Evaluation of a Set of Hordeum vulgare subsp. spontaneum Accessions for β-Glucans and Microelement Contents
Abstract
:1. Introduction
2. Materials and Methods
2.1. Genetic Material
2.2. Grain Sample Preparation
2.3. β-Glucan Determination
2.4. Microelement Content
2.5. Statistical Analysis
3. Results
3.1. Analysis of Variance and Descriptive Statistics
3.2. Correlations among Traits for Different Types of Germplasm
4. Discussion
5. Conclusions
Author Contributions
Funding
Data Availability Statement
Acknowledgments
Conflicts of Interest
Appendix A
Genotype | β-Glucan (%) | Calcium (ppm) | Copper (ppm) | Iron (ppm) | Magnesium (ppm) | Manganese (ppm) | Potassium (ppm) | Selenium (ppm) | Sodium (ppm) | Zinc (ppm) |
---|---|---|---|---|---|---|---|---|---|---|
38611 | 7.44 | 551.79 | 17.70 | 55.43 | 1519.17 | 21.08 | 2501.85 | 0.24 | 279.19 | 24.52 |
38615 | 7.92 | 570.13 | 15.76 | 43.92 | 1639.26 | 21.31 | 2871.50 | 0.22 | 352.84 | 36.40 |
38617 | 6.44 | 591.60 | 17.54 | 42.41 | 1447.31 | 20.53 | 2836.92 | 0.32 | 391.04 | 29.27 |
38656 | 8.64 | 580.77 | 16.44 | 52.28 | 1718.83 | 18.26 | 2572.36 | 0.27 | 358.48 | 33.24 |
38658 | 10.05 | 593.32 | 19.73 | 45.40 | 1717.17 | 17.82 | 2584.57 | 0.23 | 522.70 | 33.18 |
38660 | 7.09 | 572.03 | 15.77 | 42.24 | 1595.94 | 17.79 | 2531.20 | 0.22 | 448.40 | 29.20 |
38673 | 8.86 | 578.46 | 13.28 | 41.51 | 1620.73 | 16.63 | 2953.62 | 0.35 | 418.43 | 24.61 |
38679 | 10.35 | 565.74 | 18.41 | 51.07 | 1665.99 | 19.65 | 2452.36 | 0.28 | 440.40 | 20.70 |
38682 | 7.50 | 561.42 | 14.95 | 41.82 | 1585.27 | 17.70 | 2747.25 | 0.28 | 302.77 | 25.35 |
38693 | 7.95 | 667.03 | 16.54 | 50.77 | 1426.18 | 19.32 | 2538.62 | 0.27 | 479.69 | 18.13 |
38780 | 7.76 | 585.66 | 15.88 | 41.50 | 1193.63 | 21.18 | 1001.17 | 0.34 | 350.45 | 35.21 |
38814 | 9.78 | 525.31 | 16.42 | 42.59 | 1645.32 | 19.71 | 2487.10 | 0.26 | 368.51 | 30.65 |
38821 | 6.93 | 481.66 | 17.68 | 49.59 | 1557.37 | 17.20 | 2633.09 | 0.26 | 240.16 | 29.69 |
38822 | 6.88 | 517.85 | 16.28 | 52.21 | 1451.44 | 18.50 | 3091.46 | 0.23 | 333.22 | 30.83 |
38826 | 6.51 | 535.93 | 17.12 | 57.63 | 1678.43 | 19.52 | 2371.31 | 0.22 | 332.81 | 35.77 |
38827 | 6.16 | 527.94 | 11.32 | 51.08 | 1644.52 | 15.93 | 2435.99 | 0.21 | 294.38 | 34.65 |
38931 | 6.19 | 557.64 | 17.25 | 49.88 | 1523.77 | 17.61 | 2827.57 | 0.22 | 306.04 | 26.80 |
38943 | 9.53 | 574.53 | 17.74 | 51.74 | 1656.38 | 18.01 | 2436.76 | 0.22 | 392.49 | 28.27 |
39002 | 7.07 | 556.79 | 14.58 | 52.00 | 1533.23 | 23.98 | 2304.69 | 0.20 | 434.96 | 34.67 |
39127 | 8.04 | 514.01 | 15.23 | 50.95 | 1714.51 | 18.79 | 2409.51 | 0.27 | 272.11 | 36.32 |
39565 | 5.72 | 612.26 | 16.31 | 43.39 | 1508.72 | 21.28 | 2602.45 | 0.30 | 411.17 | 23.76 |
39733 | 9.06 | 525.88 | 16.30 | 46.85 | 1619.55 | 21.79 | 2737.87 | 0.23 | 275.48 | 30.66 |
39852 | 5.63 | 648.90 | 17.16 | 54.41 | 1640.59 | 20.97 | 3062.92 | 0.36 | 408.52 | 28.90 |
39859 | 7.67 | 674.37 | 18.94 | 61.14 | 2212.03 | 24.65 | 2816.08 | 0.33 | 561.14 | 53.05 |
39880 | 7.30 | 594.39 | 20.97 | 53.10 | 1519.04 | 20.97 | 2713.88 | 0.22 | 337.69 | 30.38 |
39884 | 6.57 | 533.01 | 17.44 | 54.70 | 2633.68 | 24.67 | 3505.18 | 0.17 | 479.40 | 37.40 |
39885 | 8.98 | 531.22 | 16.38 | 39.69 | 1529.87 | 17.61 | 2872.09 | 0.31 | 323.68 | 22.97 |
39891 | 5.80 | 521.03 | 17.32 | 47.70 | 1335.13 | 17.32 | 2506.06 | 0.21 | 325.00 | 25.53 |
39933 | 6.37 | 465.48 | 22.89 | 41.05 | 1851.43 | 12.85 | 2403.10 | 0.21 | 235.07 | 17.56 |
39934 | 7.27 | 742.54 | 19.07 | 56.80 | 1795.44 | 21.07 | 2826.03 | 0.21 | 495.78 | 31.54 |
39935 | 5.94 | 572.99 | 17.74 | 49.78 | 1628.14 | 21.16 | 2627.32 | 0.24 | 419.69 | 35.17 |
39936 | 6.94 | 592.82 | 19.27 | 48.02 | 1644.61 | 16.88 | 2707.20 | 0.37 | 400.63 | 26.02 |
39939 | 7.37 | 515.26 | 16.63 | 46.69 | 1666.12 | 17.31 | 2335.22 | 0.26 | 334.12 | 31.98 |
39940 | 6.10 | 655.15 | 15.04 | 52.44 | 1678.84 | 18.38 | 3081.61 | 0.32 | 370.55 | 32.98 |
39961 | 6.55 | 527.99 | 16.37 | 43.09 | 1591.81 | 16.80 | 2288.94 | 0.25 | 306.26 | 37.22 |
39962 | 6.35 | 588.25 | 17.21 | 58.67 | 1506.71 | 20.82 | 2702.66 | 0.37 | 357.23 | 28.45 |
40009 | 6.15 | 549.41 | 14.27 | 44.71 | 1420.46 | 20.00 | 2398.27 | 0.24 | 421.14 | 22.65 |
40043 | 6.30 | 539.41 | 16.40 | 55.08 | 1782.98 | 19.11 | 2969.73 | 0.26 | 284.37 | 31.99 |
40056 | 7.14 | 547.15 | 15.79 | 41.51 | 1635.39 | 17.10 | 2661.53 | 0.25 | 307.97 | 31.90 |
40082 | 6.80 | 563.74 | 17.63 | 44.41 | 1559.64 | 18.95 | 2774.27 | 0.23 | 275.04 | 19.63 |
40095 | 7.68 | 529.53 | 17.10 | 56.30 | 1615.28 | 17.53 | 2425.60 | 0.26 | 334.66 | 38.56 |
40104 | 5.64 | 596.97 | 16.30 | 50.41 | 1683.95 | 18.08 | 2501.08 | 0.29 | 333.75 | 35.42 |
40107 | 7.24 | 608.17 | 19.85 | 56.46 | 1805.71 | 17.63 | 2701.08 | 0.45 | 446.71 | 26.40 |
40125 | 7.42 | 598.85 | 19.08 | 39.37 | 1633.73 | 18.02 | 2622.96 | 0.27 | 493.21 | 29.01 |
40143 | 6.95 | 628.04 | 17.79 | 44.83 | 2247.98 | 19.76 | 1722.68 | 0.35 | 466.88 | 31.75 |
40184 | 6.37 | 561.21 | 15.26 | 39.83 | 1486.25 | 15.49 | 2622.97 | 0.27 | 428.34 | 25.63 |
40195 | 6.66 | 586.80 | 17.45 | 47.28 | 1578.22 | 16.36 | 2577.50 | 0.34 | 346.82 | 26.96 |
107046 | 6.23 | 619.41 | 18.43 | 53.05 | 1648.00 | 21.55 | 3069.12 | 0.32 | 407.93 | 35.55 |
10723 | 6.77 | 519.10 | 18.88 | 52.47 | 1580.64 | 16.99 | 2354.85 | 0.18 | 393.32 | 23.66 |
107426 | 9.05 | 572.81 | 15.77 | 50.40 | 1396.51 | 17.05 | 2377.04 | 0.25 | 347.30 | 23.10 |
116005 | 9.44 | 486.80 | 15.43 | 46.63 | 1587.59 | 19.90 | 2587.55 | 0.33 | 350.28 | 41.85 |
116104 | 7.38 | 618.29 | 20.02 | 56.47 | 1716.45 | 17.76 | 2576.18 | 0.32 | 371.66 | 18.25 |
120799 | 6.12 | 583.61 | 20.90 | 53.63 | 1749.66 | 18.72 | 2840.26 | 0.34 | 353.93 | 27.71 |
126933 | 5.71 | 535.75 | 19.24 | 40.30 | 1600.09 | 18.39 | 2990.19 | 0.23 | 404.27 | 24.32 |
129152 | 7.96 | 668.01 | 20.30 | 48.32 | 1719.95 | 18.43 | 3082.69 | 0.47 | 522.88 | 28.02 |
131317 | 8.31 | 535.76 | 17.04 | 39.19 | 2377.53 | 21.58 | 1369.36 | 0.40 | 433.09 | 36.91 |
131620 | 8.59 | 522.46 | 15.05 | 55.70 | 1572.04 | 17.13 | 2545.33 | 0.22 | 264.48 | 44.95 |
131642 | 7.95 | 506.37 | 16.36 | 46.46 | 1504.62 | 17.82 | 2986.85 | 0.28 | 292.12 | 27.74 |
131643 | 7.42 | 563.17 | 15.58 | 51.96 | 1686.06 | 18.43 | 2436.65 | 0.31 | 303.73 | 38.06 |
131790 | 7.11 | 522.10 | 15.55 | 37.20 | 1377.76 | 18.12 | 2236.12 | 0.24 | 360.09 | 24.40 |
132489 | 5.98 | 527.05 | 16.83 | 54.86 | 1614.35 | 19.50 | 2436.93 | 0.25 | 329.26 | 38.68 |
135349 | 6.99 | 541.23 | 14.98 | 43.41 | 1545.15 | 20.62 | 3009.04 | 0.24 | 328.95 | 32.61 |
135624 | 6.67 | 594.75 | 16.76 | 52.07 | 2639.28 | 23.16 | 1748.90 | 0.51 | 289.44 | 37.74 |
135854 | 5.62 | 555.77 | 19.69 | 44.19 | 1731.39 | 19.52 | 3008.38 | 0.33 | 314.99 | 38.55 |
139618 | 6.86 | 562.66 | 17.41 | 44.83 | 1664.68 | 17.98 | 3032.21 | 0.41 | 263.88 | 28.01 |
140149 | 5.84 | 568.34 | 19.63 | 54.81 | 1678.48 | 18.46 | 3097.11 | 0.34 | 342.42 | 20.67 |
140552 | 6.64 | 551.18 | 16.79 | 45.04 | 2191.39 | 21.72 | 1960.93 | 0.31 | 430.05 | 33.84 |
142356 | 5.24 | 506.65 | 12.61 | 49.78 | 1405.29 | 15.40 | 2679.43 | 0.33 | 316.64 | 25.89 |
142486 | 6.19 | 552.48 | 16.42 | 40.68 | 1533.07 | 21.28 | 2646.54 | 0.22 | 415.51 | 31.23 |
144112 | 6.85 | 521.54 | 15.96 | 53.02 | 1542.57 | 20.02 | 2291.94 | 0.24 | 328.19 | 28.48 |
144113 | 6.21 | 558.47 | 16.85 | 48.38 | 1742.61 | 17.30 | 3144.74 | 0.34 | 293.97 | 32.77 |
144114 | 6.38 | 481.97 | 20.67 | 51.38 | 1494.32 | 19.35 | 2871.33 | 0.35 | 277.43 | 26.88 |
144116 | 1.85 | 546.42 | 14.43 | 31.92 | 1505.78 | 17.32 | 2450.73 | 0.31 | 271.35 | 32.69 |
144117 | 5.99 | 561.23 | 13.71 | 37.48 | 1966.47 | 21.64 | 610.25 | 0.34 | 463.46 | 46.93 |
144119 | 6.61 | 522.84 | 14.02 | 46.92 | 1631.24 | 16.75 | 2293.05 | 0.26 | 356.86 | 31.59 |
144120 | 6.55 | 557.18 | 17.69 | 53.10 | 1429.95 | 17.49 | 2830.13 | 0.26 | 410.78 | 25.17 |
144121 | 5.47 | 535.90 | 16.19 | 50.15 | 1635.18 | 17.10 | 2406.31 | 0.30 | 309.76 | 39.21 |
144123 | 6.35 | 591.38 | 16.72 | 43.24 | 1754.84 | 17.15 | 2883.60 | 0.22 | 412.34 | 33.95 |
144124 | 9.44 | 576.44 | 16.98 | 52.70 | 1656.33 | 17.76 | 2668.47 | 0.34 | 355.84 | 32.27 |
144126 | 5.64 | 550.13 | 16.79 | 43.63 | 1595.70 | 19.34 | 2409.99 | 0.34 | 360.28 | 30.32 |
144127 | 5.88 | 534.01 | 18.45 | 51.25 | 1535.54 | 21.33 | 2903.24 | 0.21 | 348.01 | 25.19 |
144128 | 5.52 | 546.27 | 14.94 | 49.70 | 1626.51 | 17.86 | 2552.50 | 0.32 | 378.66 | 24.70 |
144129 | 6.24 | 612.60 | 21.50 | 38.42 | 1510.93 | 19.16 | 2503.19 | 0.20 | 344.01 | 22.23 |
144157 | 6.13 | 571.11 | 16.07 | 49.11 | 1435.19 | 18.44 | 2548.19 | 0.37 | 380.16 | 20.37 |
144161 | 6.74 | 560.23 | 17.59 | 53.62 | 1566.68 | 14.76 | 3040.18 | 0.24 | 296.69 | 31.64 |
144170 | 7.11 | 563.21 | 21.05 | 39.14 | 1736.76 | 18.59 | 2895.07 | 0.23 | 412.48 | 33.45 |
144898 | 7.56 | 582.42 | 18.65 | 43.07 | 1628.11 | 17.41 | 2502.29 | 0.25 | 389.05 | 30.73 |
144903 | 9.28 | 588.83 | 19.57 | 45.55 | 1667.80 | 21.59 | 2950.65 | 0.21 | 363.19 | 32.63 |
144911 | 8.08 | 549.06 | 17.13 | 56.34 | 1469.00 | 20.23 | 2828.52 | 0.30 | 342.75 | 30.29 |
144913 | 2.39 | 639.68 | 22.33 | 66.40 | 1827.50 | 13.51 | 2501.61 | 0.41 | 608.07 | 23.32 |
144927 | 6.09 | 668.08 | 21.58 | 49.99 | 1883.94 | 16.30 | 2944.46 | 0.25 | 521.12 | 26.78 |
144930 | 6.67 | 524.37 | 13.93 | 39.40 | 1654.25 | 19.96 | 2419.55 | 0.24 | 390.81 | 33.80 |
144933 | 6.94 | 498.09 | 16.40 | 36.95 | 1579.88 | 18.64 | 2724.99 | 0.22 | 268.71 | 31.72 |
144951 | 6.12 | 556.03 | 17.33 | 49.52 | 1659.32 | 19.67 | 2682.05 | 0.20 | 386.84 | 26.70 |
144983 | 6.82 | 587.70 | 19.01 | 47.86 | 1630.39 | 20.58 | 2484.27 | 0.23 | 432.26 | 33.33 |
144997 | 10.37 | 562.40 | 15.20 | 44.42 | 1374.40 | 19.91 | 3590.18 | 0.25 | 334.17 | 26.62 |
145080 | 5.32 | 582.94 | 16.33 | 56.71 | 1730.91 | 16.43 | 2888.94 | 0.25 | 330.98 | 28.88 |
145086 | 6.35 | 486.88 | 17.94 | 49.29 | 1477.66 | 18.65 | 2414.72 | 0.25 | 273.22 | 29.07 |
145088 | 6.10 | 526.32 | 18.01 | 49.08 | 1538.11 | 17.50 | 2811.66 | 0.23 | 426.27 | 26.15 |
145155 | 6.34 | 568.79 | 8.17 | 53.00 | 3425.85 | 18.31 | 1603.00 | 0.27 | 293.67 | 32.81 |
145494 | 6.83 | 553.14 | 17.09 | 46.76 | 1538.03 | 17.33 | 2404.06 | 0.24 | 286.89 | 29.10 |
145498 | 6.09 | 544.72 | 14.03 | 51.56 | 2576.05 | 19.60 | 1531.31 | 0.35 | 445.62 | 28.05 |
145502 | 7.48 | 528.06 | 16.03 | 52.50 | 1536.66 | 18.56 | 2927.49 | 0.37 | 250.95 | 27.39 |
145504 | 4.50 | 533.44 | 19.05 | 41.39 | 1716.64 | 18.20 | 2875.32 | 0.28 | 333.18 | 46.66 |
145508 | 6.57 | 560.72 | 13.98 | 49.95 | 1452.60 | 20.01 | 2993.70 | 0.39 | 293.76 | 33.19 |
145523 | 7.28 | 602.45 | 15.61 | 25.54 | 2012.87 | 13.85 | 487.09 | 0.46 | 343.45 | 34.70 |
145528 | 6.98 | 576.51 | 17.04 | 56.32 | 1609.45 | 20.61 | 2484.83 | 0.19 | 396.50 | 24.79 |
145535 | 7.23 | 564.42 | 14.42 | 40.65 | 2396.43 | 19.53 | 1797.04 | 0.27 | 457.17 | 28.32 |
145539 | 6.64 | 553.22 | 14.60 | 51.55 | 1686.28 | 20.96 | 3083.44 | 0.20 | 334.40 | 26.34 |
145555 | 5.65 | 550.05 | 15.37 | 39.04 | 1578.22 | 15.93 | 2382.82 | 0.22 | 309.20 | 30.40 |
145556 | 5.41 | 509.62 | 14.28 | 42.72 | 2482.79 | 18.57 | 2074.17 | 0.18 | 473.68 | 36.29 |
145575 | 7.47 | 602.31 | 16.10 | 48.01 | 1743.83 | 18.84 | 2913.77 | 0.29 | 371.13 | 21.56 |
145597 | 7.38 | 562.11 | 16.52 | 32.83 | 1934.01 | 16.13 | 1072.27 | 0.37 | 377.43 | 35.84 |
145602 | 6.46 | 556.04 | 15.91 | 24.40 | 1984.59 | 14.65 | 625.88 | 0.25 | 399.66 | 31.60 |
145604 | 10.32 | 513.36 | 14.45 | 52.71 | 1715.64 | 21.12 | 2683.20 | 0.38 | 396.68 | 24.31 |
145610 | 8.15 | 588.76 | 14.85 | 46.97 | 1595.10 | 16.00 | 2820.77 | 0.37 | 346.87 | 27.11 |
146811 | 7.52 | 517.82 | 15.55 | 43.06 | 1375.27 | 20.22 | 2501.07 | 0.35 | 265.22 | 26.54 |
Appendix B
Genotype | β-Glucan | Calcium | Copper | Iron | Magnesium | Manganese | Potassium | Selenium | Sodium | Zinc |
---|---|---|---|---|---|---|---|---|---|---|
Acsad 176 | 5.86 | 1017.69 | 12.10 | 43.16 | 1555.22 | 22.31 | 1535.28 | 0.31 | 197.36 | 25.02 |
Acsad 60 | 4.18 | 663.35 | 16.47 | 56.72 | 1456.14 | 17.54 | 1387.09 | 0.17 | 112.34 | 21.61 |
Acsad 68 | 3.40 | 808.98 | 23.69 | 33.34 | 1567.54 | 18.04 | 1459.75 | 0.37 | 208.67 | 36.85 |
Adrar | 4.55 | 681.01 | 23.82 | 39.26 | 1591.61 | 15.86 | 1427.87 | 0.34 | 146.61 | 31.25 |
Aglou | 3.37 | 771.17 | 16.51 | 46.54 | 1511.37 | 21.58 | 1503.01 | 0.31 | 163.70 | 24.25 |
Amalou | 1.62 | 932.21 | 26.01 | 54.70 | 2115.82 | 26.91 | 1773.44 | 0.11 | 459.45 | 13.79 |
Amira | 2.64 | 584.69 | 17.82 | 49.28 | 2281.37 | 27.75 | 2100.12 | 0.17 | 370.02 | 18.51 |
Arabi abiad | 3.37 | 727.65 | 10.87 | 50.32 | 1459.17 | 15.80 | 1338.77 | 0.12 | 173.20 | 15.63 |
Arabi aswad | 4.20 | 697.85 | 16.25 | 37.29 | 1423.67 | 15.19 | 1203.54 | 0.39 | 229.83 | 34.59 |
Arig8 | 5.00 | 720.85 | 15.92 | 35.19 | 1544.96 | 18.13 | 1439.19 | 0.35 | 230.83 | 23.52 |
Arta | 3.71 | 841.28 | 26.08 | 52.73 | 1796.40 | 20.66 | 1693.51 | 0.29 | 227.79 | 22.29 |
Assya | 4.71 | 719.28 | 31.46 | 48.48 | 2368.78 | 30.72 | 1782.98 | 0.17 | 279.83 | 19.93 |
Azara | 3.22 | 841.80 | 30.25 | 28.26 | 2162.29 | 29.36 | 1876.16 | 0.37 | 304.29 | 46.53 |
Azilal | 4.88 | 590.09 | 17.12 | 37.32 | 1369.12 | 16.49 | 1104.32 | 0.35 | 191.60 | 34.26 |
BL12 | 6.21 | 620.78 | 19.84 | 33.79 | 1439.64 | 15.83 | 1103.98 | 0.37 | 142.39 | 36.76 |
BL3 | 4.02 | 630.83 | 16.35 | 41.81 | 1588.32 | 17.07 | 1315.31 | 0.32 | 116.49 | 25.65 |
BL9 | 5.66 | 497.22 | 28.01 | 31.31 | 1393.35 | 15.78 | 1332.83 | 0.39 | 410.44 | 45.77 |
Chifaa | 7.81 | 488.31 | 28.29 | 53.49 | 1421.51 | 16.84 | 1550.22 | 0.18 | 517.51 | 21.78 |
Dophira | 1.70 | 877.83 | 26.48 | 39.57 | 1539.66 | 21.06 | 1393.13 | 0.34 | 735.40 | 26.82 |
Firdaws | 4.52 | 839.45 | 21.80 | 36.44 | 1566.21 | 22.66 | 1662.74 | 0.42 | 133.24 | 34.66 |
G1 | 3.19 | 688.59 | 25.51 | 34.79 | 1621.31 | 25.52 | 1314.40 | 0.34 | 433.24 | 26.75 |
G4 | 2.88 | 868.24 | 17.88 | 38.29 | 1742.08 | 21.29 | 1399.99 | 0.34 | 228.51 | 33.37 |
Laanaceur | 2.44 | 843.00 | 12.08 | 56.35 | 1678.35 | 17.80 | 1572.12 | 0.18 | 155.16 | 21.70 |
Massine | 2.93 | 1005.22 | 15.98 | 33.91 | 1884.29 | 24.48 | 1679.52 | 0.36 | 277.07 | 34.18 |
Merzaga | 4.13 | 668.51 | 10.40 | 53.32 | 1528.47 | 17.34 | 1336.68 | 0.18 | 167.40 | 21.20 |
Oussama | 4.73 | 961.57 | 16.02 | 34.58 | 1753.05 | 22.93 | 1514.38 | 0.36 | 255.68 | 32.27 |
Rabat071 | 3.63 | 983.18 | 20.26 | 35.38 | 2154.42 | 29.79 | 1952.11 | 0.45 | 331.57 | 36.32 |
Sen | 3.99 | 459.31 | 23.19 | 48.89 | 1415.06 | 18.44 | 1046.15 | 0.29 | 433.10 | 24.11 |
Sextin | 3.91 | 923.73 | 20.04 | 45.95 | 1925.30 | 24.22 | 1791.08 | 0.09 | 286.61 | 13.58 |
Taffa | 2.97 | 562.65 | 28.31 | 32.32 | 2019.34 | 23.32 | 1797.78 | 0.38 | 294.49 | 46.92 |
Tamellalet | 5.43 | 892.32 | 28.29 | 49.42 | 1963.20 | 24.18 | 1610.15 | 0.17 | 249.13 | 18.16 |
Tiddas | 4.65 | 795.94 | 15.75 | 34.78 | 1798.43 | 20.69 | 1560.14 | 0.35 | 175.75 | 29.48 |
Tissa | 3.38 | 669.06 | 21.45 | 36.16 | 1725.02 | 18.57 | 1432.83 | 0.45 | 139.72 | 35.88 |
UNA | 4.06 | 812.19 | 23.19 | 53.26 | 1927.27 | 22.70 | 1163.90 | 0.21 | 161.13 | 21.94 |
Vmoralis | 4.41 | 884.11 | 20.95 | 30.49 | 1995.69 | 26.50 | 1652.85 | 0.39 | 289.59 | 44.83 |
Zanbaka | 4.78 | 679.75 | 13.89 | 37.31 | 1528.25 | 16.76 | 1334.96 | 0.37 | 180.19 | 34.43 |
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Origin | 2017 | 2018 |
---|---|---|
Afghanistan (AFG) | 3 | 4 |
Armenia (ARM) | 1 | 1 |
Azerbaijan (AZE) | 2 | 2 |
China (CHN) | 2 | 3 |
Cyprus (CYP) | 2 | 2 |
Egypt (EGY) | 1 | . |
Iran (IRN) | 4 | 4 |
Iraq (IRQ) | 3 | 4 |
Israel (ISR) | 7 | 8 |
Jordan (JOR) | 14 | 14 |
Kazakhstan (KAZ) | 5 | 5 |
Lebanon (LBN) | 1 | 1 |
Libya (LBY) | 12 | 15 |
Pakistan (PAK) | 2 | 2 |
Palestine (PSE) | 2 | 2 |
Russia (RUS) | 1 | 1 |
Syria (SYR) | 14 | 14 |
Tajikistan (TJK) | 21 | 23 |
Turkmenistan (TKM) | 5 | 4 |
Turkey (TUR) | 2 | 3 |
Uzbekistan (UZB) | 1 | 1 |
Trait | Df | Sum of Sq. | Wald Statistic | Pr (Chisq) | Heritability | |
---|---|---|---|---|---|---|
β-glucan | Genotype | 117 | 8679.44 | 8531.61 | 0 | 0.71 |
residual (MS) | NA | 1.02 | NA | NA | ||
Zinc | Genotype | 117 | 11,112.86 | 202.84 | 1.48 × 10−6 | 0.28 |
residual (MS) | NA | 54.79 | NA | NA | ||
Iron | Genotype | 117 | 20,468.05 | 223.20 | 1.23 × 10−8 | 0.32 |
residual (MS) | NA | 91.70 | NA | NA | ||
Potassium | Genotype | 117 | 99,599,667.78 | 273.66 | 1.41 × 10−14 | 0.50 |
residual (MS) | NA | 363,954.09 | NA | NA | ||
Sodium | Genotype | 117 | 1,347,813.47 | 157.73 | 0.00721002 | 0.18 |
residual (MS) | NA | 8545.24 | NA | NA | ||
Calcium | Genotype | 117 | 534,167.47 | 167.03 | 0.00165895 | 0.01 |
residual (MS) | NA | 3198.06 | NA | NA | ||
Magnesium | Genotype | 117 | 35,176,519.28 | 266.74 | 1.05 × 10−13 | 0.47 |
residual (MS) | NA | 131,876.18 | NA | NA | ||
Manganese | Genotype | 117 | 1580.19 | 187.04 | 4.18 × 10−5 | 0.30 |
residual (MS) | NA | 8.45 | NA | NA | ||
Copper | Genotype | 117 | 1990.87 | 202.4 | 1.62 × 10−6 | 0.13 |
residual (MS) | NA | 9.83 | NA | NA | ||
Selenium | Genotype | 117 | 2.39 | 292.42 | 0 | 0.34 |
residual (MS) | NA | 0.01 | NA | NA |
Trait | Mean | Minimum | Maximum |
---|---|---|---|
β-glucan (%) | 6.94 ± 1.35 | 1.85 | 10.37 |
Iron (ppm) | 47.62 ± 6.83 | 24.40 | 66.40 |
Zinc (ppm) | 30.22 ± 6.10 | 17.56 | 53.05 |
Selenium (ppm) | 0.28 ± 0.07 | 0.17 | 0.51 |
Magnesium (ppm) | 1689.86 ± 303.24 | 1193.63 | 3425.85 |
Manganese (ppm) | 18.74 ± 2.14 | 12.85 | 24.67 |
Potassium (ppm) | 2544.74 ± 512.77 | 487.09 | 3590.18 |
Sodium (ppm) | 365.63 ± 71.85 | 235.07 | 608.07 |
Calcium (ppm) | 562.08 ± 44.07 | 465.48 | 742.54 |
Copper (ppm) | 16.87 ± 2.22 | 8.17 | 22.89 |
R | |
---|---|
β-glucan | 0.32 *** |
Iron | −0.11 |
Zinc | −0.12 |
Selenium | −0.04 |
Magnesium | 0.16 |
Manganese | 0.14 |
Potassium | −0.11 |
Sodium | 0.04 |
Calcium | 0.04 |
Copper | 0.22 * |
Trait | Mean | Minimum | Maximum | ||||||
---|---|---|---|---|---|---|---|---|---|
Cultivated | Wild Bulk | Wild Single Plant (SP) | Cultivated | Wild Bulk | Wild Single Plant (SP) | Cultivated | Wild Bulk | Wild Single Plant (SP) | |
β-glucan | 4.06 ± 1.24 | 6.51 ± 1.53 | 5.46 ± 2.14 | 1.62 | 1.44 | 0.85 | 7.81 | 11.31 | 11.14 |
Iron | 41.78 ± 8.51 | 34.06 ± 9.41 | 42.03 ± 9.7 | 28.26 | 18.08 | 19.2 | 56.72 | 58.7 | 58.14 |
Zinc | 28.74 ± 9.18 | 39.12 ± 11.10 | 35.94 ± 5.04 | 13.58 | 18.23 | 19.88 | 46.92 | 73.65 | 54.67 |
Selenium | 0.3 ± 0.10 | 0.31 ± 0.11 | 0.24 ± 0.07 | 0.09 | 0.16 | 0.08 | 0.45 | 0.53 | 0.46 |
Magnesium | 1717.0 ± 274.8 | 1570.0 ± 174.0 | 1618.7 ± 272.3 | 1369.1 | 1065.4 | 1018.8 | 2368.8 | 2074.0 | 2594.9 |
Manganese | 21.11 ± 4.47 | 26.78 ± 3.21 | 19.55 ± 4.84 | 15.19 | 20.42 | 12.92 | 30.72 | 33.54 | 33.06 |
Potassium | 1503.9± 246.3 | 1577.4 ± 205.0 | 1330.4 ± 209.9 | 1046.1 | 1086.2 | 932.7 | 2100.1 | 2267.2 | 2092.5 |
Sodium | 261.4± 132.2 | 5260 ± 124.7 | 315.4 ± 178.1 | 112.3 | 301.9 | 90.7 | 735.4 | 876.6 | 752.5 |
Calcium | 756.9 ± 149.7 | 667.3 ± 74.7 | 698.7 ± 122.4 | 459.3 | 472.0 | 428.0 | 1017.7 | 880.9 | 976.5 |
Copper | 20.51 ± 5.79 | 19.73 ± 3.98 | 19.06 ± 4.43 | 10.4 | 11.37 | 10.31 | 31.46 | 29.59 | 32.54 |
β-Glucan | Calcium | Copper | Iron | Magnesium | Manganese | Potassium | Selenium | Sodium | |
---|---|---|---|---|---|---|---|---|---|
β-glucan | |||||||||
Calcium | −0.02 | ||||||||
Copper | −0.05 | 0.28 ** | |||||||
Iron | 0 | 0.20 * | 0.17 | ||||||
Magnesium | −0.07 | 0.13 | −0.17 | 0.02 | |||||
Manganese | 0.18 * | 0.13 | −0.03 | 0.22 * | 0.15 | ||||
Potassium | 0.04 | 0.06 | 0.27 ** | 0.43 **** | −0.38 **** | 0.1 | |||
Selenium | −0.01 | 0.26 ** | 0.01 | 0.03 | 0.17 | −0.05 | −0.19 * | ||
Sodium | 0 | 0.58 **** | 0.24 ** | 0.07 | 0.27 ** | 0.19 * | −0.1 | 0.06 | |
Zinc | −0.03 | −0.04 | −0.18 * | −0.04 | 0.31 *** | 0.28 ** | −0.23 * | 0.03 | 0.02 |
β-Glucan | Calcium | Copper | Iron | Magnesium | Manganese | Potassium | Selenium | Sodium | |
---|---|---|---|---|---|---|---|---|---|
β-glucan | |||||||||
Calcium | 0.04 | ||||||||
Copper | 0.17 | −0.01 | |||||||
Iron | 0.03 | 0.26 ** | 0.27 ** | ||||||
Magnesium | 0.13 | 0.22 * | 0.49 **** | 0.34 *** | |||||
Manganese | 0.07 | 0.15 | 0.50 **** | 0.26 ** | 0.67 **** | ||||
Potassium | 0.08 | 0.1 | 0.15 | 0.04 | 0.44 **** | 0.24 ** | |||
Selenium | 0.03 | −0.02 | −0.1 | −0.02 | −0.05 | −0.16 | 0.03 | ||
Sodium | −0.21 * | −0.47 **** | 0.06 | −0.20 * | −0.17 | −0.14 | 0.01 | −0.07 | |
Zinc | −0.08 | −0.16 | −0.18 | −0.20 * | −0.41 **** | −0.28 ** | −0.25 ** | 0.19 * | 0.08 |
β-Glucan | Calcium | Copper | Iron | Magnesium | Manganese | Potassium | Selenium | Sodium | |
---|---|---|---|---|---|---|---|---|---|
β-glucan | |||||||||
Calcium | −0.31 | ||||||||
Copper | 0.03 | −0.15 | |||||||
Iron | −0.06 | −0.07 | −0.12 | ||||||
Magnesium | −0.36 * | 0.40 * | 0.38 * | 0.01 | |||||
Manganese | −0.34 * | 0.51 ** | 0.39 * | −0.08 | 0.88 **** | ||||
Potassium | −0.28 | 0.42 * | 0.26 | 0 | 0.80 **** | 0.75 **** | |||
Selenium | 0.07 | 0.01 | 0.05 | −0.85 **** | −0.19 | −0.08 | −0.15 | ||
Sodium | −0.19 | −0.05 | 0.52 ** | −0.02 | 0.14 | 0.3 | 0.18 | −0.07 | |
Zinc | 0.08 | −0.09 | 0.19 | −0.85 **** | −0.04 | −0.02 | −0.04 | 0.84 **** | −0.05 |
Genotype | β-Glucan (%) | Calcium (ppm) | Copper (ppm) | Iron (ppm) | Magnesium (ppm) | Manganese (ppm) | Potassium (ppm) | Selenium (ppm) | Sodium (ppm) | Zinc (ppm) |
---|---|---|---|---|---|---|---|---|---|---|
144,121 | 5.47 | 535.9 | 16.19 | 50.15 | 1635.18 | 17.1 | 2406.31 | 0.3 | 309.76 | 39.21 |
144,911 | 8.08 | 549.06 | 17.13 | 56.34 | 1469 | 20.23 | 2828.52 | 0.3 | 342.75 | 30.29 |
144,113 | 6.21 | 558.47 | 16.85 | 48.38 | 1742.61 | 17.3 | 3144.74 | 0.34 | 293.97 | 32.77 |
145,508 | 6.57 | 560.72 | 13.98 | 49.95 | 1452.6 | 20.01 | 2993.7 | 0.39 | 293.76 | 33.19 |
131,643 | 7.42 | 563.17 | 15.58 | 51.96 | 1686.06 | 18.43 | 2436.65 | 0.31 | 303.73 | 38.06 |
144,124 | 9.44 | 576.44 | 16.98 | 52.7 | 1656.33 | 17.76 | 2668.47 | 0.34 | 355.84 | 32.27 |
135,624 | 6.67 | 594.75 | 16.76 | 52.07 | 2639.28 | 23.16 | 1748.9 | 0.51 | 289.44 | 37.74 |
40,104 | 5.64 | 596.97 | 16.3 | 50.41 | 1683.95 | 18.08 | 2501.08 | 0.29 | 333.75 | 35.42 |
107,046 | 6.23 | 619.41 | 18.43 | 53.05 | 1648 | 21.55 | 3069.12 | 0.32 | 407.93 | 35.55 |
39,940 | 6.1 | 655.15 | 15.04 | 52.44 | 1678.84 | 18.38 | 3081.61 | 0.32 | 370.55 | 32.98 |
39859 | 7.67 | 674.37 | 18.94 | 61.14 | 2212.03 | 24.65 | 2816.08 | 0.33 | 561.14 | 53.05 |
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Elouadi, F.; Amri, A.; El-baouchi, A.; Kehel, Z.; Salih, G.; Jilal, A.; Kilian, B.; Ibriz, M. Evaluation of a Set of Hordeum vulgare subsp. spontaneum Accessions for β-Glucans and Microelement Contents. Agriculture 2021, 11, 950. https://doi.org/10.3390/agriculture11100950
Elouadi F, Amri A, El-baouchi A, Kehel Z, Salih G, Jilal A, Kilian B, Ibriz M. Evaluation of a Set of Hordeum vulgare subsp. spontaneum Accessions for β-Glucans and Microelement Contents. Agriculture. 2021; 11(10):950. https://doi.org/10.3390/agriculture11100950
Chicago/Turabian StyleElouadi, Fadwa, Ahmed Amri, Adil El-baouchi, Zakaria Kehel, Ghizlanne Salih, Abderrazek Jilal, Benjamin Kilian, and Mohammed Ibriz. 2021. "Evaluation of a Set of Hordeum vulgare subsp. spontaneum Accessions for β-Glucans and Microelement Contents" Agriculture 11, no. 10: 950. https://doi.org/10.3390/agriculture11100950
APA StyleElouadi, F., Amri, A., El-baouchi, A., Kehel, Z., Salih, G., Jilal, A., Kilian, B., & Ibriz, M. (2021). Evaluation of a Set of Hordeum vulgare subsp. spontaneum Accessions for β-Glucans and Microelement Contents. Agriculture, 11(10), 950. https://doi.org/10.3390/agriculture11100950