |
| Linearity range | ng/g | 0.1–4.0 | 0.1–4.0 | 0.1–4.0 | |
| LOD±SD | ng/g | 0.3±0.1 | 0.5±0.2 | 0.6±0.1 | |
| LOQ±SD | ng/g | 0.8±0.3 | 1.1±0.4 | 1.4±0.3 |
1Internal standard;
2 Retention times obtained from 4 ng/mL solutions injected into the HPLC;
3Determined by direction infusion of 6 ng/mL toxin solutions in a 50/50 Eluent A/B mixture; Quantifier ion data in bold;
4Recovery was determined by spiking mycotoxins at 0.5ng/g and equilibrated for 3 days at 40°C before extraction (n = 3);
5Matrix-matched calibration curve (n = 6) was employed to determine level of detection (LOD) and quantitation (LOQ).
Fig 2Distribution by sample source of P. verrucosum (A) and moisture content at sampling (B) found in Ontario winter wheat grain and grain clump stored in on-farm bins and collected from 2011 to 2013.
CFU of P. verrucosum determined by dilution plating on DCYES media; LOD: 63 CFU/g. Means followed by the same letter in the column are not statistically different (Tukey at P<0.05).
Analysis of variance for reduced model of the distribution of P. verrucosum inoculum found in grain and grain clumps (CFU/g) collected in winter 2011–2013 from on-farm storage bins located in Ontario, Canada.
| Fixes effect | ||||
|---|---|---|---|---|
| Farms | 52 | 33 | 0.83 | 0.7299 |
| Years | 2 | 33 | 0.83 | 0.4453 |
| Sample source | 5 | 74 | 5.13 | 0.0004 |
| Wheat classes | 4 | 74 | 0.05 | 0.9958 |
| Bin capacity (MT) | 17 | 47 | 1.71 | 0.0751 |
| Moisture at sampling (%) | 8 | 47 | 4.24 | 0.0007 |
| Weeks in storage | 14 | 47 | 3.52 | 0.0006 |
*Data transformed before analysis [ln(X+1)].
1Sample source: untouched surface (48%), disturbed surface (10%), first loads (15%), intermediate loads (11%), last loads (10%), grain clumps (6%);
2Wheat classes: Soft red winter wheat (77%), hard red winter wheat (5%), soft white winter wheat (7%), Durum (8%), Blend (8%);
3Bin capacity: divided in 24 intervals ranging from 100 to 5000 metric tons (MT);
4Moisture content was not determined in grain clumps
Fig 3Distribution of P. verrucosum CFU/g found in grain and grain clumps by weeks in storage (A), moisture content at sampling (B) and on-farm bin size (C) collected in winters 2011–2013.
Each gray dot and asterisk represents one grain or grain clump sample, respectively. Bin capacity in metric tons (MT). The dotted line at around 1000 CFU/g separates the OTA positive samples from negative ones. Percentage moisture content (%) was not determined in grain clump samples.
P. verrucosum colony counts (CFU/g), mycotoxin occurrence (ng/g) and aeration practices associated with OTA positive grain samples found during the 2011–2014 on-farm storage survey of Ontario winter wheat.
| Sampling | Moisture (%) at | Mycotoxins (ng/g) | P. v | Contributing factors | |||||
|---|---|---|---|---|---|---|---|---|---|
| dd/mm/yy | DIS | Source | Harvest* | Sampling | OTA | OTB | citrinin | (CFU) | |
| 1) 02/20/14 | 207 | Untouched surface | 14.5 | 17.4 | 44.9 | 0.6 | 11.5 | 4514 | No aeration protocol reported. Surface of the grain bulk frozen under a snow cone. Chaff and grain clumps positive for OTA were also found alongside the door, manhole, auger and floor. |
| 2) 02/09/11 | 209 | Untouched surface | 15.0 | 15.7 | 15.0 | 4.0 | 5.0 | 1014 | Aeration when air temperature is cold with low humidity. Water dripping from downspout due to condensation reported. |
| 3) 02/22/12 | 222 | Last loads | 16.0 | 13.4 | 7.4 | 0.7 | 3.3 | 1313 | Non-aerated bin. Sample from top of the wagon (last grain flowing out of the bin) was positive for OTA. The toxin was also found in the residue left on the floor after out loading. |
| 4) 03/25/13 | 253 | First loads | 14.0 | 12.1 | 4.9 | 0.7 | 4.7 | 2450 | Aerated every 6 weeks. Water leak observed from the manhole opening to wall and into the grain. Grain from the top centre of the bin negative for OTA. |
| 5) 02/26/14 | 216 | Untouched surface | 13.5 | 14.4 | 1.2 | 0.0 | 0.1 | 369 | Aerated twice. Grain sample collected from south side under a snow cap. As ice thawed water seeped down sides of bin walls and settled in low spots. Grain clumps positive for OTA found along the wall, manhole, side door and floor. |
CFU of P. verrucosum (P.v.) were determined by dilution plating on DCYES media (LOD: 63 CFU/g). OTA OTB and citrinin were determined by LC-MS/MS with a LOD of 0.3, 0.5 and 0.6 ppb, respectively; DIS: days in storage.
*Aeration practices as reported by farmers. Grain sample collection:
1Just before out-loading,
2from the first grain streaming out,
3on top of the wagon after out-loading was completed.
Untouched surface: grain samples taken from the centre top of undisturbed bins about 0.3 m below the surface.
Mycotoxin profile of stored winter wheat grain, debris and clumps samples collected from 6 OTA positive bins from 2011–2014 in Southwestern Ontario.
| Control point | Sample | OTA (ng/g) | OTB (ng/g) | citrinin (ng/g) | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| type | n | (%) | mean | SE | T | Pr>F | (%) | mean | SE | t | Pr>F | (%) | mean | SE | t | Pr>F | ||||
| Manhole | Clumps | 5 | (100) | 370.3 | 198.1 | 7.2 | < .0001 | A | (80) | 47.6 | 22.1 | 4.6 | 0.0001 | A | (100) | 50.6 | 32.3 | 7.3 | < .0001 | A |
| Wall/floor | Debris | 6 | (100) | 80.0 | 34.0 | 5.7 | < .0001 | AB | (50) | 18.5 | 12.2 | 3.0 | 0.0065 | AB | (100) | 14.9 | 4.6 | 7.2 | < .0001 | AB |
| Auger | Debris | 5 | (100) | 59.7 | 30.7 | 5.0 | < .0001 | AB | (100) | 11.6 | 6.1 | 3.0 | 0.0062 | AB | (100) | 18.6 | 8.6 | 6.2 | < .0001 | AB |
| Side door | Clumps | 4 | (100) | 46.3 | 19.0 | 4.9 | < .0001 | AB | (75) | 4.8 | 3.8 | 2.1 | 0.0475 | AB | (100) | 8.9 | 1.3 | 5.6 | < .0001 | AB |
| Untouched Surface | Grain | 6 | (67) | 15.9 | 8.0 | 2.9 | 0.007 | BC | (33) | 0.8 | 0.6 | 0.8 | 0.4556 | AB | (50) | 5.4 | 2.8 | 3.4 | 0.0022 | BC |
| First/last loads | Grain | 7 | (29) | 1.8 | 1.2 | 0.7 | 0.514 | C | (29) | 0.2 | 0.1 | 0.3 | 0.7879 | B | (29) | 1.1 | 0.8 | 0.7 | 0.4739 | C |
| Disturbed surface/ intermediate loads | Grain | 4 | (0) | 0.0 | 0.0 | 0.2 | 0.818 | C | (0) | 0.0 | 0.0 | 0.3 | 0.7625 | B | (0) | 0.0 | 0.0 | 0.8 | 0.4381 | C |
| Variance components | Dfn | Dfd | F | Pr>F | F | Pr>F | F | Pr>F | ||||||||||||
| Control point | 6 | 24 | 8.36 | < .0001 | 3.33 | 0.0157 | 9.85 | < .0001 | ||||||||||||
| Farm | 5 | 24 | 0.36 | 0.8949 | 0.7 | 0.6495 | 0.8 | 0.578 | ||||||||||||
1Samples types: grain clump samples found near manhole opening and door frames, debris and old grain found in augers, on floor and on walls; and grain collected from different areas in the bin.
2percentage of positive samples (LOD:0.3 ng/g);
3mean and
4standard error of untransformed data;
5t value and
6values for the type III error statistics were calculated using ln(X+1) transformation;
7Tukey-Kramer multiple comparisons test (P<0.05), rows with the same letter are not significantly different.
8one clump was found on the bulk surface.
Fig 4Winter wheat grain naturally contaminated with OTA at 0.0, 1.2, 4.9, 7.4, 15.0, 44.9 ng/g and collected during the 2011–2014 on-farm storage survey of Ontario winter wheat.
Fig 5Winter wheat production and fluctuation of on-farm grain stocks held in Ontario, Canada from July 1997 to December 2012.
Data acquired from Statistics Canada from 1997–2012. Source: Annual Field Crop Reporting Series, Stock of principal field crops.
Fig 6Critical point sources of OTA contamination in on-farm stored winter wheat.