Effect of Bio-Herbicide Application on Durum Wheat Quality: From Grain to Bread Passing through Wholemeal Flour
Abstract
:1. Introduction
2. Results and Discussion
Principal Component Analysis
3. Materials and Methods
3.1. Preparation and Use of Plant Water Extracts
3.2. Field Management
3.3. Determination of Grain Characteristics and Defects
3.4. Grain Milling
3.5. Physico-Chemical Analyses of Wholemeal Flour
3.6. Technological Tests on Wholemeal Flour Dough
3.7. Baking Test
3.8. Statistical Analysis
4. Conclusions
Supplementary Materials
Author Contributions
Funding
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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Factors of Variability | Test Weight (kg/hL) | Thousand Kernel Weight (g) | Starchy Kernels (%) | Black Pointed Kernels (%) | Shrunken Kernels (%) | |
---|---|---|---|---|---|---|
Year (A) | 2014 | 82.66 ± 2.50 a | 30.08 ± 5.40 | 17.40 ± 9.13 a | 7.80 ± 3.90 a | 5.20 ± 4.21 b |
2016 | 77.20 ± 2.99 b | 33.45 ± 1.48 | 0.30 ± 0.67 b | 0.20 ± 0.26 b | 34.75 ± 4.24 a | |
Treatment type (B) | Water | 81.34 ± 3.33 | 30.38 ± 5.80 | 13.75 ± 15.90 a | 6.63 ± 7.54 a | 16.25 ± 16.52 b |
Untreated (C−) | 80.18 ± 5.68 | 32.71 ± 0.48 | 7.50 ± 8.81 ab | 5.00 ± 5.83 ab | 19.00 ± 19.33 ab | |
Chemical (C+) | 79.86 ± 5.24 | 31.28 ± 5.06 | 13.00 ± 15.21 a | 2.25 ± 2.60 b | 17.13 ± 16.95 b | |
A. arborescens | 77.44 ± 3.07 | 29.28 ± 4.90 | 7.00 ± 8.12 ab | 3.88 ± 4.66 ab | 25.88 ± 16.14 a | |
R. coriaria | 80.84 ± 1.70 | 35.18 ± 1.35 | 3.00 ± 1.79 b | 2.25 ± 2.02 b | 21.63 ± 16.95 ab | |
A × B | Water-14 | 84.20 ± 0.57 a | 27.15 ± 7.52 | 27.50 ± 1.41 a | 13.00 ± 2.83 a | 2.00 ± 1.41 b |
Untreated-14 | 84.33 ± 0.53 a | 32.71 ± 0.59 | 15.00 ± 2.83 bc | 10.00 ± 1.41 ab | 2.50 ± 0.71 b | |
Chemical-14 | 84.25 ± 1.77 a | 28.96 ± 7.39 | 26.00 ± 4.24 ab | 4.50 ± 0.28 ab | 2.50 ± 0.71 b | |
A. arborescens-14 | 78.40 ± 0.57 a | 26.58 ± 6.43 | 14.00 ± 1.41 bc | 7.50 ± 3.54 ab | 12.00 ± 2.83 b | |
R. coriaria-14 | 82.13 ± 0.04 a | 35.00 ± 1.87 | 4.50 ± 0.28 cd | 4.00 ± 0.00 ab | 7.00 ± 0.00 b | |
Water-16 | 78.48 ± 0.46 a | 33.62 ± 1.62 | 0.00 ± 0.00 d | 0.25 ± 0.35 b | 30.50 ± 2.12 a | |
Untreated-16 | 76.03 ± 5.27 a | 32.71 ± 0.59 | 0.00 ± 0.00 d | 0.00 ± 0.00 b | 35.50 ± 5.66 a | |
Chemical-16 | 75.47 ± 1.44 a | 33.61 ± 0.81 | 0.00 ± 0.00 d | 0.00 ± 0.00 b | 31.75 ± 2.47 a | |
A. arborescens-16 | 76.49 ± 4.93 a | 31.98 ± 1.20 | 0.00 ± 0.00 d | 0.25 ± 0.35 b | 39.75 ± 1.77 a | |
R. coriaria-16 | 79.55 ± 1.41 a | 35.36 ± 1.35 | 1.50 ± 0.71 d | 0.50 ± 0.00 b | 36.25 ± 2.47 a |
Factors of Variability | Protein Content (% d.m.) | Dry Matter (g/100 g) | Dry Gluten (% d.m.) | Gluten Index | |
---|---|---|---|---|---|
Year (A) | 2014 | 13.32 ± 1.62 b | 88.02 ± 0.29 b | 8.75 ± 1.15 b | 8.99 ± 2.12 b |
2016 | 17.01 ± 0.93 a | 90.69 ± 0.11 a | 14.52 ± 1.42 a | 40.29 ± 5.33 a | |
Treatment type (B) | Water | 14.05 ± 1.90 b | 89.27 ± 1.52 | 10.39 ± 2.98 | 20.28 ± 14.60 b |
Untreated (C−) | 14.54 ± 2.64 b | 89.14 ± 1.72 | 11.18 ± 4.00 | 24.01 ± 20.48 ab | |
Chemical (C+) | 14.54 ± 3.42 b | 89.49 ± 1.49 | 11.13 ± 5.34 | 24.33 ± 18.08 ab | |
A. arborescens | 16.74 ± 1.75 a | 89.51 ± 1.53 | 12.93 ± 4.91 | 28.37 ± 20.19 a | |
R. coriaria | 15.96 ± 1.01 a | 89.37 ± 1.49 | 12.57 ± 3.16 | 26.24 ± 17.79 ab | |
A × B | Water-14 | 12.40 ± 0.00 d | 87.95 ± 0.07 b | 8.28 ± 0.50 b | 7.68 ± 1.07 b |
Untreated-14 | 12.25 ± 0.07 d | 87.65 ± 0.21 b | 8.35 ± 0.17 b | 6.44 ± 1.00 b | |
Chemical-14 | 11.60 ± 0.14 d | 88.20 ± 0.14 b | 7.35 ± 0.42 b | 8.75 ± 0.50 b | |
A. arborescens-14 | 15.25 ± 0.07 c | 88.20 ± 0.28 b | 9.45 ± 1.85 b | 10.93 ± 0.80 b | |
R. coriaria-14 | 15.10 ± 0.00 c | 88.10 ± 0.42 b | 10.33 ± 0.64 b | 11.18 ± 1.94 b | |
Water-16 | 15.69 ± 0.20 bc | 90.58 ± 0.05 a | 12.50 ± 0.04 a | 32.87 ± 2.04 a | |
Untreated-16 | 16.83 ± 0.11 abc | 90.62 ± 0.04 a | 14.00 ± 0.06 a | 41.58 ± 4.65 a | |
Chemical-16 | 17.48 ± 0.67 ab | 90.78 ± 0.02 a | 14.90 ± 0.17 a | 39.91 ± 3.16 a | |
A. arborescens-16 | 18.23 ± 0.53 a | 90.82 ± 0.11 a | 16.40 ± 0.04 a | 45.81 ± 2.47 a | |
R. coriaria-16 | 16.83 ± 0.25 abc | 90.65 ± 0.07 a | 14.80 ± 0.06 a | 41.31 ± 6.10 a |
Factors of Variability | Brown Index (100-L*) | Red Index (a*) | Yellow Index (b*) | |
---|---|---|---|---|
Year (A) | 2014 | 16.24 ± 5.25 | 0.72 ± 0.42 b | 15.64 ± 0.49 b |
2016 | 18.54 ± 1.16 | 1.82 ± 0.27 a | 17.18 ± 0.96 a | |
Treatment type (B) | Water | 19.63 ± 1.18 | 1.35 ± 0.85 | 16.68 ± 2.17 |
Untreated (C−) | 16.35 ± 2.86 | 1.32 ± 0.74 | 16.34 ± 1.10 | |
Chemical (C+) | 18.31 ± 1.63 | 1.06 ± 0.76 | 16.30 ± 0.71 | |
A. arborescens | 18.65 ± 0.90 | 1.54 ± 0.51 | 16.62 ± 0.78 | |
R. coriaria | 14.01 ± 7.49 | 1.10 ± 0.66 | 16.12 ± 0.37 | |
A × B | Water-14 | 19.35 ± 0.38 | 0.65 ± 0.39 ab | 15.07 ± 0.21 b |
Untreated-14 | 13.90 ± 0.59 | 0.67 ± 0.05 ab | 15.48 ± 0.21 ab | |
Chemical-14 | 18.20 ± 2.19 | 0.41 ± 0.16 b | 15.71 ± 0.14 ab | |
A. arborescens-14 | 19.12 ± 0.81 | 1.13 ± 0.13 ab | 16.16 ± 0.52 ab | |
R. coriaria-14 | 10.66 ± 9.05 | 0.76 ± 0.72 ab | 15.80 ± 0.07 ab | |
Water-16 | 19.92 ± 1.90 | 2.05 ± 0.08 a | 18.30 ± 1.92 a | |
Untreated-16 | 18.80 ± 0.01 | 1.96 ± 0.03 a | 17.20 ± 0.49 ab | |
Chemical-16 | 18.43 ± 0.87 | 1.71 ± 0.13 ab | 16.89 ± 0.27 ab | |
A. arborescens-16 | 18.19 ± 0.78 | 1.95 ± 0.28 a | 17.09 ± 0.74 ab | |
R. coriaria-16 | 17.37 ± 0.53 | 1.44 ± 0.27 ab | 16.44 ± 0.04 ab |
Factors of Variability | Mixing Time (min) | Peak Dough (mm) | Falling Number (s) | Sedimentation Height in SDS (mm) | |
---|---|---|---|---|---|
Year (A) | 2014 | 2.29 ± 0.46 b | 8.87 ± 1.20 a | 305.40 ± 127.76 b | 31.85 ± 3.00 |
2016 | 2.94 ± 0.20 a | 7.12 ± 0.36 b | 406.95 ± 30.39 a | 30.85 ± 1.40 | |
Treatment type (B) | Water | 2.52 ± 0.27 | 7.21 ± 0.28 | 363.13 ± 8.11 b | 31.50 ± 1.68 |
Untreated (C−) | 2.50 ± 0.77 | 7.61 ± 0.63 | 412.50 ± 28.95 a | 32.63 ± 0.25 | |
Chemical (C+) | 2.88 ± 0.24 | 8.19 ± 1.59 | 374.00 ± 32.76 ab | 32.25 ± 2.10 | |
A. arborescens | 2.43 ± 0.57 | 8.53 ± 1.23 | 379.50 ± 26.56 ab | 28.75 ± 2.53 | |
R. coriaria | 2.75 ± 0.48 | 8.44 ± 1.90 | 251.75 ± 215.09 c | 31.63 ± 2.90 | |
A × B | Water-14 | 2.30 ± 0.14 abc | 7.45 ± 0.07 abc | 361.25 ± 5.40 bc | 31.50 ± 2.40 |
Untreated-14 | 1.90 ± 0.57 c | 8.05 ± 0.64 abc | 388.00 ± 7.00 abc | 32.50 ± 0.60 | |
Chemical-14 | 2.95 ± 0.35 a | 9.55 ± 0.35 ab | 355.50 ± 32.40 c | 34.00 ± 0.80 | |
A. arborescens-14 | 1.95 ± 0.07 bc | 9.45 ± 0.92 abc | 356.75 ± 7.80 c | 27.75 ± 3.20 | |
R. coriaria-14 | 2.35 ± 0.21 abc | 9.85 ± 1.63 a | 65.50 ± 3.00 d | 33.50 ± 2.40 | |
Water-16 | 2.75 ± 0.02 abc | 6.98 ± 0.04 bc | 365.00 ± 12.73 abc | 31.50 ± 0.71 | |
Untreated-16 | 3.10 ± 0.03 a | 7.18 ± 0.18 bc | 437.00 ± 8.49 ab | 32.75 ± 0.35 | |
Chemical-16 | 2.81 ± 0.18 abc | 6.83 ± 0.18 c | 392.50 ± 18.38 abc | 30.50 ± 0.71 | |
A. arborescens-16 | 2.91 ± 0.25 ab | 7.60 ± 0.49 abc | 402.25 ± 1.06 abc | 29.75 ± 0.35 | |
R. coriaria-16 | 3.15 ± 0.01 a | 7.03 ± 0.39 bc | 438.00 ± 4.95 a | 29.75 ± 1.77 |
Factors of Variability | Volume (cm3) | Weight (g) | Moisture (g/100 g) | Hardness (N) | Crumb Porosity * | |
---|---|---|---|---|---|---|
Year (A) | 2014 | 298.75 ± 22.71 b | 143.55 ± 1.46 a | 33.46 ± 0.67 b | 10.51 ± 1.40 | 6.80 ± 1.23 a |
2016 | 417.33 ± 8.96 a | 138.73 ± 1.93 b | 38.82 ± 0.56 a | 10.24 ± 1.72 | 6.38 ± 0.57 b | |
Treatment type (B) | Water | 346.56 ± 71.56 ab | 140.73 ± 26.96 | 36.40 ± 3.11 a | 10.25 ± 0.89 | 6.56 ± 0.52 b |
Untreated (C−) | 376.31 ± 62.17 a | 140.79 ± 27.78 | 36.43 ± 4.00 a | 11.07 ± 1.50 | 6.38 ± 0.48 b | |
Chemical (C+) | 368.91 ± 53.66 ab | 141.64 ± 25.97 | 36.01 ± 4.96 ab | 8.89 ± 0.33 | 5.75 ± 0.87 c | |
A. arborescens | 354.66 ± 70.40 ab | 141.98 ± 25.18 | 35.85 ± 3.89 b | 10.90 ± 1.60 | 7.50 ± 0.58 a | |
R. coriaria | 343.75 ± 85.65 b | 140.58 ± 24.70 | 36.01 ± 2.98 ab | 10.77 ± 2.80 | 6.75 ± 1.44 b | |
A × B | Water-14 | 285.00 ± 14.14 bc | 142.39 ± 0.34 ab | 34.20 ± 1.20 d | 10.88 ± 1.04 | 7.00 ± 0.00 b |
Untreated-14 | 322.50 ± 3.54 b | 141.74 ± 1.48 ab | 33.60 ± 0.50 de | 10.01 ± 0.60 | 6.00 ± 0.00 cd | |
Chemical-14 | 322.50 ± 3.54 b | 144.15 ± 0.52 a | 32.50 ± 0.20 f | 9.12 ± 0.30 | 5.00 ± 0.00 e | |
A. arborescens-14 | 293.75 ± 5.30 bc | 145.18 ± 0.06 a | 33.10 ± 0.20 ef | 9.77 ± 0.75 | 8.00 ± 0.00 a | |
R. coriaria-14 | 270.00 ± 7.07 c | 144.32 ± 0.39 a | 33.90 ± 1.10 de | 12.75 ± 1.86 | 8.00 ± 0.00 a | |
Water-16 | 408.13 ± 0.88 a | 139.07 ± 1.41 ab | 38.60 ± 0.73 bc | 9.62 ± 0.34 | 6.13 ± 0.18 bcd | |
Untreated-16 | 430.13 ± 0.53 a | 139.84 ± 0.00 ab | 39.26 ± 0.45 ab | 12.13 ± 3.95 | 6.75 ± 0.35 bc | |
Chemical-16 | 415.33 ± 3.08 a | 139.13 ± 0.41 ab | 39.51 ± 1.18 a | 8.65 ± 0.71 | 6.50 ± 0.00 bc | |
A. arborescens-16 | 415.58 ± 0.81 a | 138.79 ± 0.80 ab | 38.60 ± 0.23 bc | 12.03 ± 0.48 | 7.00 ± 0.00 b | |
R. coriaria-16 | 417.50 ± 14.14 a | 136.85 ± 4.54 b | 38.11 ± 0.34 c | 8.79 ± 0.65 | 5.50 ± 0.00 de |
Factors of Variability | Crumb | Crust | |||||
---|---|---|---|---|---|---|---|
Brown Index (100-L*) | a* | b* | Brown index (100-L*) | a* | b* | ||
Year (A) | 2014 | 41.37 ± 2.55 a | 3.92 ± 0.52 a | 24.35 ± 0.54 b | 63.26 ± 1.23 | 10.69 ± 1.22 | 16.08 ± 1.78 |
2016 | 32.86 ± 0.64 b | 2.35 ± 0.12 b | 26.61 ± 0.45 a | 63.02 ± 2.76 | 10.44 ± 2.24 | 15.27 ± 2.77 | |
Treatment type (B) | Water | 38.99 ± 7.33 a | 3.25 ± 1.08 ab | 25.35 ± 1.88 | 64.29 ± 1.90 | 8.68 ± 1.22 | 13.91 ± 2.15 |
Untreated (C−) | 36.19 ± 3.11 b | 2.99 ± 0.65 ab | 25.43 ± 1.31 | 63.00 ± 1.07 | 11.46 ± 1.13 | 16.21 ± 1.51 | |
Chemical (C+) | 35.84 ± 4.03 b | 2.75 ± 0.54 b | 25.36 ± 1.08 | 61.42 ± 2.44 | 11.94 ± 1.84 | 18.14 ± 2.02 | |
A. arborescens | 37.21 ± 5.28 ab | 3.24 ± 1.02 ab | 25.57 ± 0.89 | 62.94 ± 3.02 | 10.21 ± 2.18 | 15.11 ± 2.90 | |
R. coriaria | 37.35 ± 5.06 ab | 3.44 ± 1.28 a | 25.70 ± 1.64 | 64.05 ± 0.87 | 10.53 ± 0.48 | 15.01 ± 0.73 | |
A × B | Water-14 | 45.33 ± 0.73 a | 4.18 ± 0.04 ab | 23.73 ± 0.17 b | 63.06 ± 0.89 | 9.46 ± 0.66 | 15.37 ± 0.33 |
Untreated-14 | 38.80 ± 1.19 bc | 3.55 ± 0.13 ab | 24.31 ± 0.01 ab | 62.78 ± 1.39 | 12.39 ± 0.30 | 17.36 ± 0.38 | |
Chemical-14 | 39.27 ± 1.09 bc | 3.21 ± 0.21 bc | 24.62 ± 1.06 ab | 62.59 ± 0.02 | 11.51 ± 0.67 | 18.25 ± 0.40 | |
A. arborescens-14 | 41.78 ± 0.50 ab | 4.11 ± 0.21 ab | 24.81 ± 0.16 ab | 63.82 ± 2.33 | 9.89 ± 0.70 | 14.92 ± 2.54 | |
R. coriaria-14 | 41.67 ± 1.10 ab | 4.54 ± 0.18 a | 24.29 ± 0.26 ab | 64.05 ± 1.49 | 10.21 ± 0.09 | 14.50 ± 0.34 | |
Water-16 | 32.66 ± 0.52 d | 2.32 ± 0.17 c | 26.98 ± 0.23 a | 65.51 ± 2.02 | 7.91 ± 1.27 | 12.45 ± 2.30 | |
Untreated-16 | 33.58 ± 0.57 cd | 2.44 ± 0.17 c | 26.55 ± 0.32 ab | 63.23 ± 1.15 | 10.53 ± 0.50 | 15.06 ± 1.18 | |
Chemical-16 | 32.41 ± 0.70 d | 2.29 ± 0.08 c | 26.11 ± 0.45 ab | 60.26 ± 3.54 | 12.37 ± 2.99 | 18.03 ± 3.47 | |
A. arborescens-16 | 32.65 ± 0.02 d | 2.37 ± 0.12 c | 26.33 ± 0.17 ab | 62.06 ± 4.33 | 10.54 ± 3.65 | 15.31 ± 4.32 | |
R. coriaria-16 | 33.02 ± 0.95 d | 2.34 ± 0.12 c | 27.11 ± 0.02 a | 64.05 ± 0.25 | 10.86 ± 0.50 | 15.53 ± 0.64 |
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Anastasi, U.; Spina, A.; Guarnaccia, P.; Canale, M.; Sanfilippo, R.; Zingale, S.; Spina, G.; Comparato, A.; Carrubba, A. Effect of Bio-Herbicide Application on Durum Wheat Quality: From Grain to Bread Passing through Wholemeal Flour. Plants 2024, 13, 2859. https://doi.org/10.3390/plants13202859
Anastasi U, Spina A, Guarnaccia P, Canale M, Sanfilippo R, Zingale S, Spina G, Comparato A, Carrubba A. Effect of Bio-Herbicide Application on Durum Wheat Quality: From Grain to Bread Passing through Wholemeal Flour. Plants. 2024; 13(20):2859. https://doi.org/10.3390/plants13202859
Chicago/Turabian StyleAnastasi, Umberto, Alfio Spina, Paolo Guarnaccia, Michele Canale, Rosalia Sanfilippo, Silvia Zingale, Giorgio Spina, Andrea Comparato, and Alessandra Carrubba. 2024. "Effect of Bio-Herbicide Application on Durum Wheat Quality: From Grain to Bread Passing through Wholemeal Flour" Plants 13, no. 20: 2859. https://doi.org/10.3390/plants13202859
APA StyleAnastasi, U., Spina, A., Guarnaccia, P., Canale, M., Sanfilippo, R., Zingale, S., Spina, G., Comparato, A., & Carrubba, A. (2024). Effect of Bio-Herbicide Application on Durum Wheat Quality: From Grain to Bread Passing through Wholemeal Flour. Plants, 13(20), 2859. https://doi.org/10.3390/plants13202859