Effect of Farming System on Grain Composition and Immunogenic Potential of Ancient and Modern Durum Wheat Varieties
Abstract
1. Introduction
2. Materials and Methods
2.1. Plant Material
2.2. Experimental Site
2.3. Analysis of Total Protein Content and Protein Fractions
2.4. Determination of Total Amino Acid (AA) Composition
2.5. Determination of Gluten Content
2.6. Determination of Starch Content
2.7. Immunochemical Reactivity Against Anti-Gliadin Antibodies
2.7.1. Production of Gluten Extracts
2.7.2. Sodium Dodecyl Sulfate Polyacrylamide Gel Electrophoresis (SDS-PAGE)
2.7.3. Western Blotting
2.8. Peptidomic Analysis
2.9. Mapping of Immunogenic Epitopes Against Identified Peptides
2.10. Statistical Analysis
3. Results and Discussion
3.1. Total Protein Content
3.2. Protein Composition
3.3. Quality Traits Related to Gluten
3.4. Amino Acid Composition
3.5. Starch, Amylose, and Amylopectin Contents
3.6. Protein Profile and Immunoreactivity of Wheat Varieties
3.7. Peptidomic Profile: UHPLC/ESI-MS/MS Analysis
4. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
Abbreviations
| AA | Amino acids |
| HBr | Hydrogen bromide |
| HMW | High molecular weight glutenin |
| LMW | Low molecular weight glutenin |
| PVDF | Polyvinylidene Fluoride |
| PSMs | Peptide-spectrum matches |
Appendix A
| Source of Variation | df | Protein Content | Wet Gluten | Gluten Index | Dry Gluten | Albumin | Globulin | Gliadin | Glutenin | ω | αβ | γ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Corrected Model | 27 | 2.18 | 6.83 | 309.61 | 23.41 | 0.39 | 1.02 | 0.02 | 0.01 | 1.14 | 37.04 | 598.67 |
| Constant | 1 | 14,300.68 | 83,676.91 | 357,808.11 | 16,208.08 | 61,391.91 | 45,938.26 | 15.01 | 11.12 | 570.57 | 7665.78 | 256,613.73 |
| Replication | 2 | 0.00 | 0.16 | 4.08 | 0.16 | 0.56 | 0.12 | 0.00 | 0.00 | 0.06 | 0.32 | 4.52 |
| System | 1 | 1.44 *** | 9.74 *** | 449.76 *** | 0.05 ns | 0.51 ns | 1.58 ns | 0.06 *** | 0.04 *** | 0.71 *** | 13.39 *** | 355.88 *** |
| Variety | 12 | 3.01 *** | 7.40 *** | 488.27 *** | 32.00 *** | 0.38 ns | 1.20 * | 0.05 *** | 0.02 *** | 2.27 *** | 70.91 *** | 498.65 *** |
| System * Variety | 12 | 1.78 *** | 7.13 *** | 170.20 *** | 20.63 *** | 0.35 ns | 0.94 ns | 0.00 *** | 0.00 * | 0.22 *** | 11.25 *** | 817.95 *** |
| Error | 50 | 0.00 | 0.02 | 1.14 | 0.10 | 0.58 | 0.56 | 0.00 | 0.00 | 0.03 | 0.18 | 3.25 |
| Total | 78 | |||||||||||
| Corrected Total | 77 | |||||||||||
| CV | 6.45 | 4.63 | 15.12 | 20.10 | 2.55 | 3.46 | 0.00 | 0.00 | 15.70 | 36.49 | 25.27 | |
| R2 | 1.00 | 1.00 | 0.99 | 0.99 | 0.27 | 0.50 | 0.99 | 0.93 | 0.95 | 0.99 | 0.99 |
| Non-essential amino acid | |||||||||||
| df | Alanine | Glycine | Proline | Aspartic acid | Glutamic acid | Arginine | Tyrosine | Serine | Cysteine | Total | |
| Corrected Model | 27 | 0.01 | 0.01 | 0.11 | 0.02 | 2.07 | 0.02 | 0.01 | 0.02 | 0.01 | 5.07 |
| Constant | 1 | 16.04 | 20.50 | 120.90 | 33.78 | 1915.36 | 28.77 | 8.75 | 35.82 | 4.59 | 7319.83 |
| Replication | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| System | 1 | 0.00 *** | 0.00 *** | 0.00 ns | 0.00 ns | 1.53 *** | 0.00 *** | 0.00 ns | 0.00 * | 0.01 *** | 1.82 *** |
| Variety | 12 | 0.01 *** | 0.01 *** | 0.14 *** | 0.02 *** | 2.46 *** | 0.03 *** | 0.01 *** | 0.02 *** | 0.01 *** | 7.40 *** |
| System * Variety | 12 | 0.01 *** | 0.01 *** | 0.09 *** | 0.02 *** | 1.11 *** | 0.02 *** | 0.01 *** | 0.02 *** | 0.00 *** | 3.86 *** |
| Error | 50 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| Total | 78 | ||||||||||
| Corrected Total | 77 | ||||||||||
| CV | 12.09 | 11.65 | 15.27 | 11.36 | 15.12 | 14.05 | 14.93 | 11.85 | 18.37 | 13.63 | |
| R2 | 0.97 | 0.98 | 1.00 | 0.98 | 1.00 | 0.98 | 0.95 | 0.98 | 0.91 | 1.00 | |
| Essential amino acid | |||||||||||
| df | Valine | Leucine | Isoleucine | Lysine | Histidine | Phenylalanine | Threonine | Methionine | Total | ||
| Corrected Model | 27 | 0.01 | 0.02 | 0.02 | 0.02 | 0.01 | 0.02 | 0.01 | 0.00 | 0.68 | |
| Constant | 1 | 23.73 | 56.36 | 13.53 | 10.09 | 9.51 | 27.29 | 11.13 | 1.88 | 1040.03 | |
| Replication | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.01 | |
| System | 1 | 0.02 *** | 0.00 *** | 0.02 *** | 0.03 *** | 0.02 *** | 0.00 *** | 0.01 *** | 0.01 *** | 0.25 *** | |
| Variety | 12 | 0.02 *** | 0.02 *** | 0.02 *** | 0.02 *** | 0.01 *** | 0.02 *** | 0.01 *** | 0.00 *** | 0.75 *** | |
| System * Variety | 12 | 0.02 *** | 0.02 *** | 0.02 *** | 0.02 *** | 0.01 *** | 0.02 *** | 0.01 *** | 0.00 *** | 0.75 *** | |
| Error | 50 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | |
| Total | 78 | ||||||||||
| Corrected Total | 77 | ||||||||||
| CV | 11.7 | 8.7 | 15.7 | 24.2 | 18.6 | 14.4 | 15.0 | 25.0 | 13.00 | ||
| R2 | 0.97 | 0.98 | 0.98 | 0.99 | 0.97 | 0.98 | 0.96 | 0.92 | 1.00 | ||
| Source of Variation | df | Total Starch | Amylose | Amylopectin |
|---|---|---|---|---|
| Corrected Model | 27 | 428.98 | 137.90 | 141.15 |
| Constant | 1 | 274,792.88 | 59,570.84 | 408,462.07 |
| Replication | 2 | 3.26 | 2.43 | 46.22 |
| System | 1 | 2687.99 *** | 752.31 *** | 752.37 *** |
| Variety | 12 | 573.66 *** | 156.37 *** | 156.34 *** |
| System * Variety | 12 | 167.02 *** | 90.80 *** | 90.85 *** |
| Error | 50 | 4.60 | 1.95 | 8.13 |
| Total | 78 | |||
| Corrected Total | 77 | |||
| CV | 7.75 | 7.06 | 11.23 | |
| R2 | 0.98 | 0.97 | 0.90 |
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| Varieties | Origin | Registration Date | Main Characteristics |
|---|---|---|---|
| Chili | France | 1932 | Medium performance (15–20 q/ha), resistance to septoria and yellow rust |
| Biskri | Algeria | 1909 | Medium performance (15–20 q/ha), drought tolerance and very high semolina quality |
| Mahmoudi | Tunisia | 1893 | Medium performance (15–20 q/ha), drought tolerance and very high semolina quality |
| Jenah Khotifa | Tunisia | 1915 | Medium performance (15–20 q/ha), resistance to septoria and yellow rust |
| Karim | INRAT/CIMMYT | 1980 | Fairly resistant to septoria and brown rust |
| Razzak | INRAT-Tunisia | 1987 | Very productive, resistant to powdery mildew and fairly resistant to septoria and brown rust |
| Khiar | INRAT/CIMMYT | 1992 | Productive and relatively susceptible to brown rust and septoria diseases |
| Maali | INRAT-Tunisia | 2007 | Resistant to powdery mildew and fairly resistant to septoria and brown rust |
| Salim | INRAT-Tunisia | 2009 | High yield, resistance to septoria, yellow rust, and brown rust |
| INRAT100 | CIMMYT/Tunisia | 2017 | Productive, resistance to septoria, yellow and brown rust, and drought tolerance |
| Dhahbi | INRAT-Tunisia | 2018 | Productive, resistance to powdery mildew and yellow rust and very high semolina quality |
| Monastir | SOSEM | 2012 | Productive, resistance to septoria and brown rust, and tolerant to drought |
| Saragolla | Italy | 2004 | High yield, resistance to septoria and rust |
| Wheat Variety | Farming System | |
|---|---|---|
| Conventional | Organic | |
| Karim | 15.50 ± 0.01 b | 13.42 ± 0.02 a |
| Razzak | 15.24 ± 0.04 b | 13.20 ± 0.05 a |
| Khiar | 12.47 ± 0.02 a | 12.22 ± 0.07 a |
| Maali | 12.66 ± 0.05 a | 12.31 ± 0.01 a |
| Salim | 13.31 ± 0.04 b | 12.75 ± 0.07 a |
| INRAT100 | 14.36 ± 0.05 a | 14.38 ± 0.02 a |
| Dhahbi | 14.75 ± 0.06 b | 13.59 ± 0.00 a |
| Monastir | 13.80 ± 0.03 b | 12.82 ± 0.02 a |
| Saragolla | 14.03 ± 0.03 a | 14.02 ± 0.02 a |
| Chili | 12.40 ± 0.00 a | 13.38 ± 0.03 b |
| Biskri | 13.00 ± 0.02 a | 14.09 ± 0.04 b |
| Mahmoudi | 13.24 ± 0.02 a | 14.40 ± 0.04 b |
| Jenah Khotifa | 13.04 ± 0.03 a | 13.68 ± 0.01 a |
| Wheat Variety | Farming System | Albumins | Globulins | Gliadins | Glutenins | |||
|---|---|---|---|---|---|---|---|---|
| ω | αβ | γ | HMW | LMW | ||||
| Karim | Conventional Organic | 28.25 ± 0.26 a 28.28 ± 0.20 a | 23.63 ± 0.86 a 24.36 ± 0.94 a | 2.19 ± 0.04 a 2.25 ± 0.04 a | 13.60 ± 0.15 b 10.23 ± 1.01 a | 68.15 ± 0.21 b 50.50 ± 4.98 a | 34.15 ± 0.20 a 33.94 ± 0.26 a | 63.24 ± 0.26 a 63.75 ± 0.11 a |
| Razzak | Conventional Organic | 28.26 ± 0.64 a 27.64 ± 0.47 a | 24.50 ± 0.77 a 24.50 ± 0.91 a | 1.90 ± 0.04 a 1.90 ± 0.02 a | 8.98 ± 0.04 a 10.99 ± 0.96 b | 84.07 ± 0.11 b 48.79 ± 0.04 a | 32.53 ± 1.28 a 31.91 ± 0.17 a | 38.54 ± 2.48 b 31.16 ± 0.11 a |
| Khiar | Conventional Organic | 28.44 ± 0.66 a 28.02 ± 0.61 a | 24.07 ± 0.70 a 24.52 ± 0.37 a | 3.71 ± 0.06 a 3.72 ± 0.03 a | 6.53 ± 0.08 a 6.54 ± 0.03 a | 35.54 ± 0.06 a 43.48 ± 0.04 a | 31.40 ± 0.15 a 31.16 ± 0.11 a | 53.96 ± 1.48 b 48.51 ± 0.20 a |
| Maali | Conventional Organic | 27.96 ± 0.36 a 27.81 ± 0.77 a | 24.25 ± 0.42 a 23.80 ± 0.42 a | 1.80 ± 0.02 a 1.82 ± 0.03 a | 6.01 ± 0.04 a 6.03 ± 0.02 a | 45.11 ± 0.09 a 80.94 ± 6.84 b | 30.64 ± 0.10 a 30.73 ± 0.16 a | 54.00 ± 0.11 a 54.05 ± 0.08 a |
| Salim | Conventional Organic | 27.32 ± 0.75 a 27.95 ± 0.43 a | 24.26 ± 0.64 a 23.67 ± 0.62 a | 2.38 ± 0.04 a 2.39 ± 0.02 a | 5.71 ± 0.56 b 4.06 ± 0.57 a | 65.03 ± 0.08 b 46.15 ± 0.04 a | 31.82 ± 0.11 a 31.80 ± 0.14 a | 56.32 ± 0.13 a 56.37 ± 0.14 a |
| INRAT 100 | Conventional Organic | 27.77 ± 0.43 a 28.28 ± 0.66 a | 23.61 ± 0.49 a 23.79 ± 0.65 a | 2.80 ± 0.03 a 3.50 ± 0.53 b | 9.17 ± 0.03 a 9.20 ± 0.03 a | 41.48 ± 0.07 a 53.42 ± 1.94 b | 33.24 ± 0.10 a 33.16 ± 0.15 a | 56.59 ± 0.18 a 56.60 ± 0.11 a |
| Dhahbi | Conventional Organic | 27.86 ± 0.97 a 28.25 ± 0.41 a | 24.31 ± 0.13 a 24.28 ± 0.94 a | 2.50 ± 0.03 a 2.49 ± 0.04 a | 7.78 ± 0.03 a 12.12 ± 0.5 b | 78.96 ± 2.28 b 60.31 ± 0.12 a | 35.13 ± 0.98 b 32.14 ± 0.07 a | 51.66 ± 0.14 a 51.66 ± 0.08 a |
| Monastir | Conventional Organic | 27.71 ± 0.50 a 28.33 ± 1.25 a | 23.64 ± 0.48 a 24.12 ± 0.80 a | 2.88 ± 0.03 a 2.91 ± 0.02 a | 12.33 ± 0.60 a 14.99 ± 0.06 b | 45.14 ± 0.13 a 45.11 ± 0.08 a | 34.55 ± 0.22 a 34.57 ± 0.06 a | 51.34 ± 0.16 a 51.39 ± 0.13 a |
| Saragolla | Conventional Organic | 28.74 ± 1.26 a 28.24 ± 0.85 a | 23.84 ± 0.25 a 24.14 ± 1.12 a | 2.22 ± 0.03 a 2.20 ± 0.03 a | 7.63 ± 0.03 a 7.64 ± 0.02 a | 64.53 ± 0.08 a 64.47 ± 0.05 a | 33.84 ± 1.01 a 33.14 ± 0.07 a | 54.57 ± 0.09 a 54.51 ± 0.09 a |
| Chili | Conventional Organic | 27.93 ± 0.32 a 28.68 ± 0.66 a | 24.80 ± 0.71 a 25.86 ± 0.81 a | 2.45 ± 0.67 a 3.70 ± 0.02 b | 17.16 ± 0.07 a 17.20 ± 0.01 a | 57.96 ± 0.19 a 68.13 ± 0.22 b | 33.22 ± 0.08 a 36.60 ± 0.59 b | 50.46 ± 0.14 a 50.50 ± 0.08 a |
| Biskri | Conventional Organic | 28.30 ± 0.81 a 28.30 ± 0.69 a | 23.73 ± 0.90 a 26.04 ± 0.43 b | 2.26 ± 0.02 a 2.68 ± 0.38 b | 13.36 ± 0.04 a 13.36 ± 0.03 a | 46.13 ± 0.03 a 84.36 ± 0.34 b | 32.67 ± 2.14 a 32.35 ± 1.51 a | 52.17 ± 0.08 a 52.14 ± 0.07 a |
| Mahmoudi | Conventional Organic | 27.73 ± 0.72 a 27.81 ± 1.34 a | 24.81 ± 1,08 a 24.15 ± 0.43 a | 3.48 ± 0.03 a 3.47 ± 0.03 a | 6.22 ± 0.02 a 13.60 ± 0.17 b | 43.49 ± 0.07 a 74.06 ± 1.71 b | 33.32 ± 0.44 a 33.05 ± 0.15 a | 47.64 ± 0.66 a 49.23 ± 0.15 b |
| Jenah Khotifa | Conventional Organic | 27.39 ± 0.70 a 28.17 ± 0.36 a | 24.19 ± 0.19 a 24.12 ± 0.43 a | 3.35 ± 0.03 a 3.38 ± 0.02 a | 9.03 ± 0.99 a 8.32 ± 0.65 a | 48.78 ± 0.08 a 53.69 ± 1.37 b | 35.17 ± 1.34 a 34.64 ± 0.06 a | 50.64 ± 0.12 a 50.69 ± 0.09 a |
| Wheat Variety | Farming System | Wet Gluten | Dry Gluten | Gluten Index |
|---|---|---|---|---|
| Karim | Conventional Organic | 34.04 ± 0.03 b 30.86 ± 0.02 a | 14.83 ± 0.10 a 16.23 ± 0.32 b | 86.00 ± 2.79 b 66.00 ± 0.44 a |
| Razzak | Conventional Organic | 33.16 ± 0.25 b 31.95 ± 0.17 a | 12.87 ± 0.06 a 18.50 ± 0.50 b | 84.90 ± 0.36 b 65.03 ± 0.64 a |
| Khiar | Conventional Organic | 32.44 ± 0.23 b 29.30 ± 0.00 a | 10.72 ± 0.10 a 9.17 ± 0.06 a | 51.97 ± 1.85 a 45.03 ± 0.06 a |
| Maali | Conventional Organic | 34.72 ± 0.20 b 33.63 ± 0.00 a | 14.50 ± 0.40 b 11.60 ± 0.13 a | 55.77 ± 0.86 b 50.07 ± 0.31 a |
| Salim | Conventional Organic | 32.41 ± 0.10 b 28.21 ± 0.00 a | 14.27 ± 0.15 b 8.90 ± 0.10 a | 65.30 ± 0.90 b 56.13 ± 1.21 a |
| INRAT 100 | Conventional Organic | 33.82 ± 0.09 b 32.94 ± 0.23 a | 17.67 ± 0.25 b 13.10 ± 0.10 a | 68.63 ± 2.02 a 70.17 ± 1.00 a |
| Dhahbi | Conventional Organic | 34.97 ± 0.17 b 33.44 ± 0.18 a | 18.58 ± 0.20 b 17.10 ± 0.36 a | 83.60 ± 1.31 b 66.83 ± 0.85 a |
| Monastir | Conventional Organic | 33.14 ± 0.24 b 32.04 ± 0.22 a | 12.97 ± 0.12 b 10.83 ± 0.21 a | 68.60 ± 1.39 b 57.47 ± 0.84 a |
| Saragolla | Conventional Organic | 33.46 ± 0.21 b 32.34 ± 0.21 a | 13.93 ± 0.49 b 11.93 ± 0.67 a | 70.80 ± 0.60 a 69.93 ± 1.39 a |
| Chili | Conventional Organic | 32.04 ± 0.00 a 34.02 ± 0.01 b | 13.77 ± 0.25 a 16.03 ± 0.32 b | 72.10 ± 0.79 a 83.50 ± 0.50 b |
| Biskri | Conventional Organic | 32.15 ± 0.04 a 33.86 ± 0.10 b | 13.73 ± 0.31 a 19.13 ± 0.72 b | 69.37 ± 1.15 a 71.50 ± 0.20 a |
| Mahmoudi | Conventional Organic | 32.03 ± 0.12 a 34.77 ± 0.09 b | 16.30 ± 0.26 a 15.87 ± 0.42 a | 68.70 ± 0.72 a 71.53 ± 1.11 b |
| Jenah Khotifa | Conventional Organic | 32.00 ± 0.08 a 33.83 ± 0.03 b | 13.60 ± 0.26 a 18.67 ± 0.15 b | 65.17 ± 0.59 a 76.07 ± 0.87 b |
| Wheat Variety | Farming System | Val | Leu | Ile | Lys | His | Phe | Thr | Met | Total |
|---|---|---|---|---|---|---|---|---|---|---|
| Karim | Conventional | 0.68 ± 0.01 b | 0.95 ± 0.00 b | 0.66 ± 0.02 b | 0.70 ± 0.02 b | 0.48 ± 0.01 b | 0.74 ± 0.02 b | 0.58 ± 0.01 b | 0.26 ± 0.02 b | 5.05 ± 0.04 b |
| Organic | 0.53 ± 0.02 a | 0.85 ± 0.02 a | 0.40 ± 0.01 a | 0.35 ± 0.00 a | 0.36 ± 0.01 a | 0.58 ± 0.01 a | 0.36 ± 0.02 a | 0.14 ± 0.01 a | 3.57 ± 0.04 a | |
| Razzak | Conventional | 0.80 ± 0.02 b | 0.96 ± 0.02 b | 0.57 ± 0.02 a | 0.58 ± 0.00 b | 0.37 ± 0.02 a | 0.68 ± 0.02 b | 0.50 ± 0.01 b | 0.24 ± 0.02 b | 4.70 ± 0.04 b |
| Organic | 0.52 ± 0.01 a | 0.84 ± 0.02 a | 0.39 ± 0.01 b | 0.34 ± 0.00 a | 0.38 ± 0.02 a | 0.57 ± 0.00 a | 0.36 ± 0.01 a | 0.13 ± 0.01 a | 3.53 ± 0.03 a | |
| Khiar | Conventional | 0.52 ± 0.02 b | 0.82 ± 0.01 b | 0.37 ± 0.02 a | 0.32 ± 0.01 a | 0.29 ± 0.00 a | 0.53 ± 0.00 b | 0.34 ± 0.01 a | 0.13 ± 0.01 a | 3.32 ± 0.03 b |
| Organic | 0.47 ± 0.01 a | 0.76 ± 0.01 a | 0.34 ± 0.02 a | 0.30 ± 0.01 a | 0.28 ± 0.00 a | 0.48 ± 0.01 a | 0.32 ± 0.02 a | 0.11 ± 0.01 a | 3.06 ± 0.06 a | |
| Maali | Conventional | 0.48 ± 0.02 a | 0.78 ± 0.01 b | 0.36 ± 0.02 a | 0.31 ± 0.01 a | 0.30 ± 0.02 a | 0.52 ± 0.01 b | 0.38 ± 0.01 b | 0.16 ± 0.00 b | 3.29 ± 0.04 b |
| Organic | 0.47 ± 0.02 a | 0.72 ± 0.01 a | 0.34 ± 0.01 a | 0.30 ± 0.00 a | 0.29 ± 0.01 a | 0.46 ± 0.02 a | 0.31 ± 0.00 a | 0.11 ± 0.00 a | 3.00 ± 0.02 a | |
| Salim | Conventional | 0.54 ± 0.02 a | 0.85 ± 0.00 b | 0.42 ± 0.00 b | 0.34 ± 0.02 a | 0.33 ± 0.00 a | 0.59 ± 0.01 b | 0.37 ± 0.01 b | 0.15 ± 0.02 a | 3.59 ± 0.04 b |
| Organic | 0.49 ± 0.01 b | 0.77 ± 0.02 a | 0.34 ± 0.01 a | 0.32 ± 0.01 a | 0.35 ± 0.02 b | 0.51 ± 0.02 a | 0.33 ± 0.02 a | 0.11 ± 0.02 a | 3.22 ± 0.02 a | |
| INRAT 100 | Conventional | 0.58 ± 0.02 a | 0.92 ± 0.02 a | 0.45 ± 0.02 a | 0.36 ± 0.01 a | 0.35 ± 0.02 a | 0.61 ± 0.01 a | 0.40 ± 0.01 a | 0.16 ± 0.01 a | 3.83 ± 0.05 a |
| Organic | 0.61 ± 0.00 b | 0.93 ± 0.00 a | 0.46 ± 0.01 a | 0.38 ± 0.02 a | 0.46 ± 0.00 b | 0.67 ± 0.01 b | 0.41 ± 0.02 a | 0.17 ± 0.01 a | 4.09 ± 0.01 b | |
| Dhahbi | Conventional | 0.59 ± 0.02 b | 0.98 ± 0.01 a | 0.50 ± 0.01 b | 0.37 ± 0.01 b | 0.36 ± 0.01 b | 0.66 ± 0.00 a | 0.41 ± 0.01 b | 0.17 ± 0.02 a | 4.04 ± 0.05 b |
| Organic | 0.55 ± 0.00 a | 0.87 ± 0.02 a | 0.42 ± 0.02 a | 0.34 ± 0.01 a | 0.31 ± 0.00 a | 0.65 ± 0.01 a | 0.39 ± 0.00 a | 0.19 ± 0.01 a | 3.72 ± 0.01 a | |
| Monastir | Conventional | 0.57 ± 0.01 b | 0.91 ± 0.01 b | 0.44 ± 0.02 b | 0.35 ± 0.00 b | 0.33 ± 0.02 a | 0.60 ± 0.02 b | 0.38 ± 0.01 a | 0.16 ± 0.01 b | 3.74 ± 0.04 b |
| Organic | 0.51 ± 0.00 a | 0.79 ± 0.01 a | 0.36 ± 0.01 a | 0.33 ± 0.00 a | 0.30 ± 0.02 a | 0.52 ± 0.00 a | 0.34 ± 0.01 b | 0.12 ± 0.01 a | 3.27 ± 0.01 a | |
| Saragolla | Conventional | 0.60 ± 0.01 b | 0.90 ± 0.01 a | 0.42 ± 0.00 a | 0.36 ± 0.00 a | 0.35 ± 0.02 a | 0.62 ± 0.02 a | 0.40 ± 0.02 a | 0.19 ± 0.02 a | 3.84 ± 0.01 a |
| Organic | 0.57 ± 0.01 a | 0.89 ± 0.00 a | 0.44 ± 0.02 b | 0.36 ± 0.00 a | 0.34 ± 0.01 a | 0.62 ± 0.00 a | 0.40 ± 0.02 a | 0.17 ± 0.00 a | 3.79 ± 0.06 a | |
| Chili | Conventional | 0.49 ± 0.02 a | 0.75 ± 0.01 a | 0.33 ± 0.02 a | 0.29 ± 0.00 a | 0.30 ± 0.01 a | 0.46 ± 0.00 a | 0.30 ± 0.02 a | 0.11 ± 0.02 a | 3.03 ± 0.01 a |
| Organic | 0.56 ± 0.02 b | 0.87 ± 0.00 b | 0.43 ± 0.01 b | 0.35 ± 0.02 b | 0.33 ± 0.01 b | 0.70 ± 0.01 b | 0.38 ± 0.02 b | 0.15 ± 0.01 b | 3.77 ± 0.07 b | |
| Biskri | Conventional | 0.55 ± 0.02 a | 0.78 ± 0.02 a | 0.41 ± 0.01 a | 0.33 ± 0.01 a | 0.30 ± 0.01 a | 0.55 ± 0.01 a | 0.34 ± 0.01 a | 0.18 ± 0.02 b | 3.44 ± 0.00 a |
| Organic | 0.56 ± 0.01 a | 0.89 ± 0.01 b | 0.43 ± 0.01 a | 0.35 ± 0.00 b | 0.54 ± 0.00 b | 0.76 ± 0.02 b | 0.38 ± 0.01 b | 0.15 ± 0.00 a | 4.06 ± 0.05 b | |
| Mahmoudi | Conventional | 0.48 ± 0.01 a | 0.77 ± 0.02 a | 0.35 ± 0.00 a | 0.30 ± 0.01 a | 0.28 ± 0.02 a | 0.49 ± 0.01 a | 0.32 ± 0.01 a | 0.12 ± 0.01 a | 3.11 ± 0.01 a |
| Organic | 0.60 ± 0.01 b | 0.94 ± 0.00 b | 0.46 ± 0.00 b | 0.37 ± 0.02 b | 0.47 ± 0.01 b | 0.62 ± 0.02 b | 0.41 ± 0.02 b | 0.16 ± 0.02 b | 4.03 ± 0.23 b | |
| Jenah | Conventional | 0.49 ± 0.02 a | 0.76 ± 0.01 a | 0.34 ± 0.02 a | 0.32 ± 0.02 a | 0.31 ± 0.01 a | 0.55 ± 0.02 a | 0.33 ± 0.01 a | 0.12 ±0.01 a | 3.22 ± 0.05 a |
| Khotifa | Organic | 0.53 ± 0.02 b | 0.85 ± 0.02 b | 0.40 ± 0.00 b | 0.33 ± 0.02 a | 0.32 ± 0.00 a | 0.64 ± 0.00 b | 0.38 ± 0.01 b | 0.18 ± 0.00 b | 3.63 ± 0.07 b |
| Wheat Variety | Farming System | Ala | Gly | Pro | Asp | Glu | Arg | Tyr | Ser | Cys | Total |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Karim | Conventional | 0.61 ± 0.01 b | 0.58 ± 0.01 b | 1.53 ± 0.02 b | 0.76 ± 0.00 b | 6.15 ± 0.02 b | 0.74 ± 0.01 b | 0.42 ± 0.01 b | 0.80 ± 0.00 b | 0.30 ± 0.00 a | 11.89 ± 0.02 b |
| Organic | 0.44 ± 0.01 a | 0.50 ± 0.01 a | 1.32 ± 0.01 a | 0.66 ± 0.01 a | 4.60 ± 0.02 a | 0.58 ± 0.02 a | 0.32 ± 0.02 a | 0.66 ± 0.02 a | 0.33 ± 0.00 b | 9.41 ± 0.04 a | |
| Razzak | Conventional | 0.58 ± 0.01 b | 0.75 ± 0.00 b | 1.49 ± 0.01 b | 0.85 ± 0.00 b | 6.22 ± 0.02 b | 0.83 ± 0.02 b | 0.41 ± 0.01 b | 0.82 ± 0.01 b | 0.25 ± 0.02 a | 12.20 ± 0.04 b |
| Organic | 0.43 ± 0.01 a | 0.48 ± 0.01 a | 1.27 ± 0.01 a | 0.64 ± 0.02 a | 4.65 ± 0.02 a | 0.59 ± 0.02 a | 0.33 ± 0.01 a | 0.67 ± 0.01 a | 0.26 ± 0.02 a | 9.32 ± 0.00 a | |
| Khiar | Conventional | 0.41 ± 0.00 b | 0.46 ± 0.01 a | 1.00 ± 0.02 a | 0.59 ± 0.01 b | 4.10 ± 0.00 b | 0.51 ± 0.00 a | 0.27 ± 0.01 a | 0.59 ± 0.01 b | 0.17 ± 0.02 a | 8.10 ± 0.02 b |
| Organic | 0.39 ± 0.01 a | 0.44 ± 0.02 a | 0.98 ± 0.01 a | 0.53 ± 0.02 a | 3.95 ± 0.01 a | 0.51 ± 0.02 a | 0.27 ± 0.02 a | 0.57 ± 0.00 a | 0.20 ± 0.01 b | 7.84 ± 0.05 a | |
| Maali | Conventional | 0.39 ± 0.01 a | 0.44 ± 0.01 a | 1.02 ± 0.01 a | 0.57 ± 0.02 a | 4.15 ± 0.01 b | 0.52 ± 0.02 a | 0.28 ± 0.00 b | 0.58 ± 0.00 a | 0.21 ± 0.01 a | 8.16 ± 0.07 b |
| Organic | 0.39 ± 0.00 a | 0.45 ± 0.00 a | 1.03 ± 0.01 a | 0.58 ± 0.01 a | 4.00 ± 0.02 a | 0.49 ± 0.01 a | 0.26 ± 0.01 a | 0.57 ± 0.00 a | 0.23 ± 0.02 a | 8.00 ± 0.03 a | |
| Salim | Conventional | 0.44 ± 0.02 a | 0.50 ± 0.02 b | 1.18 ± 0.02 b | 0.63 ± 0.01 a | 4.55 ± 0.01 b | 0.61 ± 0.01 b | 0.34 ± 0.00 b | 0.69 ± 0.02 b | 0.24 ± 0.01 a | 9.18 ± 0.01 b |
| Organic | 0.42 ± 0.02 a | 0.47 ± 0.01 a | 1.12 ± 0.02 a | 0.60 ± 0.02 a | 4.25 ± 0.02 a | 0.57 ± 0.02 a | 0.31 ± 0.01 a | 0.64 ± 0.00 a | 0.26 ± 0.02 a | 8.64 ± 0.02 a | |
| INRAT 100 | Conventional | 0.49 ± 0.01 a | 0.55 ± 0.01 a | 1.47 ± 0.01 a | 0.72 ± 0.02 a | 5.90 ± 0.01 a | 0.70 ± 0.02 a | 0.39 ± 0.01 a | 0.76 ± 0.01 a | 0.28 ± 0.02 a | 11.26 ± 0.07 a |
| Organic | 0.52 ± 0.02 b | 0.59 ± 0.00 b | 1.48 ± 0.02 a | 0.76 ± 0.00 b | 6.00 ± 0.00 b | 0.71 ± 0.01 a | 0.40 ± 0.02 a | 0.78 ± 0.01 a | 0.29 ± 0.02 a | 11.53 ± 0.06 b | |
| Dhahbi | Conventional | 0.50 ± 0.02 b | 0.57 ± 0.01 b | 1.52 ± 0.01 b | 0.74 ± 0.02 b | 6.05 ± 0.01 b | 0.72 ± 0.01 b | 0.41 ± 0.02 b | 0.79 ± 0.02 b | 0.29 ± 0.00 a | 11.59 ± 0.01 b |
| Organic | 0.46 ± 0.01 a | 0.52 ± 0.01 a | 1.22 ± 0.01 a | 0.69 ± 0.01 a | 4.80 ± 0.01 a | 0.61 ± 0.02 a | 0.35 ± 0.02 a | 0.68 ± 0.01 a | 0.29 ± 0.02 a | 9.62 ± 0.03 a | |
| Monastir | Conventional | 0.47 ± 0.02 b | 0.54 ± 0.01 b | 1.36 ± 0.00 b | 0.70 ± 0.01 b | 5.40 ± 0.01 b | 0.63 ± 0.01 b | 0.36 ± 0.01 b | 0.72 ± 0.02 b | 0.22 ± 0.02 a | 10.40 ± 0.07 b |
| Organic | 0.43 ± 0.01 a | 0.49 ± 0.02 a | 1.08 ± 0.01 a | 0.62 ± 0.01 a | 4.20 ± 0.01 a | 0.56 ± 0.00 a | 0.30 ± 0.01 a | 0.63 ± 0.01 a | 0.25 ± 0.01 b | 8.56 ± 0.01 a | |
| Saragolla | Conventional | 0.47 ± 0.00 a | 0.52 ± 0.00 a | 1.37 ± 0.00 b | 0.69 ± 0.02 a | 5.55 ± 0.02 b | 0.66 ± 0.02 a | 0.38 ± 0.02 a | 0.75 ± 0.02 a | 0.26 ± 0.02 a | 10.65 ± 0.06 b |
| Organic | 0.48 ± 0.02 a | 0.53 ± 0.01 a | 1.34 ± 0.01 a | 0.71 ± 0.01 a | 5.50 ± 0.01 a | 0.65 ± 0.01 a | 0.37 ± 0.00 a | 0.74 ± 0.02 a | 0.27 ± 0.01 a | 10.59 ± 0.00 a | |
| Chili | Conventional | 0.38 ± 0.01 a | 0.44 ± 0.01 a | 1.05 ± 0.02 a | 0.56 ± 0.00 a | 4.05 ± 0.01 a | 0.48 ± 0.02 a | 0.27 ± 0.01 a | 0.56 ± 0.00 a | 0.21 ± 0.02 a | 8.00 ± 0.08 a |
| Organic | 0.45 ± 0.00 b | 0.51 ± 0.01 b | 1.15 ± 0.01 b | 0.65 ± 0.01 b | 4.50 ± 0.00 b | 0.60 ± 0.02 b | 0.33 ± 0.01 b | 0.68 ± 0.02 b | 0.22 ± 0.01 a | 9.09 ± 0.03 b | |
| Biskri | Conventional | 0.42 ± 0.01 a | 0.48 ± 0.00 a | 1.10 ± 0.00 a | 0.62 ± 0.01 a | 4.35 ± 0.02 a | 0.54 ± 0.01 a | 0.29 ± 0.02 a | 0.61 ± 0.01 a | 0.18 ± 0.01 a | 8.59 ± 0.06 a |
| Organic | 0.46 ± 0.00 b | 0.53 ± 0.01 b | 1.39 ± 0.00 b | 0.68 ± 0.02 b | 5.45 ± 0.01 b | 0.64 ± 0.02 b | 0.37 ± 0.01 b | 0.73 ± 0.00 b | 0.26 ± 0.01 b | 10.51 ± 0.05 b | |
| Mahmoudi | Conventional | 0.40 ± 0.01 a | 0.45 ± 0.01 a | 0.95 ± 0.02 a | 0.55 ± 0.02 a | 5.37 ± 0.02 a | 0.50 ± 0.00 a | 0.26 ± 0.02 a | 0.56 ± 0.02 a | 0.16 ± 0.02 a | 9.20 ± 0.03 a |
| Organic | 0.50 ± 0.01 b | 0.57 ± 0.00 b | 1.55 ± 0.00 b | 0.74 ± 0.02 b | 5.85 ± 0.02 b | 0.69 ± 0.02 b | 0.38 ± 0.02 b | 0.75 ± 0.00 b | 0.23 ± 0.02 b | 11.26 ± 0.00 b | |
| Jenah | Conventional | 0.41 ± 0.00 a | 0.46 ± 0.02 a | 1.14 ± 0.02 a | 0.60 ± 0.01 a | 4.40 ± 0.01 a | 0.55 ± 0.02 a | 0.30 ± 0.01 a | 0.62 ± 0.01 a | 0.22 ± 0.01 a | 8.70 ± 0.00 a |
| Khotifa | Organic | 0.45 ± 0.01 a | 0.51 ± 0.02 b | 1.26 ± 0.01 b | 0.67 ± 0.00 b | 4.85 ± 0.01 b | 0.60 ± 0.01 b | 0.34 ± 0.01 b | 0.67 ± 0.02 b | 0.23 ± 0.01 a | 9.58 ± 0.02 b |
| Wheat Variety | Farming System | Total Starch | Amylose | Amylopectin |
|---|---|---|---|---|
| Karim | Conventional Organic | 87.39 ± 2.32 b 52.51 ± 2.43 a | 23.91 ± 1.45 a 27.80 ± 1.68 b | 76.09 ± 4.63 a 72.20 ± 4.61 a |
| Razzak | Conventional Organic | 62.00 ± 2.18 b 56.67 ± 2.17 a | 22.76 ± 1.50 a 30.56 ± 1.14 b | 77.24 ± 2.68 b 69.44 ± 4.62 a |
| Khiar | Conventional Organic | 52.95 ± 1.77 a 51.27 ± 1.94 a | 30.31 ± 0.83 a 33.61 ± 0.78 b | 69.69 ± 3.53 a 66.39 ± 3.99 a |
| Maali | Conventional Organic | 63.23 ± 2.86 b 51.97 ± 1.34 a | 26.09 ± 1.82 a 38.50 ± 0.89 b | 73.91 ± 3.65 b 61.50 ± 3.07 a |
| Salim | Conventional Organic | 76.56 ± 2.64 b 54.85 ± 1.79 a | 29.28 ± 0.75 b 26.45 ± 1.80 a | 70.72 ± 3.24 a 73.55 ± 3.26 a |
| INRAT 100 | Conventional Organic | 70.64± 1.39 b 54.20 ± 3.31 a | 22.72 ± 1.15 a 30.83 ± 1.36 b | 77.28 ± 2.82 b 69.17 ± 1.84 a |
| Dhahbi | Conventional Organic | 84.67 ± 3.00 b 68.15 ± 3.33 a | 23.93 ± 2.94 a 40.81 ± 1.20 b | 76.07 ± 2.50 b 59.19 ± 4.31 a |
| Monastir | Conventional Organic | 87.53 ± 3.85 b 62.20 ± 2.61 a | 35.62 ± 2.54 a 30.69 ± 1.21 a | 64.38 ± 3.87 a 69.31 ± 2.29 b |
| Saragolla | Conventional Organic | 57.86 ± 1.45 b 50.67 ± 1.70 a | 23.23 ± 0.77 a 46.99 ± 1.24 b | 76.77 ± 2.40 b 53.01 ± 2.15 a |
| Chili | Conventional Organic | 50.46 ± 0.79 b 47.25 ± 1.31 a | 22.34 ± 0.98 a 26.11 ± 1.22 b | 77.66 ± 1.29 b 73.89 ± 2.94 a |
| Biskri | Conventional Organic | 52.59 ± 1.13 b 49.23 ± 1.90 a | 21.76 ± 2.03 a 24.06 ± 0.54 b | 78.24 ± 2.57 a 75.94 ± 2.19 a |
| Mahmoudi | Conventional Organic | 51.75 ± 1.54 b 46.92 ± 1.55 a | 16.03 ± 1.37 a 19.76 ± 0.55 b | 83.97 ± 1.79 b 80.24 ± 1.87 a |
| Jenah Khotifa | Conventional Organic | 50.29 ± 2.02 a 49.40 ± 0.78 a | 20.90 ± 1.38 a 23.46 ± 1.06 b | 79.10 ± 2.62 a 76.54 ± 3.31 a |
| Chili C | Chili O | INRAT100 C | INRAT100 O | |
|---|---|---|---|---|
| Total peptides | 1665 | 998 | 851 | 622 |
| Immunogenic peptides | 139 | 47 | 57 | 33 |
| Total PSMs | 16,317 | 4101 | 3939 | 3145 |
| Immunogenic PSMs | 2841 | 192 | 298 | 175 |
| Immunogenic peptides (%) | 8.35 | 4.71 | 6.70 | 5.31 |
| Immunogenic abundance (%) | 17.41 | 4.68 | 7.57 | 5.56 |
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Boukrain, A.; Martínez-Villaluenga, C.; Frias, J.; Mejri, M.; Peñas, E. Effect of Farming System on Grain Composition and Immunogenic Potential of Ancient and Modern Durum Wheat Varieties. Foods 2026, 15, 1121. https://doi.org/10.3390/foods15071121
Boukrain A, Martínez-Villaluenga C, Frias J, Mejri M, Peñas E. Effect of Farming System on Grain Composition and Immunogenic Potential of Ancient and Modern Durum Wheat Varieties. Foods. 2026; 15(7):1121. https://doi.org/10.3390/foods15071121
Chicago/Turabian StyleBoukrain, Anis, Cristina Martínez-Villaluenga, Juana Frias, Mondher Mejri, and Elena Peñas. 2026. "Effect of Farming System on Grain Composition and Immunogenic Potential of Ancient and Modern Durum Wheat Varieties" Foods 15, no. 7: 1121. https://doi.org/10.3390/foods15071121
APA StyleBoukrain, A., Martínez-Villaluenga, C., Frias, J., Mejri, M., & Peñas, E. (2026). Effect of Farming System on Grain Composition and Immunogenic Potential of Ancient and Modern Durum Wheat Varieties. Foods, 15(7), 1121. https://doi.org/10.3390/foods15071121

