Pre-Harvest Agronomic Reduction in Fusarium Mycotoxins in Winter Barley: Effects of Agrotechnical Intensity on Grain Mycobiome, DON/ZEN and Feed-Quality Traits
Abstract
1. Introduction
2. Results
2.1. Yield Structure Components
2.2. Mycotoxin Content
2.3. Mycological Analysis of Grain
3. Discussion
3.1. Yield, Genotypes, and the Effect of Agrotechnical Practices
3.2. Occurrence of Mycotoxins, Fungi, and Correlations
4. Conclusions
5. Materials and Methods
5.1. Field Experiment
5.2. Chemical Analyses of Grain
5.3. Mycological Analysis of Winter Barley Grain
5.4. Data Analysis of the Mycobiome of Winter Barley Grain
5.5. Quantification of Mycotoxin Contamination
5.6. Statistical Analysis
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
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| Parameter | Cultivar (C) | Agrotechnical Level (AL) | Year (Y) | C × AL | C ×Y | AL × Y | C × AL × Y |
|---|---|---|---|---|---|---|---|
| Yield | ** | ** | ** | ** | ** | ** | ** |
| Protein content | ** | ** | * | ** | ** | ** | ** |
| Vegetable fibre content | ** | ns | ** | ** | ** | ** | ** |
| Weight of 1000 grains | ** | ** | ** | ** | ** | ** | ** |
| Parameter | Protein Content | Vegetable Fibre Content | Weight of 1000 Grains | DON Content | ZEN Content |
|---|---|---|---|---|---|
| Yield | 0.27 * | −0.41 ** | 0.17 | −0.35 | −0.15 |
| Protein content | 0.08 | 0.33 * | 0.14 | 0.03 | |
| Vegetable fibre content | 0.51 ** | 0.11 | 0.05 | ||
| Weight of 1000 grains | −0.28 | −0.22 |
| Species/Genus of Fungus | Category of Fungi | Basic Agrotechnical Level (A1) | Intensive Agrotechnical Level (A2) | Total | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Antonella | KWS Kosmos | KWS Astaire | Zenek | KWS Higgins | Quadriga | Jakubus | Antonella | KWS Kosmos | KWS Astaire | Zenek | KWS Higgins | Quadriga | Jakubus | |||
| Acremonium | NDE_F | 1 | 1 | 4 | 4 | 6 | 1 | 2 | 0 | 3 | 3 | 0 | 0 | 0 | 2 | 27 |
| Alternaria alternata | RGQ_F | 41 | 45 | 27 | 47 | 38 | 52 | 31 | 27 | 38 | 39 | 48 | 12 | 35 | 34 | 514 |
| Areubasidium | NDE_F | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 2 |
| Ascochyta | STP_F | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 4 | 4 | 0 | 8 |
| Aspergillus | S_F | 0 | 0 | 1 | 3 | 0 | 0 | 1 | 0 | 0 | 2 | 0 | 0 | 1 | 0 | 8 |
| Bipolaris sorokiniana | RGQ_F | 0 | 3 | 10 | 6 | 5 | 2 | 13 | 1 | 3 | 1 | 12 | 12 | 9 | 1 | 78 |
| Botrytis cinerea | STP_F | 1 | 0 | 1 | 2 | 0 | 1 | 2 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 8 |
| Chaetomium | STP_F | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 3 |
| Cladosporium cladospirioides | RGQ_F | 0 | 1 | 5 | 6 | 1 | 3 | 9 | 1 | 1 | 1 | 5 | 5 | 3 | 2 | 43 |
| Epicoccum | RGQ_F | 2 | 0 | 0 | 4 | 2 | 7 | 1 | 2 | 1 | 3 | 4 | 0 | 4 | 5 | 35 |
| Fusarium avenaceum | STP_F/RGQ_F | 1 | 2 | 1 | 1 | 0 | 0 | 2 | 3 | 1 | 0 | 3 | 0 | 0 | 1 | 15 |
| F. culmorum | STP_F/RGQ_F | 2 | 0 | 2 | 4 | 2 | 2 | 2 | 6 | 2 | 5 | 2 | 4 | 2 | 2 | 37 |
| F. graminearum | STP_F/RGQ_F | 25 | 11 | 13 | 22 | 28 | 11 | 14 | 18 | 15 | 6 | 6 | 7 | 15 | 8 | 199 |
| F. oxysporum | STP_F/RGQ_F | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 5 |
| F. poae | STP_F/RGQ_F | 7 | 0 | 0 | 0 | 0 | 2 | 2 | 8 | 1 | 0 | 0 | 1 | 1 | 22 | |
| F. tricinctum | STP_F/RGQ_F | 1 | 5 | 0 | 2 | 1 | 2 | 4 | 4 | 1 | 1 | 0 | 3 | 8 | 1 | 33 |
| Fusarium | STP_F/RGQ_F | 3 | 0 | 0 | 2 | 1 | 1 | 3 | 1 | 1 | 1 | 2 | 2 | 7 | 7 | 31 |
| Mucor hiemalis | S_F | 0 | 1 | 0 | 2 | 2 | 0 | 1 | 0 | 3 | 1 | 0 | 3 | 1 | 0 | 14 |
| Papularia | NDE_F | 1 | 3 | 0 | 1 | 0 | 0 | 0 | 4 | 2 | 1 | 0 | 7 | 0 | 3 | 22 |
| Penicillium spp. | S_F | 5 | 20 | 13 | 20 | 0 | 8 | 9 | 1 | 0 | 8 | 3 | 3 | 7 | 1 | 98 |
| Penicillium citrinum | S_F | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| Phoma glomerata | STP_F | 2 | 1 | 1 | 1 | 0 | 6 | 8 | 2 | 0 | 1 | 1 | 0 | 0 | 2 | 25 |
| Phytium | STP_F | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 1 | 3 |
| Rhizoctonia | STP_F | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 4 |
| Rhizopus nigricans | STP_F | 1 | 0 | 2 | 0 | 1 | 8 | 8 | 2 | 11 | 5 | 0 | 7 | 4 | 2 | 51 |
| Sclerotinia sclerotiorum | STP_F | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 2 |
| Torula | NDE_F | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 2 |
| Trichotecium roseum | RGQ_F | 0 | 0 | 1 | 0 | 2 | 1 | 0 | 0 | 0 | 3 | 1 | 0 | 0 | 0 | 8 |
| Yeast-derived fungi | NDE_F | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 7 | 9 |
| Non-sporulating fungi | NDE_F | 5 | 0 | 3 | 9 | 3 | 5 | 2 | 1 | 3 | 2 | 1 | 2 | 4 | 4 | 44 |
| Sum | 98 | 94 | 86 | 139 | 96 | 112 | 115 | 84 | 85 | 86 | 90 | 74 | 108 | 84 | 1351 | |
| Diversity Index | Category of Fungi | Basic Agrotechnical Level (A1) | Intensive Agrotechnical Level (A2) | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Antonella | KWS Kosmos | KWS Astaire | Zenek | KWS Higgins | Quadriga | Jakubus | Antonella | KWS Kosmos | KWS Astaire | Zenek | KWS Higgins | Quadriga | Jakubus | ||
| Relative frequency [Rf] | STP_F | 1.52 | 1.16 | 0.63 | 0.98 | 0.45 | 1.34 | 2.50 | 2.32 | 0.36 | 0.54 | 0.63 | 1.25 | 2.68 | 1.25 |
| RGQ_F | 5.00 | 5.71 | 3.84 | 5.98 | 4.55 | 6.70 | 5.54 | 5.18 | 5.27 | 4.73 | 5.98 | 2.68 | 5.89 | 6.07 | |
| NDE_F | 0.63 | 0.36 | 0.63 | 1.34 | 0.98 | 0.54 | 0.36 | 0.45 | 0.71 | 0.63 | 0.18 | 0.89 | 0.45 | 1.43 | |
| S_F | 0.54 | 1.96 | 1.43 | 2.32 | 0.27 | 1.43 | 1.70 | 0.27 | 1.25 | 1.43 | 0.36 | 1.16 | 1.25 | 0.27 | |
| Dominance [Y] | STP_F | 0.02 | 0.01 | 0.00 | 0.01 | 0.00 | 0.02 | 0.06 | 0.05 | 0.00 | 0.00 | 0.00 | 0.02 | 0.07 | 0.02 |
| RGQ_F | 0.25 | 0.33 | 0.15 | 0.36 | 0.21 | 0.45 | 0.31 | 0.27 | 0.28 | 0.22 | 0.36 | 0.07 | 0.35 | 0.37 | |
| NDE_F | 0.00 | 0.00 | 0.00 | 0.02 | 0.01 | 0.00 | 0.00 | 0.00 | 0.01 | 0.00 | 0.00 | 0.01 | 0.00 | 0.02 | |
| S_F | 0.00 | 0.04 | 0.02 | 0.05 | 0.00 | 0.02 | 0.03 | 0.00 | 0.02 | 0.02 | 0.00 | 0.01 | 0.02 | 0.00 | |
| Species richness [S] | STP_F | 7 | 3 | 6 | 6 | 4 | 6 | 8 | 8 | 3 | 5 | 4 | 5 | 6 | 6 |
| RGQ_F | 8 | 6 | 7 | 8 | 9 | 10 | 11 | 10 | 8 | 9 | 9 | 7 | 10 | 9 | |
| NDE_F | 3 | 2 | 2 | 4 | 4 | 2 | 2 | 2 | 3 | 4 | 1 | 3 | 2 | 4 | |
| S_F | 1 | 3 | 3 | 4 | 2 | 2 | 4 | 1 | 2 | 4 | 2 | 3 | 5 | 1 | |
| Margalef index [D’] | STP_F | 2.12 | 0.78 | 2.57 | 2.09 | 1.86 | 1.85 | 2.10 | 2.15 | 1.44 | 2.23 | 1.54 | 1.52 | 1.47 | 1.89 |
| RGQ_F | 1.49 | 0.96 | 1.33 | 1.43 | 1.78 | 1.85 | 2.18 | 1.97 | 1.47 | 1.76 | 1.66 | 1.47 | 1.91 | 1.66 | |
| NDE_F | 1.03 | 0.72 | 0.51 | 1.11 | 1.25 | 0.56 | 0.72 | 0.62 | 0.96 | 1.54 | 1.44 | 0.87 | 0.62 | 1.08 | |
| S_F | 0.56 | 0.65 | 0.72 | 0.92 | 0.91 | 0.36 | 1.02 | 0.91 | 0.38 | 1.08 | 0.72 | 0.78 | 1.52 | 0.91 | |
| Shannon–Wiener index [H’] | STP_F | 0.30 | 0.14 | 0.17 | 0.15 | 0.11 | 0.20 | 0.34 | 0.44 | 0.08 | 0.13 | 0.03 | 0.24 | 0.30 | 0.24 |
| RGQ_F | 0.42 | 0.33 | 0.45 | 0.43 | 0.43 | 0.44 | 0.61 | 0.58 | 0.34 | 0.38 | 0.18 | 0.50 | 0.61 | 0.47 | |
| NDE_F | 0.13 | 0.08 | 0.13 | 0.18 | 0.21 | 0.09 | 0.07 | 0.11 | 0.16 | 0.15 | 0.01 | 0.18 | 0.08 | 0.26 | |
| S_F | 0.11 | 0.05 | 0.06 | 0.12 | 0.12 | 0.07 | 0.03 | 0.11 | 0.10 | 0.09 | 0.01 | 0.18 | 0.08 | 0.22 | |
| Dominance index [λ] | STP_F | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.03 | 0.00 | 0.00 | 0.01 | 0.01 | 0.02 | 0.01 |
| RGQ_F | 0.34 | 0.30 | 0.16 | 0.18 | 0.34 | 0.28 | 0.12 | 0.22 | 0.32 | 0.27 | 0.01 | 0.08 | 0.17 | 0.23 | |
| NDE_F | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.00 | 0.01 | |
| S_F | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.00 | 0.01 | |
| Parameter | Relative Frequency [Rf] | Dominance [Y] | Species Richness [S] | Margalef Index [D’] | Shannon–Wiener Index [H’] | Dominance Index [λ] | ||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| STP_F | RGQ_F | NDE_F | S_F | STP_F | RGQ_F | NDE_F | S_F | STP_F | RGQ_F | NDE_F | S_F | STP_F | RGQ_F | NDE_F | S_F | STP_F | RGQ_F | NDE_F | S_F | STP_F | RGQ_F | NDE_F | S_F | |
| Yield | 0.05 | −0.12 | −0.10 | −0.28 * | 0.08 | −0.21 * | −0.10 | −0.29 * | −0.20 * | −0.08 | −0.05 | −0.13 | −0.07 | −0.26 * | −0.07 | −0.02 | −0.06 | −0.32 * | −0.05 | 0.00 | 0.03 | 0.11 | 0.02 | −0.02 |
| Protein content | 0.14 | −0.09 | −0.13 | 0.03 | 0.14 | −0.09 | −0.16 | 0.20 | 0.19 | −0.18 | −0.20 * | 0.18 | 0.10 | −0.15 | 0.15 | 0.16 | −0.19 | 0.05 | 0.18 | 0.17 | 0.05 | −0.40 ** | 0.07 | 0.08 |
| Vegetable fibre content | -0.57 ** | −0.15 | 0.11 | 0.16 | −0.57 ** | −0.15 | 0.30 * | 0.16 | −0.48 ** | 0.17 | 0.26 * | 0.12 | −0.42 ** | −0.26 * | 0.12 | −0.08 | −0.61 ** | −0.60 ** | 0.31 * | 0.11 | −0.63 ** | −0.11 | 0.70 ** | 0.07 |
| Weight of 1000 grains | −0.38 * | −0.09 | 0.08 | 0.39 * | −0.38 * | −0.09 | 0.08 | 0.39 * | −0.28 * | 0.05 | 0.04 | 0.26 * | −0.16 | −0.22 * | 0.05 | 0.12 | −0.41 ** | −0.40 ** | 0.11 | 0.32 * | −0.48 ** | −0.19 | 0.33 * | 0.05 |
| Index | Formula |
|---|---|
| Relative frequency | RF [%] = (ni/Ni) × 100% |
| Dominance | Y = (ni/Ni)fi |
| Species richness | S = no. of species in each variant |
| Margalef index | D′ = (S − 1)/lnNt |
| Shannon–Wiener index | |
| Dominance index |
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Okorska, S.B.; Serafin-Andrzejewska, M.; Pszczółkowska, A.; Falkiewicz, A.; Włodarczyk, M.; Wang, M.; Okorski, A.; Kozak, M. Pre-Harvest Agronomic Reduction in Fusarium Mycotoxins in Winter Barley: Effects of Agrotechnical Intensity on Grain Mycobiome, DON/ZEN and Feed-Quality Traits. Toxins 2026, 18, 171. https://doi.org/10.3390/toxins18040171
Okorska SB, Serafin-Andrzejewska M, Pszczółkowska A, Falkiewicz A, Włodarczyk M, Wang M, Okorski A, Kozak M. Pre-Harvest Agronomic Reduction in Fusarium Mycotoxins in Winter Barley: Effects of Agrotechnical Intensity on Grain Mycobiome, DON/ZEN and Feed-Quality Traits. Toxins. 2026; 18(4):171. https://doi.org/10.3390/toxins18040171
Chicago/Turabian StyleOkorska, Sylwia Barbara, Magdalena Serafin-Andrzejewska, Agnieszka Pszczółkowska, Agnieszka Falkiewicz, Marcin Włodarczyk, Mengcen Wang, Adam Okorski, and Marcin Kozak. 2026. "Pre-Harvest Agronomic Reduction in Fusarium Mycotoxins in Winter Barley: Effects of Agrotechnical Intensity on Grain Mycobiome, DON/ZEN and Feed-Quality Traits" Toxins 18, no. 4: 171. https://doi.org/10.3390/toxins18040171
APA StyleOkorska, S. B., Serafin-Andrzejewska, M., Pszczółkowska, A., Falkiewicz, A., Włodarczyk, M., Wang, M., Okorski, A., & Kozak, M. (2026). Pre-Harvest Agronomic Reduction in Fusarium Mycotoxins in Winter Barley: Effects of Agrotechnical Intensity on Grain Mycobiome, DON/ZEN and Feed-Quality Traits. Toxins, 18(4), 171. https://doi.org/10.3390/toxins18040171

