Estimation of Heterosis and the Combining Ability Effect for Yield and Its Attributes in Field Pea (Pisum sativum L.) Using PCA and GGE Biplots
Abstract
:1. Introduction
2. Materials and Methods
2.1. Experimental Material, Design, Layout, and Experimental Site (Geography and Climate)
2.2. Data Collection and Statistical Analysis
3. Results
3.1. Line × Tester Analysis
3.1.1. ANOVA for Line × Tester Analysis
3.1.2. General Combining Ability (GCA) Effects of Parents
3.1.3. Specific Combining Ability (SCA) Effects of Crosses
3.1.4. Heterosis (heterobeltiosis) Analysis
3.2. Graphical Analysis and Presentation
3.2.1. PCA-Biplot Analysis for Line × Tester Analysis
3.2.2. GGE Biplot Analysis for Line × Analysis
4. Discussion
5. Conclusions
Author Contributions
Funding
Data Availability Statement
Acknowledgments
Conflicts of Interest
Abbreviations
References
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Genotype | Salient Features |
---|---|
Lines | |
Pant P-243 | Tall, early, rust tolerant |
DDR-23 | Dwarf, early maturity |
HFP 715 | Dwarf, early maturity, high yielding, leaflet less and powdery mildew Resistant |
IPF 14-13 | Medium tall, rust resistant, late flowering and maturity |
IPF 14-16 | Tall, rust resistant and high yielding |
RFP 2009-2 | Dwarf, rust and PM resistance, early flowering and maturity |
Pant P-200 | Dwarf, rust and powdery mildew resistant |
RFPG 79 | More number of primary, and secondary branches and, Ascochyta blight and powdery mildew resistant |
Aman | Tall tendril type, late maturing, and high yielding |
Testers | |
HFP 1545 | Dwarf, early flowering, high yielding |
HFP 1426 | Late maturity, more number of pods and, high yielding |
GP02/1108 | Dwarf with short inter-nodal length, more nodes, and pods, small pods, blue green foliage with pinkish flowers, poor seed yield, and quality |
Characters | d.f. | DF | DM | NPB | NSB | NN | Ht. of the First Pod | PH | 100-SW | NPP | NSP | BY | SYP | HI |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Rep. | 2 | 0.18 | 11.61 ** | 0.60 ** | 0.34 | 13.20 ** | 138.64 ** | 96.44 | 0.91 * | 1.56 | 0.22 | 1.482 | 3.309 | 20.07 |
Treat. | 38 | 30.29 ** | 20.95 ** | 0.25 ** | 1.34 ** | 4.52 ** | 373.81 ** | 1978.30 ** | 4.17 ** | 99.70 ** | 0.77 ** | 183.41 ** | 46.43 ** | 105.03 ** |
i. Parents | 11 | 39.04 ** | 27.35 ** | 0.20 * | 1.36 ** | 6.48 ** | 367.91 ** | 1688.45 ** | 5.91 ** | 82.86 ** | 0.94 ** | 206.40 ** | 20.46 ** | 88.16 ** |
ii.Crosses | 26 | 25.47 ** | 18.87 ** | 0.20 ** | 1.22 ** | 3.80 ** | 368.94 ** | 1993.49 ** | 2.84 ** | 89.14 ** | 0.65 ** | 114.72 ** | 23.83 ** | 61.34 ** |
ii.a. due to lines | 8 | 38.37 ** | 29.85 ** | 0.11 | 1.58 ** | 7.59 ** | 318.62 ** | 1528.08 ** | 5.53 ** | 82.83 ** | 0.80 ** | 214.11 ** | 19.32 ** | 104.76 ** |
ii.b. due to tester | 2 | 53.44 ** | 31.44 ** | 0.64 ** | 0.28 | 0.44 | 91.00 ** | 114.11 * | 9.28 ** | 18.32 | 1.90 ** | 100.24 ** | 23.72 ** | 10.98 |
iii.c. line × tester | 1 | 15.56 ** | 1.33 | 0.44 | 1.81 * | 9.60 * | 1316.00 ** | 6120.08 ** | 2.16 * | 212.24 ** | 0.11 | 356.98 ** | 23.07 * | 109.67 ** |
Parents vs. crosses | 1 | 59.59 ** | 4.65 * | 2.02 ** | 4.06 ** | 1.73 | 565.25 ** | 4771.44 ** | 19.50 ** | 559.41 ** | 2.16 ** | 1716.71 ** | 919.7 ** | 1426.39 ** |
Error | 76 | 0.26 | 0.69 | 0.73 | 0.17 | 1.14 | 11.72 | 36.33 | 0.2 | 10.46 | 0.1 | 7.6 | 1.98 | 8.47 |
Characters | DF | DM | NPB | NSB | NN | Ht. of the First Pod | PH | 100-SW | NPP | NSP | BY | SYP | HI |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Lines | |||||||||||||
Pant P-243 | 0.185 | −0.568 | −0.146 | −0.081 | 0.198 | 6.654 ** | 13.914 ** | −0.381 * | −1.965 | −0.244 * | 0.738 | −0.862 | −4.069 ** |
DDR-23 | −2.148 ** | −2.457 ** | 0.188 * | 0.096 | 1.420 ** | −12.457 ** | −29.086 ** | −1.627 ** | −6.832 ** | 0.044 | −2.637 ** | 0.564 | 6.472 ** |
HFP 715 | 1.185 ** | −1.123 ** | 0.268 ** | −0.593 ** | 1.425 ** | −12.235 ** | −30.642 ** | 0.707 ** | 3.299 * | 0.422 ** | −4.057 ** | 2.540 ** | 2.772 ** |
IPF 14-13 | 0.852 ** | 1.543 ** | −0.127 | −0.348 * | −0.247 | 7.654 ** | 23.691 ** | 0.502 ** | −0.432 | −0.200 | 1.076 | −0.795 | −4.287 |
IPF 14-16 | −0.259 | 0.099 | −0.262 ** | 0.141 | −1.420 ** | 8.654 ** | 17.914 ** | 0.529 ** | 3.546 ** | 0.067 | 7.368 ** | 2.509 ** | −3.054 |
RFP 2009-2 | −1.926 ** | −1.457 ** | −0.252 ** | −0.348 * | −0.869* | −10.012 ** | −25.198 ** | 0.086 | −3.632 ** | 0.267 * | −7.684 ** | −4.907 ** | 1.868 |
Pant P-200 | −1.481 ** | −0.123 | −0.101 | −0.123 | −0.958 * | −10.457 ** | −24.309 ** | 0.325 * | −4.810 ** | 0.111 | −4.804 ** | −3.925 ** | 1.468 |
RFPG 79 | 0.407 * | 1.210 * | 0.254 ** | 0.785 ** | 0.953 * | 10.654 ** | 27.136 ** | 0.034 | 9.879 ** | −0.467 ** | 2.391 * | 0.590 | −1.964 * |
Aman | 3.185 ** | 2.877 ** | 0.165 | 0.474 ** | −0.491 | 11.543 ** | 26.580 ** | −0.175 | 1.146 | 0.000 | 7.609 ** | 4.166 ** | 0.793 |
Testers | |||||||||||||
HFP 1545 | −0.222 * | −0.309 | −0.560 | −0.111 | −0.351 | −2.309 ** | −5.605 ** | −0.025 | −0.973 | 0.207 * | −0.357 | 0.010 | 0.461 |
HFP 1426 | 2.444 ** | 2.358 ** | −0.057 | −0.311 ** | −0.188 | 2.951 ** | 2.691 * | −0.395 ** | −1.884 * | 0.148 * | −2.407 ** | −1.053 ** | 0.145 |
GP02/1108 | −2.222 ** | −2.049 ** | 0.615 ** | 0.422 ** | 0.538 * | −0.642 | 2.914 * | 0.420 ** | 2.857 ** | −0.356 ** | 2.763 ** | 1.043 ** | −0.605 |
Characters Crosses | DF | DM | NPB | NSB | NN | Ht. of the First Pod | PH | 100-SW | NPP | NSP | BY | SYP | HI |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Pant P-243 × HFP 1545 | −0.667 * | 0.420 | −0.062 | −0.133 | −0.649 | −1.580 | −5.506 | 0.170 | −2.96 | −0.541 ** | −0.250 | −0.268 | −0.459 |
Pant P-243 × HFP 1426 | 0.667 * | −0.580 | 0.123 | 0.467 | 0.588 | 3.494 | 6.531 * | 0.550* | 2.551 | 0.019 | 2.004 | 2.838 ** | 5.64 ** |
Pant P-243 × GP02/1108 | 0.789 | 0.160 | −0.162 | −0.333 | 0.062 | −1.914 | −1.025 | −0.719 ** | −1.590 | 0.422 * | −1.753 | −2.571 | −5.18 ** |
DDR-23 × HFP 1545 | 1.667 ** | 0.309 | 0.138 | 0.289 | −0.538 | 0.531 | 1.494 | 0.420 | −1.894 | −0.130 | 0.198 | 0.202 | 0.030 |
DDR-23 × HFP 1426 | −1.333 ** | −0.691 | 0.057 | 0.156 | 0.032 | −4.395 * | −3.136 | −0.773 | 1.751 | −0.104 | 3.695 * | 1.342 | −2.097 |
DDR-23 × GP02/1108 | −0.333 | 0.383 | −0.195 | −0.444 | 0.506 | 3.864 | 1.642 | 0.354 | −2.143 | 0.133 | −3.892 * | −1.544 | 2.067 |
HFP 715 × HFP 1545 | −0.667 * | −0.358 | 0.160 | 0.311 | −0.827 | −1.025 | 3.383 | 0.755 ** | 1.106 | −0.207 | −0.929 | −1.090 | 1.714 |
HFP 715 × HFP 1426 | −1.667 ** | −1.025 * | −0.421 ** | −0.156 | −0.723 | 0.716 | −2.914 | −0.025 | −2.783 | 0.452 * | −2.602 | −1.417 | −0.707 |
HFP 715 × GP02/1108 | 2.333 ** | 1.383 ** | 0.360 * | −0.156 | 1.551 * | 0.309 | −0.469 | −0.730 ** | 6.323 ** | −0.244 | 3.531 * | 2.807 * | −1.007 |
IPF 14-13 × HFP 1545 | −0.333 | −0.691 | 0.116 | −0.333 | 0.795 | 2.086 | −1.284 | 0.037 | −1.894 | 0.171 | −0.922 | −0.459 | 0.846 |
IPF 14-13 × HFP1426 | 2.333 ** | 0.975 | −0.099 | 0.067 | −0.901 | 3.160 | 0.753 | 0.568 * | −1.316 | 0.141 | −0.125 | 0.191 | 0.555 |
IPF 14-13 × GP02/1108 | −2.000 ** | −0.284 | −0.017 | 0.267 | −0.494 | −5.247* | 0.531 | −0.605 | 2.810 | −0.222 | 1.048 | −0.332 | −1.401 |
IPF 14-16 × HFP 1545 | 0.111 | −0.580 | −0.328 * | 0.311 | 0.528 | −3.247 | −3.173 | 0.353 | −1.138 | 0.215 | −2.000 | −0.549 | 0.907 |
IPF 14-16 × HFP 1426 | −0.222 | 0.420 | −0.143 | 0.111 | 0.699 | 5.160 * | 3.531 | −0.460 | −2.360 | −0.459 * | 2.684 | 1.907 | −0.343 |
IPF 14-16 × GP02/1108 | 0.111 | 0.160 | 0.472 ** | −0.422 | −1.227 | −1.914 | −0.358 | 0.107 | 2.499 | 0.244 | −0.683 | −0.549 | −0.563 |
RFP 2009-02 × HFP 1545 | −0.556 | 0.309 | 0.116 | 0.133 | −0.516 | 0.753 | 3.938 | 0.386 | 0.773 | 0.148 | 5.398 ** | 2.290 * | −1.042 |
RFP 2009-02 × HFP 1426 | 0.778 * | −0.025 | −0.232 | −0.267 | 0.254 | −0.506 | −3.958 | −0.533 * | 1.217 | 0.141 | −3.499 * | −3.147 ** | −5.392 ** |
RFP 2009-02 × GP02/1108 | −0.222 | −0.284 | 0.116 | 0.133 | 0.262 | −0.247 | −1.580 | 0.147 | −1.990 | −0.289 | −1.899 | 0.857 | 6.974 ** |
Pant P-200 × HFP 1545 | −0.333 | −0.025 | 0.027 | −0.289 | 0.640 | 2.531 | 5.649 | −1.069 ** | 0.617 | 0.237 | 0.244 | −0.262 | −1.482 |
Pant P-200 × HFP 1426 | 1.333 ** | −0.025 | 0.079 | 0.178 | −0.990 | −5.728 ** | −4.914 | −0.242 | −0.938 | 0.163 | 0.428 | 1.411 | 4.91 ** |
Pant P-200 × GP02/1108 | −1.000 ** | 0.049 | −0.106 | 0.111 | −0.049 | 3.198 | 0.864 | 1.312 ** | 0.321 | −0.400 * | −0.672 | −1.149 | −3.432 * |
RFPG 79 × HFP 1545 | −1.222 ** | −0.025 | −0.128 | 0.333 | 0.862 | −2.247 | −3.395 | −0.498 | 6.728 ** | 0.548 ** | 2.907 | 0.617 | −2.020 |
RFPG 79 × HFP 1426 | 1.778 ** | 0.309 | 0.457 ** | −0.067 | 0.499 | 3.494 | 5.642 * | −0.161 | −3.560 | −0.393 * | −0.823 | −0.377 | 0.077 |
RFPG 79 × GP02/1108 | 0.556 | −0.284 | −0.328 * | −0.267 | 1.360 * | −1.247 | −2.247 | 0.660 * | −5.168 * | −0.156 | −2.083 | −0.240 | 1.943 |
Aman × HFP 1545 | 2.000 ** | 0.642 | −0.040 | −0.622 * | −0.994 | 2.198 | 0.494 | −0.553 * | −3.338 | −0.452 * | −4.645 ** | −1.783 * | 1.506 |
Aman × HFP 1426 | −3.667 ** | 0.642 | 0.079 | −0.489 | −1.457 * | −5.395 ** | −3.136 | 1.078 ** | 0.040 | 0.141 | −2.161 | −1.937 * | −2.111 |
Aman × GP02/1108 | 1.667 ** | −1.284 ** | −0.04 | 1.111 ** | 0.751 | 3.198 | 2.642 | −0.525 * | 6.299 ** | 0.421 * | 6.085 ** | 3.270 ** | 0.605 |
Characters | DF | DM | NPB | NSB | NN | Ht. of the First Pod | PH | 100-SW | NPP | NSP | BY | SYP | HI | |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Variances | ||||||||||||||
σ2GCA | 0.78 | 1.911 | 0.002 | 0.114 | 0.225 | 0.030 | 25.532 | 0.043 | 4.078 | 0.018 | −1.467 | 0.291 | 1.739 | |
σ2SCA | 5.1 | 2.224 | 0.38 | 0.107 | 0.129 | 143.030 | 754.335 | 0.859 | 14.941 | 0.104 | 38.618 | 5.928 | 14.124 | |
σ2GCA/σ2SCA | 0.153 | 0.859 | 0.005 | 1.065 | 1.744 | 0.0002 | 0.034 | 0.050 | 0.273 | 0.173 | −0.038 | 0.049 | 0.123 | |
σ2D | 5.1 | 2.224 | 0.038 | 0.107 | 0.129 | 143.030 | 754.335 | 0.859 | 14.941 | 0.104 | 38.618 | 5.928 | 14.124 | |
σ2A | 1.567 | 3.822 | 0.004 | 0.227 | 0.451 | 0.060 | 51.065 | 0.085 | 8.156 | 0.036 | −29.33 | 0.582 | 3.477 | |
(σ2D/σ2A)−1/2 | 3.254 | 0.582 | 9.50 | 0.471 | 0.286 | 2383.833 | 14.772 | 10.106 | 1.832 | 2.889 | −1.317 | 10.185 | 4.062 |
Sr. No. | Characters | Lines | Testers | Crosses |
---|---|---|---|---|
1 | Days to 50% flowering | DDR-23, RFP 2009-2, Pant P-200 | HFP 1545, GP02/1108 | Pant P-243 × HFP 1545, DDR-23 × HFP 1426, HFP 715 × HFP 1545, HFP 715 × HFP 1426, IPF 14-13 × GP02/1108, Pant P-200 × GP02/1108, RFPG 79 × HFP1545,Aman × HFP 1426 |
2 | Days to maturity | DDR-23, HFP 715, RFP 2009-2 | GP0 2/1108 | HFP 715 × HFP 1426, Aman × GP02/1108 |
3 | Number of primary branches per plant | DDR-23, HFP 715 RFPG 79 | GP02/1108 | HFP 715 × GP02/1108, IPF 14-16 × GP02/1108, RFPG 79 × HFP 1426 |
4 | Number of secondary branches per plant | RFPG 79, Aman | GP02/1108 | Aman × GP02/1108 |
5 | Number of nodes per plant | DDR-23, HFP 715, RFPG 79 | GP02/1108 | HFP 715 × GP02/1108, RFPG 79 × GP02/1108 |
6 | Height of first pod (cm) | Pant P-243, IPF 14-13, IPF 14-16, RFPG 79, Aman | HFP 1426 | IPF 14-16 × HFP 1426 |
7 | Plant height (cm) | DDR-23, HFP 715 RFP 2009-2, Pant P-200 | HFP 1545 | - |
8 | 100-seed weight (g) | HFP 715, IPF 14-13, IPF 14-16, Pant P-200 | GP02/1108 | Pant P-243 × HFP 1426, HFP 715 × HFP 1545, IPF-14-13 × HFP1426, PantP-200 × GP02/1108, RFPG 79 × GP02/1108, Aman × HFP 1426 |
9 | Number of pods per plant | HFP 715, IPF 14-16, RFPG 79 | GP02/1108 | HFP 715 × GP02/1108, RFPG 79 × HFP 1545, Aman × GP02/1108 |
10 | Number of seeds per plant | HFP 715, RFP 2009-2 | HFP 1545, HFP 1426 | Pant P-243 × GP02/1108, HFP 715 × HFP 1426, RFPG 79 × HFP 1545 and Aman × GP02/1108 |
11 | Biological yield per plant (g) | IPF 14-16, RFPG 79, Aman | GP02/1108 | DDR-23 × HFP 1426, HFP 715 × GP02/1108, RFP 2009-02 × HFP 1545, Amanx GP02/1108 |
12 | Seed yield per plant (g) | HFP 715, IPF 14-16, Aman | GP02/1108 | Pant P-243 × HFP 1426, HFP 715 × GP02/1108, RFP 2009-02 × HFP 1545, Aman × GP02/1108 |
13 | Harvest index (%) | DDR-23, HFP 715 | - | Pant P-243 × HFP 1426, RFP 2009-02 × GP02/1108, Pant P-200 × HFP 1426 |
Characters | DF | DM | NPB | NSB | NN | Ht. of the First Pod | PH | 100-SW | NPP | NSP | BY | SYP | HI | |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Crosses | ||||||||||||||
Pant P-243 × HFP 1545 | −1.76 ** | −1.07 | −2.56 | −19.05 | −6.97 | 3.31 | −4.58 | 3.33 | 10.78 | −14.29 ** | 30.89 ** | 30.15 ** | −0.61 | |
Pant P-243 × HFP 1426 | −2.08 ** | −1.32 * | 0.00 | 9.52 | 3.48 | 28.93 ** | 20.83 ** | 11.34 ** | 29.90 | −6.25 | 50.44 ** | 82.01 ** | 10.46 * | |
Pant P-243 × GP02/1108 | −3.52 ** | −0.27 | 15.62 | 4.76 | 4.98 | 6.61 | 11.67 | −12.03 ** | 32.99* | 2.86 | 56.95 ** | 4.04 ** | −7.37 | |
DDR-23 × HFP 1545 | −0.45 | −2.67 ** | 17.95 * | 160.00 ** | −9.61 | −5.13 | −6.20 | −3.18 | 11.76 | 1.30 | 19.09 * | 46.92 ** | 20.26 ** | |
DDR-23 × HFP 1426 | −7.50 ** | −2.89 ** | 10.26 | 110.00 * | −4.80 | −14.77 | 2.33 | −5.26 * | 49.61 ** | −5.00 | 76.54 ** | 105.50 ** | 15.04 ** | |
DDR-23 × GP02/1108 | −1.86 ** | −0.55 | 8.11 | 53.33 | 3.06 | 14.10 | 13.95 | −13.02 ** | 67.97 ** | 20.00 ** | 69.19 ** | 101.82 ** | 22.33 ** | |
HFP 715 × HFP 1545 | −3.0 ** | −2.14 ** | 5.13 | 77.78 | −5.41 | −12.50 | −0.81 | 6.21 ** | −2.78 | 5.19 | 8.82 | 29.27 * | 19.17 ** | |
HFP 715 × HFP 1426 | −3.75 ** | −2.11 ** | −17.95 * | 0.00 | −3.24 | 3.41 | 5.79 | −0.77 | −14.44 | 8.75 | 32.13 * | 50.55 ** | 11.52 * | |
HFP 715 × GP02/1108 | −1.72 ** | −1.61 ** | 11.11 | 13.33 | 23.76 ** | −1.25 | 12.40 | −5.87 ** | 7.22 | 2.74 | 90.79 ** | 134.48 ** | 18.47 ** | |
IPF 14-13 × HFP 1545 | −5.83 ** | −0.27 | 7.69 | −60.00 ** | 2.54 | 3.73 | 7.97 | 8.23 ** | −17.92 | −1.30 | −3.53 | 21.24 * | 1.78 | |
IPF 14-13 × HFP1426 | 0.83 | 1.58 ** | −5.13 | −48.00 * | −4.57 | 17.91 ** | 20.32 ** | 19.52 ** | −17.69 | −5.00 | −7.30 | 15.44 | −1.01 | |
IPF 14-13 × GP02/1108 | −10.42 ** | −1.07 | 0.00 | 8.00 | −0.51 | −8.96 | 20.32 ** | −6.33 ** | 12.26 | −8.70 | 11.75 | 30.68 ** | 0.99 | |
IPF 14-16 × HFP 1545 | 0.00 | −1.34 * | −7.69 | 92.86 * | −13.33 * | −15.44 ** | −2.75 | 1.50 | 36.93 * | 6.49 | 39.28 ** | 57.47 ** | 4.61 | |
IPF 14-16 × HFP 1426 | −3.75 ** | 0.00 | −5.13 | 50.00 | −11.25 | 12.08 | 14.90 * | −5.60 * | 34.90 * | −11.25 * | 49.10 ** | 119.84 ** | −0.29 | |
IPF 14-16 × GP02/1108 | −2.68 ** | −1.35 * | 30.56 ** | 60.00 | −18.75 ** | −9.40 | 10.59 | −2.10 | 78.19 ** | 13.85 * | 55.83 ** | 125.22 ** | 5.85 | |
RFP 2009-02 × HFP 1545 | −4.82 ** | −1.87 ** | 5.13 | 70.00 | −6.49 | −2.38 | 2.19 | 6.79 ** | 5.92 | 2.44 | 19.71 * | 32.92 ** | 8.74 | |
RFP 2009-02 × HFP 1426 | −4.58 ** | −1.58 ** | −12.82 | −20.00 | 1.08 | 6.82 | 6.57 | −1.55 | 3.74 | 1.22 | 2.82 | 0.35 | −2.43 | |
RFP 2009-02 × GP02/1108 | −7.02 ** | −2.96 ** | 21.21 * | 66.67 | 13.14 | 0.00 | 8.76 | −4.40 * | 10.90 | −15.85 ** | 39.97 ** | 72.09 ** | 23.66 ** | |
Pant P-200 × HFP 1545 | −3.95 ** | −1.07 | 2.56 | 7.69 | 2.16 | 2.38 | 0.70 | −0.15 | 4.58 | 3.75 | 10.54 | 20.81 * | 1.99 | |
Pant P-200 × HFP 1426 | −3.33 ** | −0.53 | 0.00 | 38.46 | −6.49 | −12.50 | −0.70 | 9.88 ** | −1.74 | 1.25 | 13.46 | 29.68 * | 14.44 ** | |
Pant P-200 × GP02/1108 | −7.46 ** | −1.08 | 8.82 | 86.67 * | 6.08 | 10.71 | 11.97 | 3.62 | 29.51 | −18.75 ** | 31.54 ** | 25.47 * | −4.18 | |
RFPG 79 × HFP 1545 | −7.11 ** | −3.36 ** | 7.50 | −11.90 | 8.33 | −2.17 | 11.34 | −4.96 * | 27.09 ** | 2.60 | −5.66 | 18.07* | 0.59 | |
RFPG 79 × HFP 1426 | −0.42 | −1.03 | 25.00 ** | −33.33 * | 6.86 | 21.74 ** | 32.39 ** | −5.17 * | −0.40 | 20.00 ** | 20.29 ** | 3.83 | 2.98 | |
RFPG 79 × GP02/1108 | −8.79 ** | −4.91 ** | −2.50 | −14.29 | −1.47 | 3.62 | 23.08 ** | −1.77 | 2.99 | 0.00 | −10.40 | 19.29 * | 14.28 * | |
Aman × HFP 1545 | −3.23 ** | −2.06 ** | 10.26 | −5.26 | −9.00 | 2.03 | −2.73 | −0.04 | −9.56 | −7.79 | −2.30 | 40.33 ** | 14.37 ** | |
Aman × HFP 1426 | −6.85 ** | 0.00 | 10.26 | −10.53 | −9.00 | −2.70 | 2.05 | 9.23 ** | 0.00 | −1.25 | −1.09 | 30.96 ** | 4.21 | |
Aman × GP02/1108 | −6.05 ** | −4.88 ** | 7.69 | 173.68 ** | 5.50 | 7.43 | 8.19 | −9.74 ** | 31.01 * | 7.25 | 38.45 ** | 90.64 ** | 17.61 ** |
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Sharma, A.; Yadav, R.; Sheoran, R.; Kaushik, D.; Mohanta, T.K.; Sharma, K.; Yadav, A.; Dhanda, P.S.; Kaushik, P. Estimation of Heterosis and the Combining Ability Effect for Yield and Its Attributes in Field Pea (Pisum sativum L.) Using PCA and GGE Biplots. Horticulturae 2023, 9, 256. https://doi.org/10.3390/horticulturae9020256
Sharma A, Yadav R, Sheoran R, Kaushik D, Mohanta TK, Sharma K, Yadav A, Dhanda PS, Kaushik P. Estimation of Heterosis and the Combining Ability Effect for Yield and Its Attributes in Field Pea (Pisum sativum L.) Using PCA and GGE Biplots. Horticulturae. 2023; 9(2):256. https://doi.org/10.3390/horticulturae9020256
Chicago/Turabian StyleSharma, Amit, Rajesh Yadav, Ravika Sheoran, Deepak Kaushik, Tapan Kumar Mohanta, Kartik Sharma, Alpa Yadav, Parmdeep Singh Dhanda, and Prashant Kaushik. 2023. "Estimation of Heterosis and the Combining Ability Effect for Yield and Its Attributes in Field Pea (Pisum sativum L.) Using PCA and GGE Biplots" Horticulturae 9, no. 2: 256. https://doi.org/10.3390/horticulturae9020256
APA StyleSharma, A., Yadav, R., Sheoran, R., Kaushik, D., Mohanta, T. K., Sharma, K., Yadav, A., Dhanda, P. S., & Kaushik, P. (2023). Estimation of Heterosis and the Combining Ability Effect for Yield and Its Attributes in Field Pea (Pisum sativum L.) Using PCA and GGE Biplots. Horticulturae, 9(2), 256. https://doi.org/10.3390/horticulturae9020256