| Literature DB >> 28257512 |
Alexia Comte1, Tom Gräfenhan2, Matthew G Links1,3, Sean M Hemmingsen4,5, Tim J Dumonceaux1,6.
Abstract
We examined the epiphytic microbiome of cereal grain using the universal barcode chaperonin-60 (cpn60). Microbial community profiling of seed washes containing DNA extracts prepared from field-grown cereal grain detected sequences from a fungus identified only to Class Sordariomycetes. To identify the fungal sequence and to improve the reference database, we determined cpn60 sequences from field-collected and reference strains of the ergot fungus, Claviceps purpurea. These data allowed us to identify this fungal sequence as deriving from C. purpurea, and suggested that C. purpurea DNA is readily detectable on agricultural commodities, including those for which ergot was not identified as a grading factor. To get a sense of the prevalence and level of C. purpurea DNA in cereal grains, we developed a quantitative PCR assay based on the fungal internal transcribed spacer (ITS) and applied it to 137 samples from the 2014 crop year. The amount of Claviceps DNA quantified correlated strongly with the proportion of ergot sclerotia identified in each grain lot, although there was evidence that non-target organisms were responsible for some false positives with the ITS-based assay. We therefore developed a cpn60-targeted loop-mediated isothermal amplification assay and applied it to the same grain wash samples. The time to positive displayed a significant, inverse correlation to ergot levels determined by visual ratings. These results indicate that both laboratory-based and field-adaptable molecular diagnostic assays can be used to detect and quantify pathogen load in bulk commodities using cereal grain washes.Entities:
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Year: 2017 PMID: 28257512 PMCID: PMC5336299 DOI: 10.1371/journal.pone.0173495
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Seed samples selected for microbiome profiling using cpn60.
| Grain Type | Province | Grain Class | Variety | Grade | Grading factor | Reads clustering with | Total reads in dataset |
|---|---|---|---|---|---|---|---|
| Oats | NB | CEOats | Dieter | 4CEOAT | FCLR | 0 (neg) | 17697 |
| Wheat | ON | CEAD | Hallmark | CEFEED | FDK | 0 (neg) | 33540 |
| Wheat | NS | CEHRW | - | 3CEHRW | MIL | 0 (neg) | 31718 |
| Wheat | ON | CERS | Sable | 1CERS | 1 (neg) | 19410 | |
| Rye | QC | CERye | - | 2CERYE | SPTD | 0 (neg) | 38379 |
| Wheat | SK | CWRS | Pasqua | 2CWRS organic | ERG | 76 (pos) | 38910 |
| Wheat | SK | CWRS | Harvest | 2CWRS organic | MDGE | 34 (pos) | 40873 |
| Kamut | SK | Kamut | Khorasan | 2KAMUT organic | MDGE | 0 (neg) | 48565 |
| Canary seed | SK | Keet | Canary seed | 42 (neg) | 48691 | ||
| Triticale | SK | Triticale | Tundel | 3CWTriticale | ERG | 2 (NT | 37930 |
1NB, New Brunswick; ON, Ontario; NS, Nova Scotia; QC, Québec; SK, Saskatchewan
2CEOats, Canada Eastern Oats; CEAD, Canada Eastern Amber Durum wheat; CEHRW, Canada Eastern Hard Red Winter wheat; CERS, Canada Eastern Red Spring wheat; CERye, Canada Eastern Rye; CWRS, Canada Western Red Spring wheat
3FCLR, fair color; FDK, Fusarium-damaged kernels; MIL, mildew; SPTD, sprouted kernels; ERG, ergot; MDGE, midge damage
4NT, not tested
Fig 1Ergot sclerotia observed in sample 9129 (Rye).
Sclerotia are indicated by arrows. This sample had an ergot severity rating of 0.294% on a percentage weight basis (Table 2). Scale bar indicates 1 cm.
Quantification of C. purpurea DNA in grain wash samples using ITS-targeted ddPCR and cpn60-targeted LAMP.
| Sample | Province | Description | Downgradingfactor | Ergotvalue (%) | ddPCR: ITSgenomes/g seed | LAMP: | |
|---|---|---|---|---|---|---|---|
| Calcein detection | Isothermal detection | ||||||
| 7 | Canadian brown mustard | 0 | 78000 | 90.00 | 60.00 | ||
| 8 | Canadian oriental mustard | 0 | 5300 | 90.00 | 48.50 | ||
| 9 | Canadian canola | 0 | 3200 | 90.00 | 24.75 | ||
| 10 | Canadian sample canola | 0 | 4750 | 90.00 | 60.00 | ||
| 72 | SK | Canadian Wheat | ergot | 0.052 | 3895000 | 50.25 | 11.00 |
| 73 | SK | Canadian Wheat | ergot | 0.114 | 217000 | 53.75 | 11.00 |
| 201 | MB | Buckwheat | 0 | 15900 | 90.00 | 60.00 | |
| 301 | SK | Canadian Amber Durum | ergot | 0.055 | 414500 | 61.00 | 15.00 |
| 414 | SK | Canadian Wheat | ergot | 0.05 | 301500 | 58.75 | 13.75 |
| 415 | SK | Canadian Wheat | ergot | 0.066 | 138000 | 76.25 | 18.25 |
| 481 | SK | Canadian Wheat | ergot | 0.053 | 105500 | 71.25 | 13.00 |
| 771 | SK | Canadian Wheat | ergot | 0.031 | 44500 | 68.50 | 11.00 |
| 865 | AB | Canadian Amber Durum | 0 | 32250 | 67.25 | 16.00 | |
| 866 | AB | Canadian Amber Durum | 0 | 32300 | 63.00 | 17.00 | |
| 927 | AB | Canadian Wheat | 0 | 24100 | 69.25 | 26.00 | |
| 943 | SK | Canadian Wheat | ergot | 0.02 | 72500 | 64.75 | 19.25 |
| 1246 | SK | Canadian Amber Durum | ergot | 0.008 | 48450 | 64.00 | 15.25 |
| 1371 | MB | Canadian Wheat | ergot | 0.003 | 50400 | 64.00 | 12.50 |
| 1466 | AB | Canadian Amber Durum | 0 | 136000 | 78.50 | 24.50 | |
| 1482 | MB | Canadian Wheat | ergot | 0.07 | 170500 | 61.25 | 13.25 |
| 1501 | SK | Canadian Wheat | ergot | 0.052 | 854500 | 49.00 | 11.75 |
| 1509 | SK | Canadian Wheat | ergot | 0.053 | 62000 | 63.75 | 14.25 |
| 1551 | SK | Canadian Wheat | ergot | 0.007 | 17950 | 69.25 | 24.50 |
| 1558 | SK | Canadian Wheat | ergot | 0.005 | 22250 | 65.75 | 18.25 |
| 1576 | MB | Canadian Wheat | ergot | 0.043 | 49750 | 69.50 | 14.25 |
| 1633 | AB | Canadian Wheat | 0 | 26800 | 72.25 | 18.50 | |
| 1720 | QC | Canadian Wheat | ergot | 0.015 | 1001000 | 45.50 | 11.50 |
| 1865 | SK | Canadian Wheat | ergot | 0.008 | 31400 | 89.50 | 16.75 |
| 2054 | AB | Canadian Wheat | 0 | 24200 | 61.75 | 56.50 | |
| 2075 | AB | Canadian Wheat | ergot | 0.018 | 77000 | 68.25 | 13.50 |
| 2340 | SK | Canadian Triticale | 0 | 15050 | 66.75 | 14.25 | |
| 2352 | MB | Canadian Wheat | 0 | 9250 | 73.75 | 56.25 | |
| 2387 | AB | Canadian Amber Durum | ergot | 0.031 | 176500 | 69.00 | 21.75 |
| 2389 | AB | Canadian Amber Durum | ergot | 0.049 | 122500 | 59.00 | 12.00 |
| 2472 | SK | Canadian Amber Durum | ergot | 0.014 | 71000 | 66.25 | 15.00 |
| 2522 | AB | Canadian Wheat | ergot | 0.052 | 880000 | 55.00 | 11.75 |
| 2598 | MB | Canadian Wheat | 0 | 2350 | 64.25 | 22.25 | |
| 2599 | SK | Canadian Wheat | 0 | 8250 | 90.00 | 3.00 | |
| 2640 | MB | Canadian Wheat | ergot | 0.022 | 479500 | 46.50 | 11.00 |
| 2875 | MB | Canadian Wheat | ergot | 0.015 | 87000 | 47.00 | 60.00 |
| 3040 | SK | Canadian Amber Durum | 0 | 507000 | 54.00 | 16.00 | |
| 3062 | QC | Canadian Wheat | ergot | 0.12 | 154500 | 51.00 | 14.75 |
| 3119 | SK | Canadian Amber Durum | ergot | 0.037 | 74500 | 67.50 | 14.25 |
| 3195 | AB | Canadian Wheat | ergot | 0.06 | 253000 | 54.25 | 11.75 |
| 3513 | MB | Canadian Rye | ergot | 0.01 | 51450 | 66.50 | 13.50 |
| 3662 | MB | Canadian Wheat | ergot | 0.058 | 192000 | 74.25 | 17.75 |
| 3700 | AB | Canadian Wheat | ergot | 0.086 | 700000 | 47.50 | 10.75 |
| 3843 | SK | Canadian Amber Durum | ergot | 0.045 | 134500 | 67.75 | 18.00 |
| 3856 | AB | Canadian Wheat | ergot | 0.063 | 6745000 | 52.00 | 12.50 |
| 3889 | QC | Canadian Wheat | 0 | 4700 | 90.00 | 20.75 | |
| 3949 | MB | Canadian Wheat | ergot | 0.051 | 132000 | 70.25 | 13.25 |
| 4070 | SK | Canadian Rye | ergot | 0.12 | 421000 | 54.00 | 11.25 |
| 4179 | AB | Canadian Wheat | ergot | 0.067 | 19100000 | 51.00 | 14.50 |
| 4182 | AB | Canadian Wheat | ergot | 0.076 | 551000 | 55.25 | 15.50 |
| 4442 | AB | Canadian Triticale | ergot | 0.1 | 87450 | 48.00 | 28.50 |
| 4535 | MB | Canadian Wheat | ergot | 0.079 | 33550 | 68.75 | 21.50 |
| 4580 | BC | Canadian Wheat | 0 | 27800 | 51.25 | 14.50 | |
| 4600 | SK | Canadian Wheat | 0 | 440500 | 50.75 | 16.00 | |
| 4637 | MB | Canadian Wheat | ergot | 0.016 | 26800 | 68.25 | 12.75 |
| 4696 | SK | Canadian Wheat | 0 | 8850 | 62.25 | 13.75 | |
| 4739 | SK | Canadian Wheat | ergot | 0.058 | 1425000 | 50.00 | 8.50 |
| 4740 | SK | Canadian Amber Durum | ergot | 0.011 | 76050 | 72.25 | 21.25 |
| 4741 | SK | Canadian Wheat | ergot | 0.071 | 413500 | 56.25 | 17.25 |
| 4757 | SK | Canadian Amber Durum | ergot | 0.01 | 27450 | 73.50 | 19.25 |
| 4759 | SK | Canadian Wheat | ergot | 0.037 | 1664500 | 45.75 | 43.00 |
| 4780 | AB | Canadian Wheat | 0 | 387500 | 66.25 | 11.75 | |
| 4860 | SK | Canadian Rye | ergot | 0.022 | 1883000 | 49.00 | 12.25 |
| 4947 | AB | Canadian Wheat | 0 | 181500 | 53.25 | 13.50 | |
| 5005 | AB | Canadian Amber Durum | ergot | 0.064 | 1682500 | 56.00 | 13.00 |
| 5134 | SK | Canadian Amber Durum | ergot | 0.187 | 3560000 | 54.25 | 13.00 |
| 5154 | SK | Canadian Wheat | ergot | 0.006 | 14550 | 89.50 | 21.00 |
| 5162 | AB | Canadian Wheat | 0 | 14700 | 90.00 | 29.00 | |
| 5175 | AB | Canadian Wheat | 0 | 23100 | 62.75 | 16.75 | |
| 5185 | SK | Canary Seed | 0 | 839500 | 71.50 | 13.50 | |
| 5202 | SK | Oat Spelt | 0 | 27500 | 75.00 | 14.00 | |
| 5289 | MB | Canadian Wheat | ergot | 0.003 | 6550 | 90.00 | 19.50 |
| 5447 | SK | Canadian Amber Durum | ergot | 0.219 | 1635000 | 56.25 | 12.75 |
| 5545 | SK | Canadian Amber Durum | ergot | 0.015 | 68950 | 55.25 | 15.25 |
| 5569 | MB | Canadian Wheat | ergot | 0.036 | 237000 | 60.75 | 11.75 |
| 5570 | SK | Canadian Wheat | ergot | 0.024 | 245000 | 62.75 | 15.75 |
| 5573 | SK | Canadian Wheat | ergot | 0.019 | 122000 | 65.25 | 14.00 |
| 5599 | SK | Canadian Wheat | 0 | 15950 | 58.75 | 20.50 | |
| 5610 | SK | Canadian Amber Durum | ergot | 0.01 | 252500 | 50.50 | 15.50 |
| 5650 | AB | Canadian Wheat | ergot | 0.04 | 5645000 | 38.75 | 9.25 |
| 6061 | SK | Canadian Amber Durum | ergot | 0.015 | 33650 | 70.00 | 45.00 |
| 6103 | MB | Canadian Wheat | ergot | 0.019 | 38250 | 76.25 | 21.25 |
| 6117 | AB | Canadian Amber Durum | ergot | 0.02 | 127000 | 45.50 | 11.75 |
| 6232 | MB | Canadian Rye | ergot | 0.05 | 220500 | 53.75 | 13.00 |
| 6629 | AB | Canadian Amber Durum | ergot | 0.064 | 239000 | 60.50 | 14.75 |
| 6907 | MB | Canadian Wheat | ergot | 0.071 | 82000 | 61.50 | 19.50 |
| 7026 | SK | Canadian Wheat | ergot | 0.128 | 751500 | 47.75 | 12.50 |
| 7352 | SK | Canadian Rye | ergot | 0.05 | 605000 | 54.50 | 16.75 |
| 7458 | SK | Canadian Wheat | ergot | 0.08 | 8300000 | 40.50 | 11.75 |
| 7519 | SK | Canadian Wheat | ergot | 0.047 | 2845000 | 39.00 | 9.75 |
| 7686 | SK | Canadian Amber Durum | ergot | 0.016 | 59200 | 54.50 | 13.75 |
| 7758 | AB | Canadian Wheat | ergot | 0.067 | 145000 | 65.75 | 15.25 |
| 7777 | SK | Canadian Amber Durum | ergot | 0.091 | 3035000 | 44.50 | 12.25 |
| 7864 | AB | Canadian Wheat | ergot | 0.1 | 247500 | 53.00 | 10.75 |
| 7866 | AB | Canadian Wheat | ergot | 0.22 | 1336500 | 43.05 | 11.50 |
| 7950 | SK | Canadian Wheat | ergot | 0.087 | 4295000 | 52.25 | 13.00 |
| 8006 | SK | Canadian Wheat | 0 | 9250 | 90.00 | 11.00 | |
| 8094 | MB | Canadian Rye | 0 | 7145000 | 52.25 | 60.00 | |
| 8110 | SK | Canadian Wheat | ergot | 0.05 | 13550 | 64.25 | 17.25 |
| 8292 | SK | Canadian Amber Durum | ergot | 0.042 | 301500 | 62.75 | 13.25 |
| 8393 | MB | Canadian Wheat | ergot | 0.058 | 2225000 | 49.50 | 29.75 |
| 8394 | SK | Canadian Amber Durum | ergot | 0.031 | 12050 | 59.00 | 12.25 |
| 8408 | AB | Canadian Wheat | ergot | 0.012 | 42500 | 66.50 | 11.25 |
| 8549 | SK | Canadian Rye | ergot | 0.064 | 3175000 | 50.50 | 13.50 |
| 8597 | SK | Canadian Amber Durum | 0 | 106000 | 67.00 | 22.50 | |
| 8671 | SK | Canadian Wheat | ergot | 0.056 | 46700 | 80.50 | 20.25 |
| 8703 | SK | Canadian Amber Durum | ergot | 0.044 | 104500 | 55.75 | 14.75 |
| 8715 | AB | Canadian Wheat | ergot | 0.023 | 89000 | 59.50 | 17.50 |
| 8719 | AB | Canadian Wheat | ergot | 0.006 | 25250 | 67.25 | 13.50 |
| 8803 | SK | Canadian Wheat | 0 | 39450 | 79.75 | 16.50 | |
| 8859 | SK | Canadian Wheat | 0 | 85000 | 58.75 | 14.25 | |
| 8864 | MB | Canadian Wheat | ergot | 0.085 | 1656000 | 50.50 | 16.00 |
| 8866 | MB | Canadian Rye | 0 | 41000 | 53.25 | 19.25 | |
| 8929 | AB | Canadian Wheat | 0 | 6900 | 90.00 | 19.25 | |
| 8977 | SK | Canadian Wheat | 0 | 14250 | 90.00 | 17.50 | |
| 9064 | AB | Canadian Wheat | ergot | 0.08 | 818000 | 47.25 | 12.25 |
| 9067 | MB | Canadian Wheat | 0 | 9400 | 90.00 | 20.25 | |
| 9068 | AB | Canadian Wheat | ergot | 0.1 | 8650000 | 49.25 | 17.50 |
| 9076 | SK | Canadian Wheat | ergot | 0.084 | 410500 | 48.00 | 12.50 |
| 9101 | MB | Canadian Wheat | ergot | 0.05 | 184000 | 62.00 | 17.25 |
| 9106 | SK | Canadian Wheat | ergot | 0.013 | 133500 | 61.75 | 12.00 |
| 9112 | SK | Canadian Wheat | ergot | 0.026 | 1876000 | 62.25 | 15.50 |
| 9121 | AB | Canadian Wheat | ergot | 0.069 | 13850 | 75.50 | 14.75 |
| 9122 | AB | Canary Seed | 0 | 30050 | 61.50 | 15.00 | |
| 9129 | MB | Canadian Rye | ergot | 0.294 | 5865000 | 89.50 | 13.00 |
| 9154 | AB | Canadian Wheat | ergot | 0.007 | 24400 | 59.50 | 14.25 |
| 9213 | AB | Canadian Wheat | ergot | 0.067 | 743000 | 73.25 | 12.75 |
| 9411 | ON | Canadian Wheat | 0 | 114000 | 48.75 | 18.25 | |
| 9420 | AB | Canadian Rye | 0 | 92500 | 63.75 | 13.25 | |
| 9426 | QC | Canadian Wheat | 0 | 3050 | 79.25 | 47.50 | |
| 9440 | AB | Canadian Wheat | ergot | 0.066 | 17300 | 55.00 | 13.50 |
| 9459 | MB | Canadian Wheat | ergot | 0.007 | 148500 | 54.00 | 19.50 |
| 9484 | MB | Canadian Wheat | ergot | 0.003 | 24450 | 67.75 | 26.25 |
| 9658 | SK | Canadian Amber Durum | ergot | 0.02 | 106500 | 55.50 | 16.00 |
| 9952 | SK | Canadian Wheat | ergot | 0.05 | 178500 | 90.00 | 12.75 |
| 9968 | AB | Canadian Wheat | ergot | 0.061 | 191000 | 90.00 | 18.50 |
| 9985 | ON | Canadian Wheat | 0 | 30700 | 90.00 | 20.75 | |
1AB, Alberta; BC, British Columbia; MB, Manitoba; ON, Ontario; QC, Québec; SK, Saskatchewan
2Samples assayed by LAMP were given a Tp of 90 (calcein detection) or 60 (isothermal detection) if no signal was observed during the assay
ITS and cpn60 clone diversity observed in sclerotia sourced from Manitoba, Canada.
| Sample | Ergot rating (%) | ITS clones | |||||||
|---|---|---|---|---|---|---|---|---|---|
| Number of clones examined | Number of distinct sequences | Percent identity to one another | Length (base pairs) | Number of clones examined | Number of distinct sequences | Percent identity to one another | Length (base pairs) | ||
| erg0252 | 0.02 | 18 | 2 | 99–100 | 555 | 21 | 3 | 98–100 | 625–628 |
| erg0253 | 0.023 | 21 | 8 | 98–100 | 555 | 23 | 4 | 99–100 | 623–625 |
| erg0254 | 0.012 | 20 | 16 | 98–100 | 555 | 19 | 10 | 98–100 | 623–625 |
| erg0256 | 0.05 | 24 | 12 | 98–100 | 555 | 22 | 8 | 99–100 | 622–625 |
| erg0258 | 0.023 | 23 | 15 | 98–100 | 555 | 21 | 10 | 99–100 | 622–624 |
| Total number of clones examined | 106 | 106 | |||||||
| Total number of unique sequences | 53 | 35 | |||||||
Fig 2Phylogenetic analysis of cpn60 UT sequences derived from microbial profiling and ergot sclerotia compared to reference sequences.
Sequences are prefixed by cpnDB ID number (www.cpndb.ca) and GenBank accession numbers (www.ncbi.nlm.nih.gov) are provided in parentheses where available. The tree was calculated using the Maximum Likelihood method based on the Tamura-Nei model [22] using MEGA6 [23]. The tree was bootstrapped (100 iterations) and numbers next to the nodes indicate the percentage of trees in which the associated taxa clustered together. Branch lengths correspond to the number of substitutions per site.
Fig 3ITS-targeted qPCR assay linearity assessed by standard curve (A) or ddPCR calibration curve (B).
Spearman rank correlation between ergot severity (% weight basis) and molecular quantification of ergot DNA in grain wash templates.
| method | target | unit | Spearman correlation (ρ) | p-value | n |
|---|---|---|---|---|---|
| ddPCR | ITS | 0.636 | 2.0x10-7 | 141 | |
| LAMP(calcein) | Tp, minutes | -0.449 | 3.1x10-8 | 141 | |
| LAMP (isothermal) | Tp, minutes | -0.423 | 2.2x10-7 | 141 |
Fig 4cpn60-targeted LAMP assay linearity assessed by expressing Tp related to C. purpurea genome copies using the two LAMP detection systems evaluated in this study.
The equations for each curve are: y = -9.03x+96.98 (calcein detection) and y = -1.90x+19.44 (isothermal detection). The correlation coefficients (r2) are 0.99 (calcein detection) and 0.95 (isothermal detection).
Intra-assay reproducibility of the cpn60-targeted LAMP (isothermal detection).
| level | dilution | genomes/assay | CV | n |
|---|---|---|---|---|
| high | 500 | 1298.35 | 0.052 | 3 |
| low | 5000 | 129.83 | 0.072 | 3 |
| LOD | 10000 | 64.92 | 0.117 | 10 |
1CV, coefficient of variation; standard deviation/mean
Sensitivity and specificity of the C. purpurea cpn60-targeted LAMP assay compared to visual rating (gold standard).
| test: visual examination | |||
| test: | positive | negative | total |
| positive | 97 | 28 | 125 |
| negative | 3 | 13 | 16 |
| total | 10 | 41 | 141 |
| 95% confidence interval | |||
| test sensitivity | 0.97 | 0.033 | |
| test specificity | 0.32 | 0.142 | |