Table 4. Significant marker-trait associations detected under well-watered and drought stress conditions in the generative stage experiments for Barley genotypes.
Trait | Marker | Chr | Pos | LOD | FDR | Expl. Gen. Variance | Allele 1 | Allele 2 | WW Allele 1 | WW Allele 2 | WS Allele 1 | WS Allele 2 | H2 | H2se |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
DME | BOPA1_5346–1587 | 1H | 36.97 | 3.59 | 1.63E-03 | 18.00 | 2.52 | 1.90 | 3.07 | 2.28 | 1.98 | 1.53 | 0.36 | 0.09 |
SCRI_RS_182631 | 1H | 46.81 | 7.79 | 1.51E-06 | 40.52 | 2.78 | 1.81 | 3.28 | 2.19 | 2.27 | 1.42 | |||
BOPA2_12_30191 | 1H | 100.07 | 4.91 | 4.54E-02 | 29.55 | 1.98 | 2.35 | 2.33 | 2.69 | 1.63 | 2.01 | |||
BOPA2_12_11454 | 3H | 64.87 | 12.17 | 3.62E-09 | 60.75 | 1.32 | 2.41 | 1.84 | 2.82 | 0.80 | 2.00 | |||
BOPA2_12_21003 | 4H | 40.01 | 9.21 | 1.99E-07 | 45.99 | 1.49 | 2.45 | 1.94 | 2.86 | 1.03 | 2.05 | |||
Sum | 85.10 | |||||||||||||
DMEms | SCRI_RS_182631 | 1H | 46.81 | 8.52 | 1.99E-07 | 42.89 | 1.34 | 0.63 | 1.96 | 0.88 | 0.73 | 0.38 | 0.17 | 0.10 |
BOPA2_12_10689 | 2H | 89.94 | 8.60 | 1.73E-07 | 32.59 | 0.32 | 1.04 | 0.78 | 1.35 | -0.13 | 0.73 | |||
GBS6049 | 3H | 20.40 | 7.72 | 7.94E-07 | 45.60 | 0.32 | 1.06 | 0.70 | 1.39 | -0.07 | 0.73 | |||
BOPA2_12_11454 | 3H | 64.87 | 11.65 | 6.01E-09 | 55.74 | 0.28 | 1.08 | 0.71 | 1.40 | -0.16 | 0.77 | |||
BOPA1_3131–1029 | 4H | 51.42 | 11.33 | 8.49E-09 | 52.16 | 0.28 | 1.08 | 0.74 | 1.38 | -0.18 | 0.78 | |||
BOPA2_12_30226 | 4H | 76.27 | 9.60 | 5.36E-08 | 39.03 | 0.25 | 1.03 | 0.72 | 1.34 | -0.22 | 0.72 | |||
BOPA1_ABC20090-1-1-275 | 4H | 87.70 | 9.26 | 7.06E-08 | 41.78 | 0.47 | 1.15 | 0.81 | 1.51 | 0.13 | 0.78 | |||
BOPA2_12_31200 | 4H | 112.54 | 10.14 | 2.94E-08 | 47.69 | 0.29 | 1.06 | 0.66 | 1.40 | -0.08 | 0.72 | |||
SCRI_RS_157897 | 5H | 98.13 | 9.29 | 7.06E-08 | 42.07 | 1.16 | 0.50 | 1.65 | 0.70 | 0.66 | 0.29 | |||
SCRI_RS_1928 | 5H | 168.89 | 11.83 | 6.01E-09 | 50.69 | 1.42 | 0.61 | 2.11 | 0.83 | 0.72 | 0.39 | |||
GBS5031 | 6H | 77.54 | 9.09 | 8.28E-08 | 50.45 | 1.55 | 0.70 | 2.40 | 0.91 | 0.69 | 0.49 | |||
SCRI_RS_177168 | 6H | 116.01 | 10.18 | 2.94E-08 | 42.24 | 1.18 | 0.49 | 1.66 | 0.72 | 0.70 | 0.26 | |||
SCRI_RS_179528 | 7H | 20.96 | 9.07 | 8.28E-08 | 52.74 | 1.26 | 0.59 | 1.90 | 0.79 | 0.63 | 0.40 | |||
SCRI_RS_172335 | 7H | 48.44 | 8.90 | 1.05E-07 | 45.85 | 0.45 | 1.11 | 0.72 | 1.52 | 0.18 | 0.71 | |||
GBS6627 | 7H | 67.92 | 10.69 | 2.24E-08 | 55.47 | 1.61 | 0.68 | 2.51 | 0.89 | 0.70 | 0.48 | |||
Sum | 103.29 | |||||||||||||
DMEt | BOPA2_12_30191 | 1H | 100.07 | 4.91 | 4.54E-02 | 29.55 | 1.98 | 2.35 | 2.33 | 2.69 | 1.63 | 2.01 | 0.01 | 0.13 |
SCRI_RS_56976 | 1H | 52.48 | 6.67 | 6.92E-05 | 48.53 | 1.14 | 1.68 | 1.43 | 2.00 | 0.86 | 1.36 | |||
SCRI_RS_160616 | 2H | 86.86 | 6.61 | 6.92E-05 | 48.01 | 1.71 | 1.16 | 2.05 | 1.44 | 1.36 | 0.87 | |||
BOPA2_12_11454 | 3H | 64.87 | 8.09 | 3.47E-05 | 61.40 | 0.81 | 1.49 | 1.14 | 1.81 | 0.49 | 1.17 | |||
BOPA2_12_21003 | 4H | 40.01 | 6.71 | 6.92E-05 | 48.26 | 0.97 | 1.51 | 1.26 | 1.82 | 0.69 | 1.21 | |||
BOPA2_12_30930 | 5H | 126.13 | 6.84 | 6.92E-05 | 50.87 | 1.62 | 1.10 | 1.98 | 1.36 | 1.26 | 0.83 | |||
Sum | 90.09 | |||||||||||||
DM | BOPA2_12_20403 | 5H | 83.47 | 5.12 | 1.50E-02 | 21.82 | 4.94 | 5.99 | 5.86 | 6.84 | 4.02 | 5.14 | 0.00 | 0.00 |
BOPA2_12_11386 | 6H | 59.92 | 5.01 | 3.84E-02 | 15.65 | 4.84 | 5.75 | 5.90 | 6.60 | 3.78 | 4.89 | |||
Sum | 21.82 | |||||||||||||
DMEt | SCRI_RS_158234 | 7H | 68.06 | 14.75 | 9.74E-12 | 61.83 | 1.67 | 1.19 | 1.94 | 1.40 | 1.41 | 0.99 | 0.00 | 0.00 |
Sum | 61.83 | |||||||||||||
DMSt | SCRI_RS_158234 | 7H | 68.06 | 12.41 | 2.15E-09 | 48.17 | 1.95 | 1.55 | 2.30 | 1.91 | 1.60 | 1.19 | 0.00 | 0.00 |
Sum | 48.17 | |||||||||||||
DMLG | BOPA2_12_11300 | 4H | 34.56 | 4.61 | 1.32E-01 | 23.53 | 12.78 | 5.27 | 21.68 | 9.95 | 3.87 | 0.59 | 0.08 | 0.10 |
Sum | 23.53 | |||||||||||||
RDMmsDM | SCRI_RS_182631 | 1H | 46.81 | 11.53 | 2.46E-09 | 49.38 | 0.18 | 0.45 | 0.35 | 0.43 | 0.00 | 0.46 | 0.22 | 0.11 |
BOPA1_9701–925 | 2H | 113.88 | 11.63 | 2.46E-09 | 42.44 | 0.20 | 0.46 | 0.36 | 0.43 | 0.04 | 0.48 | |||
GBS5497 | 3H | 49.29 | 8.74 | 2.80E-07 | 46.16 | 0.26 | 0.49 | 0.37 | 0.43 | 0.14 | 0.56 | |||
BOPA1_3791–1525 | 3H | 87.39 | 7.81 | 1.46E-06 | 37.69 | 0.27 | 0.48 | 0.38 | 0.43 | 0.16 | 0.54 | |||
GBS5051 | 4H | 25.85 | 5.48 | 9.11E-05 | 34.44 | 0.31 | 0.52 | 0.39 | 0.42 | 0.22 | 0.62 | |||
SCRI_RS_209362 | 4H | 35.91 | 5.05 | 1.85E-04 | 29.00 | 0.57 | 0.33 | 0.43 | 0.40 | 0.70 | 0.26 | |||
SCRI_RS_169138 | 5H | 8.61 | 3.41 | 3.40E-03 | 23.75 | 0.49 | 0.33 | 0.43 | 0.40 | 0.55 | 0.26 | |||
GBS6178 | 5H | 34.24 | 5.30 | 1.20E-04 | 32.24 | 0.54 | 0.31 | 0.42 | 0.39 | 0.66 | 0.23 | |||
BOPA2_12_30067 | 5H | 121.46 | 12.21 | 1.65E-09 | 56.54 | 0.24 | 0.48 | 0.37 | 0.43 | 0.11 | 0.53 | |||
SCRI_RS_205578 | 6H | 116.15 | 12.62 | 1.29E-09 | 55.23 | 0.21 | 0.47 | 0.36 | 0.43 | 0.07 | 0.51 | |||
SCRI_RS_179528 | 7H | 20.96 | 11.50 | 2.46E-09 | 50.15 | 0.20 | 0.46 | 0.36 | 0.43 | 0.05 | 0.49 | |||
SCRI_RS_213842 | 7H | 57.93 | 11.83 | 2.46E-09 | 50.43 | 0.23 | 0.47 | 0.36 | 0.43 | 0.09 | 0.52 | |||
GBS4229 | 7H | 70.61 | 11.28 | 3.19E-09 | 56.05 | 0.23 | 0.49 | 0.36 | 0.43 | 0.09 | 0.54 | |||
BOPA1_1847–1745 | 7H | 140.86 | 3.57 | 2.58E-03 | 18.70 | 0.33 | 0.52 | 0.40 | 0.41 | 0.26 | 0.63 | |||
Sum | 95.83 | |||||||||||||
NLG | SCRI_RS_8671 | 2H | 104.60 | 4.29 | 8.12E-02 | 22.87 | 3.37 | 5.86 | 5.39 | 9.58 | 1.34 | 2.14 | 0.06 | 0.11 |
SCRI_RS_143317 | 6H | 72.24 | 4.26 | 8.12E-02 | 19.87 | 8.66 | 4.03 | 14.20 | 6.53 | 3.11 | 1.53 | |||
Sum | 48.31 | |||||||||||||
HI | SCRI_RS_198546 | 1H | 50.57 | 11.34 | 8.15E-09 | 62.60 | 0.62 | 0.31 | 0.79 | 0.25 | 0.45 | 0.38 | 0.02 | 0.09 |
SCRI_RS_127646 | 1H | 116.29 | 8.98 | 3.01E-07 | 56.03 | 0.23 | 0.58 | 0.11 | 0.75 | 0.36 | 0.41 | |||
SCRI_RS_8671 | 2H | 104.60 | 6.14 | 3.29E-05 | 57.21 | 0.62 | 0.42 | 0.79 | 0.52 | 0.46 | 0.33 | |||
BOPA1_2372–703 | 3H | 60.84 | 13.64 | 1.25E-10 | 68.79 | 0.29 | 0.60 | 0.18 | 0.80 | 0.39 | 0.40 | |||
GBS1299 | 4H | 0.78 | 5.18 | 1.57E-04 | 29.72 | 0.62 | 0.42 | 0.75 | 0.53 | 0.50 | 0.31 | |||
GBS3110 | 5H | 84.50 | 4.97 | 2.28E-04 | 31.77 | 0.73 | 0.48 | 0.85 | 0.59 | 0.62 | 0.36 | |||
GBS3671 | 5H | 92.36 | 5.00 | 2.20E-04 | 31.77 | 0.73 | 0.48 | 0.85 | 0.60 | 0.62 | 0.37 | |||
BOPA2_12_30067 | 5H | 121.46 | 5.61 | 8.08E-05 | 47.22 | 0.63 | 0.44 | 0.75 | 0.59 | 0.52 | 0.28 | |||
SCRI_RS_11024 | 5H | 168.54 | 6.55 | 1.61E-05 | 49.69 | 0.25 | 0.57 | 0.12 | 0.73 | 0.39 | 0.40 | |||
GBS4297 | 6H | 87.61 | 5.20 | 1.55E-04 | 27.54 | 0.62 | 0.42 | 0.74 | 0.52 | 0.50 | 0.31 | |||
SCRI_RS_158126 | 7H | 67.78 | 10.20 | 3.30E-08 | 62.73 | 0.59 | 0.28 | 0.78 | 0.17 | 0.40 | 0.38 | |||
SCRI_RS_158234 | 7H | 68.06 | 12.95 | 3.01E-10 | 82.09 | 0.43 | 0.37 | 0.44 | 0.36 | 0.41 | 0.38 | |||
Sum | 94.89 | |||||||||||||
Lms | GBS1779 | 1H | 46.60 | 6.77 | 4.56E-04 | 37.95 | 66.38 | 55.57 | 66.78 | 56.87 | 65.99 | 54.26 | 0.30 | 0.09 |
BOPA1_11603–445 | 1H | 61.00 | 4.34 | 9.82E-03 | 31.71 | 54.42 | 63.81 | 55.85 | 64.32 | 52.99 | 63.29 | |||
BOPA1_8889–842 | 2H | 55.38 | 4.71 | 6.99E-03 | 33.20 | 52.10 | 63.38 | 51.64 | 64.39 | 52.55 | 62.37 | |||
GBS7407 | 3H | 52.03 | 5.70 | 2.43E-03 | 25.23 | 69.61 | 57.88 | 70.76 | 58.47 | 68.45 | 57.29 | |||
SCRI_RS_206361 | 4H | 60.55 | 3.67 | 2.37E-02 | 15.13 | 58.15 | 66.18 | 58.73 | 67.15 | 57.58 | 65.20 | |||
GBS5709 | 4H | 109.04 | 4.41 | 9.52E-03 | 24.73 | 54.04 | 63.93 | 55.25 | 64.34 | 52.84 | 63.52 | |||
BOPA1_1769–545 | 6H | 17.01 | 3.15 | 4.01E-02 | 18.15 | 57.77 | 64.91 | 58.49 | 65.77 | 57.05 | 64.06 | |||
SCRI_RS_111979 | 7H | 12.75 | 4.56 | 8.20E-03 | 24.08 | 65.73 | 56.70 | 65.93 | 57.45 | 65.53 | 55.95 | |||
GBS4748 | 7H | 109.92 | 7.12 | 4.15E-04 | 44.95 | 65.67 | 54.60 | 66.95 | 54.53 | 64.38 | 54.67 | |||
Sum | 76.11 | |||||||||||||
PROL | SCRI_RS_172266 | 3H | 96.60 | 4.07 | 2.23E-02 | 15.66 | 33.71 | 20.06 | 2.11 | 1.67 | 65.31 | 38.46 | 0.01 | 0.10 |
SCRI_RS_161534 | 5H | 130.90 | 3.97 | 2.57E-02 | 13.47 | 34.53 | 20.24 | 1.76 | 1.80 | 67.30 | 38.69 | |||
GBS4530 | 7H | 131.59 | 5.79 | 9.09E-03 | 21.10 | 44.08 | 20.85 | 1.57 | 1.83 | 86.59 | 39.87 | |||
Sum | 43.92 | |||||||||||||
WSC | SCRI_RS_7517 | 2H | 72.59 | 3.92 | 2.15E-01 | 19.11 | 304.74 | 219.99 | 329.10 | 236.96 | 280.38 | 203.01 | 0.15 | 0.12 |
SCRI_RS_195137 | 4H | 18.48 | 4.91 | 6.68E-02 | 24.01 | 302.77 | 217.51 | 312.39 | 236.32 | 293.16 | 198.71 | |||
Sum | 37.12 |
Refer to Table 1 for all acronyms and units. Allele represents the average marker population value. WW allele 1 and 2: means of the populations with allele 1 respectively allele 2 present under well-watered condition; DS allele 1 and 2: means of the populations with allele 1 respectively allele 2 present under drought stressed condition. Pos.: position (cM); chr.: Chromosome; H2: heritability; H2se: standard error of the broad sense heritability; LOD: log of odds; FDR: False discovery rate