Phenotypic Variability of Root System Architecture Traits for Drought Tolerance among Accessions of Citron Watermelon (Citrullus lanatus var. citroides (L.H. Bailey)
Abstract
:1. Introduction
2. Results
2.1. Gravimetric Water
2.2. Root Growth of Citron Watermelon Accessions under Non-Stress and Water Stress Conditions
2.3. ANOVA Showing Accession, Water Regime and Their Interactions on Root and Shoot Traits of Citron Watermelon
2.4. Pearson Correlation Analysis Showing Associations of RSA Traits among Citron Watermelon Accessions under Non-Stressed and Water-Stressed Conditions
2.5. Principal Component Analysis (PCA) for Root System Architecture of Citron Watermelon Accessions Evaluated under Non-Stressed and Water-Stressed Conditions
2.6. Root Vigour (Foraging Capacity) of Citron Watermelon Accessions under Water Stress Conditions
3. Discussion
4. Materials and Methods
4.1. Plant Material
4.2. Fabrication Rhizotron Prototype
4.3. Growth Substrate Selection
4.4. Experimental Design and Growth Conditions
4.5. Image Acquisition
4.6. Image Analysis and Data Collection
4.7. Statistical Analysis
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Acknowledgments
Conflicts of Interest
References
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RSW (cm day−1) | RSD (cm day−1) | CHA (cm2 day−1) | TRL (cm day−1) | RBC (branch/day) | LA (cm2 day−1) | |||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
Accession | NS | WS | NS | WS | NS | WS | NS | WS | NS | WS | NS | WS |
WWM-09 | 0.285 c | 0.314 d | 1.016 b | 1.278 a | 66.743 ab | 78.593 b | 2.192 bc | 2.325 b | 1.746 f | 1.800 e | 2.578 a | 0.762 b |
WWM-15 | 0.191 h | 0.284 g | 0.859 c | 0.889 d | 39.172 e | 40.728 e | 1.670 e | 1.779 d | 1.263 b | 1.298 b | 1.909 d | 0.278 e |
WWM-37(2) | 0.273 e | 0.325 c | 0.909 c | 1.102 c | 58.729 c | 68.341 c | 2.499 a | 2.207 c | 1.293 bc | 1.432 c | 2.379 b | 0.788 b |
WWM-39 | 0.236 g | 0.298 e | 1.047 ab | 1.141 bc | 48.044 d | 60.276 d | 2.207 bc | 2.144 c | 1.475 de | 1.482 c | 1.731 e | 0.667 c |
WWM-41(A) | 0.338 b | 0.430 a | 1.045 ab | 1.152 bc | 60.933 bc | 79.814 b | 2.228 b | 2.362 ab | 1.507 e | 1.677 d | 1.987 c | 0.896 a |
WWM-46 | 0.189 h | 0.296 e | 0.693 d | 0.875 d | 29.129 f | 40.474 e | 1.557 f | 1.724 d | 1.085 a | 1.197 a | 1.745 e | 0.277 e |
WWM-64 | 0.252 f | 0.221 h | 0.908 c | 0.896 d | 27.663 f | 37.138 e | 1.783 d | 1.745 d | 1.322 c | 1.317 b | 1.950 cd | 0.403 d |
WWM-68 | 0.280 d | 0.292 f | 0.845 c | 0.877 d | 31.715 f | 41.477 e | 1.553 f | 1.779 d | 1.453 d | 1.319 b | 1.268 f | 0.804 b |
WWM-76 | 0.386 a | 0.403 b | 1.120 a | 1.250 ab | 71.403 a | 91.609 a | 2.139 c | 2.463 a | 1.832 g | 1.615 d | 1.783 e | 0.894 a |
Mean | 0.270 | 0.318 | 0.938 | 1.051 | 48.170 | 59.828 | 1.981 | 2.057 | 1.442 | 1.460 | 1.926 | 0.641 |
LSD | 3.431 × 10−3 | 0.003 | 0.086 | 0.120 | 6.124 | 7.376 | 0.086 | 0.100 | 0.051 | 0.069 | 0.067 | 0.051 |
CV (%) | 0.700 | 0.600 | 5.300 | 6.700 | 7.400 | 7.200 | 2.500 | 2.900 | 2.100 | 2.700 | 2.100 | 4.700 |
p-value | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 |
Source of Variation | d.f | RSW | RSD | CHA | TRL | RBC | TRV | LA | LN |
---|---|---|---|---|---|---|---|---|---|
Accession (A) | 8 | 25.763 ** | 117.558 ** | 1.640 × 106 ** | 578.406 ** | 183.560 ** | 1.060 ** | 4.383 × 102 ** | 6.292 |
Water Condition (WC) | 1 | 6.001 ** | 48.964 ** | 8.952 × 105 ** | 106.145 ** | 150 ** | 2.212 ** | 1.665 × 104 ** | 280.167 * |
A × WC | 8 | 1.545 ** | 5.107 ** | 3.152 × 104 ** | 29.877 ** | 12.625 ** | 0.163 ** | 1.255 × 102 ** | 3.792 * |
Residual | 36 | 0.025 | 0.051 | 131.900 | 0.018 | 0.093 | 0.023 | 4.138 × 10−2 | 1.847 |
Source of Variation | d.f | FSRL | SRA | RDM | SDM | RSM | RMR | SMR | RTD |
Accession (A) | 8 | 1.892 ** | 141.800 ns | 2.875 ** | 0.296 ** | 0.693 ** | 0.015 ** | 0.015 ** | 0.520 ** |
Water Condition (WC) | 1 | 0.056 | 197.100 ns | 22.970 ** | 27.549 ** | 5.771 ** | 0.135 ** | 0.135 ** | 11.447 ** |
A × WC | 8 | 0.048 ** | 130.400 * | 1.443 ** | 0.330 ** | 0.073 * | 8.489 × 10−4 | 8.489 × 10−4 ** | 0.388 ** |
Residual | 36 | 0.007 | 379.700 | 0.056 | 0.016 | 0.027 | 5.185 × 10−4 | 5.185 × 10−4 | 0.045 |
Below Ground | Above Ground | Allometry | ||||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Accession | RSW | RSD | CHA | TRL | RBC | TRV | FSRL | SRA | LA | LN | RDM | SDM | RSM | RMR | SMR | RTD |
WWM-09 | 10.940 c | 38.410 a | 2102 c | 75.230 a | 48 a | 2.423 b | 2.618 b | 58.120 a | 28.600 d | 6.000 ab | 2.097 a | 0.822 cd | 2.558 a | 0.718 a | 0.281 e | 0.866 bc |
WWM-15 | 8.350 g | 27.050 f | 1129 f | 53.250 g | 35 g | 1.450 d | 1.163 f | 58.470 a | 14.170 h | 4.000 c | 0.989 e | 0.711 de | 1.393 d | 0.582 e | 0.418 a | 0.683 cde |
WWM-37(2) | 10.400 d | 33.030 e | 1718 d | 66.510 d | 38 e | 2.697 ab | 2.285 c | 71.700 a | 30.740 c | 4.000 c | 1.355 d | 0.747 de | 1.827 bc | 0.645 bcd | 0.355 bcd | 0.504 e |
WWM-39 | 9.450 e | 34.010 d | 1606 e | 64.720 e | 42 d | 1.983 c | 2.483 b | 61.900 a | 24.690 e | 5.000 bc | 1.916 b | 0.960 b | 2.005 b | 0.666 b | 0.334 d | 0.975 b |
WWM-41(A) | 12.600 b | 34.820 c | 2193 b | 71.730 c | 43 c | 2.401 b | 1.899 d | 55.670 a | 35.430 a | 5.000 bc | 1.747 c | 0.900 bc | 1.976 b | 0.663 bc | 0.338 cd | 0.733 cd |
WWM-46 | 8.720 f | 25.820 h | 1126 f | 51.180 h | 33 h | 1.315 d | 1.531 e | 65.670 a | 11.360 i | 5.000 bc | 1.258 d | 0.771 cde | 1.648 bcd | 0.620 cde | 0.380 abc | 0.969 b |
WWM-64 | 7.620 h | 26.620 g | 1014 g | 53.030 g | 35 g | 1.493 d | 1.849 d | 55.670 a | 18.600 g | 7.000 a | 1.888 b | 1.293 a | 1.466 cd | 0.594 e | 0.407 a | 1.279 a |
WWM-68 | 8.270 g | 26.950 f | 1114 f | 55.070 f | 36 f | 1.928 c | 1.570 e | 63.030 a | 21.070 f | 5.000 bc | 1.233 d | 0.780 cde | 1.585 cd | 0.613 de | 0.387 ab | 0.641 de |
WWM-76 | 13.940 a | 36.990 b | 2579 a | 75.800 a | 45 b | 2.912 a | 2.888 a | 61.900 a | 31.730 b | 5.000 bc | 1.709 c | 0.681 e | 2.535 a | 0.716 a | 0.285 e | 0.589 de |
l.s.d | 0.120 | 0.236 | 22.280 | 0.278 | 0.572 | 0.292 | 0.137 | 33.130 | 0.100 | 1.715 | 0.122 | 0.120 | 0.354 | 0.041 | 0.041 | 0.180 |
CV (%) | 0.700 | 0.400 | 0.800 | 0.300 | 0.800 | 8.200 | 3.900 | 31.500 | 0.200 | 19.600 | 4.500 | 8.200 | 10.900 | 3.700 | 6.700 | 13.100 |
p-value | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | 0.984 | <0.001 | 0.045 | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 |
Below Ground | Above Ground | Allometry | ||||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Accession | RSW | RSD | CHA | TRL | RBC | TRV | FSRL | SRA | LA | LN | RDM | SDM | RSM | RMR | SMR | RTD |
WWM-09 | 9.875 c | 33.620 b | 1928 b | 70.990 b | 50 b | 1.753 bc | 2.458 bc | 65.470 a | 76.410 a | 11.000 ab | 4.489 b | 2.884 a | 1.553 ab | 0.608 ab | 0.392 ef | 2.584 a |
WWM-15 | 6.411 g | 25.860 f | 1020 f | 49.970 g | 39 f | 1.541 cd | 1.106 f | 60.600 a | 57.880 e | 7.000 e | 1.852 e | 2.042 bc | 0.905 g | 0.475 f | 0.525 a | 1.219 de |
WWM-37(2) | 9.889 c | 31.260 d | 1594 d | 71.720 a | 36 i | 1.837 b | 2.611 b | 62.430 a | 71.820 b | 9.000 cd | 2.061 de | 1.800 c | 1.142 def | 0.533 de | 0.467 bc | 1.137 e |
WWM-39 | 8.448 e | 31.330 d | 1337 e | 66.480 d | 45 d | 1.596 bcd | 2.353 bc | 45.470 a | 55.240 g | 9.000 de | 2.735 c | 2.172 b | 1.266 cd | 0.558 cd | 0.442 cd | 1.717 cd |
WWM-41(A) | 12.132 b | 32.350 c | 1702 c | 67.520 c | 46 c | 1.809 b | 1.724 d | 66.600 a | 63.470 c | 10.000 bc | 2.695 c | 2.291 b | 1.169 de | 0.538 de | 0.462 bc | 1.502 cde |
WWM-46 | 7.053 f | 23.040 g | 872 h | 48.060 i | 37 h | 1.265 e | 1.793 d | 53.030 a | 50.330 h | 10.000 bc | 2.508 cd | 1.844 c | 1.370 bc | 0.577 bc | 0.423 de | 1.992 bc |
WWM-64 | 8.958 d | 28.770 e | 812 h | 52.140 f | 38 g | 1.369 de | 1.884 d | 45.300 a | 56.730 f | 9.000 cd | 2.129 cde | 2.247 b | 0.950 fg | 0.486 f | 0.514 a | 1.555 cde |
WWM-68 | 8.644 de | 25.420 f | 920 g | 48.750 h | 41 e | 1.596 bcd | 1.520 e | 61.870 a | 39.870 i | 11.000 ab | 2.343 cde | 2.224 b | 1.050 efg | 0.512 ef | 0.488 ab | 1.466 cde |
WWM-76 | 12.879 a | 34.910 a | 2078 a | 65.660 e | 54 a | 2.193 a | 2.837 a | 56.970 a | 60.720 d | 12.000 a | 5.118 a | 3.007 a | 1.704 a | 0.630 a | 0.370 f | 2.355 ab |
l.s.d | 0.367 | 0.496 | 16.730 | 0.161 | 0.467 | 0.228 | 0.155 | 33.710 | 0.483 | 1.715 | 0.560 | 0.288 | 0.185 | 0.037 | 0.037 | 0.481 |
CV (%) | 2.300 | 1.000 | 0.700 | 0.200 | 0.600 | 8.000 | 4.500 | 34.200 | 0.500 | 10.300 | 11.300 | 7.400 | 8.700 | 4.000 | 4.800 | 16.300 |
p-value | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | 0.842 | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 |
Traits | RSW | RSD | CHA | TRL | RBC | TRV | FSRL | SRA | LA | LN | RDM | SDM | RSM | RMR | SMR | RTD |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
RSW | 1 | 0.83 ** | 0.98 ** | 0.90 ** | 0.78 ** | 0.85 ** | 0.69 * | −0.02 ns | 0.82 ** | −0.16 ns | 0.37 ns | −0.39 ns | 0.82 ** | 0.83 ** | −0.82 ** | −0.49 ns |
RSD | 0.83 ** | 1 | 0.93 ** | 0.99 ** | 0.97 ** | 0.86 ** | 0.87 ** | −0.06 ns | 0.85 ** | 0.01 ns | 0.66 * | −0.22 ns | 0.93 ** | 0.94 ** | −0.94 ** | −0.31 ns |
CHA | 0.80 ** | 0.90 ** | 1 | 0.97 ** | 0.89 ** | 0.89 ** | 0.79 ** | −0.06 ns | 0.86 ** | −0.08 ns | 0.51 * | −0.33 ns | 0.90 ** | 0.91 ** | −0.90 ** | −0.43 ns |
TRL | 0.67 * | 0.89 ** | 0.87 ** | 1 | 0.95 ** | 0.91 ** | 0.84 ** | −0.06 ns | 0.91 ** | −0.02 ns | 0.61 * | −0.25 ns | 0.92 ** | 0.93 ** | −0.93 ** | −0.39 ns |
RBC | 0.70 * | 0.75 ** | 0.79 ** | 0.53 * | 1 | 0.77 ** | 0.82 ** | −0.25 ns | 0.79 ** | 0.14 ns | 0.72 * | −0.15 ns | 0.93 ** | 0.93 ** | −0.93 ** | −0.21 ns |
TRV | 0.83 ** | 0.82 ** | 0.89 ** | 0.70 * | 0.73 * | 1 | 0.79 ** | 0.23 ns | 0.92 ** | −0.19 ns | 0.38 ns | −0.36 ns | 0.78 ** | 0.80 ** | −0.80 ** | −0.62 * |
FSRL | 0.62 * | 0.76 ** | 0.72 * | 0.76 ** | 0.51 * | 0.63 * | 1 | 0.12 ns | 0.71* | 0.20 ns | 0.73 * | −0.04 ns | 0.89 ** | 0.90 ** | −0.90 ** | −0.11 ns |
SRA | 0.32 ns | 0.20 ns | 0.47 ns | 0.31 ns | 0.21 ns | 0.46 ns | −0.09 ns | 1 | −0.02 ns | −0.58 * | −0.43 ns | −0.50 * | −0.03 ns | 0.01 ns | −0.02 ns | −0.48 ns |
LA | 0.41 ns | 0.70 * | 0.71 * | 0.80 ** | 0.30 ns | 0.46 ns | 0.54 * | 0.38 ns | 1 | −0.05 ns | 0.53 * | −0.10 ns | 0.70 * | 0.74 * | −0.73 * | −0.44 ns |
LN | −0.07 ns | 0.22 ns | 0.06 ns | 0.28 ns | 0.23 ns | −0.02 ns | 0.30 ns | −0.54 * | −0.14 ns | 1 | 0.70 * | 0.79 ns | 0.12 ns | 0.09 ns | −0.09 ns | 0.80 ** |
RDM | 0.64 * | 0.68 * | 0.79 ** | 0.49 ns | 0.91 ** | 0.68 * | 0.67 * | 0.18 ns | 0.38 ns | 0.07 ns | 1 | 0.53 * | 0.65 * | 0.66 * | −0.65 * | 0.46 ns |
SDM | 0.64 * | 0.69 * | 0.68 * | 0.39 ns | 0.92 ** | 0.63 * | 0.47 ns | 0.18 ns | 0.31 ns | 0.01 ns | 0.91 ** | 1 | −0.28 ns | −0.28 ns | 0.28 ns | 0.84 ** |
RSM | 0.54 * | 0.55 * | 0.73 * | 0.50 * | 0.76 ** | 0.56 * | 0.74 * | 0.11 ns | 0.35 ns | 0.16 ns | 0.92 ** | 0.69 * | 1 | 0.99 ** | −0.99 ** | −0.24 ns |
RMR | 0.53 * | 0.54 * | 0.72 * | 0.52 * | 0.73 * | 0.54 * | 0.75 ** | 0.12 ns | 0.34 ns | 0.20 ns | 0.88 ** | 0.63 * | 0.99 ** | 1 | −1.00 ** | −0.25 ns |
SMR | −0.53 * | −0.54 * | −0.72 * | −0.52 * | −0.73 * | −0.54 * | −0.75 ** | −0.12 ns | −0.34 ns | −0.20 ns | −0.88 ** | −0.63 * | −0.99 ** | 0.23 ns | 1 | 0.25 ns |
RTD | 0.34 ns | 0.41 ns | 0.51 * | 0.26 ns | 0.73 * | 0.27 ns | 0.52 * | −0.01 ns | 0.26 ns | 0.10 ns | 0.89 ** | 0.78 ** | 0.88 ** | 0.86 ** | −0.86 ** | 1 |
Non-Stress | Water-Stress | |||||
---|---|---|---|---|---|---|
Traits | PC 1 | PC 2 | KMO | PC 1 | PC 2 | KMO |
RSW | 0.792 | 0.283 | 0.725 | 0.898 | −0.184 | 0.870 |
RSD | 0.842 | 0.429 | 0.715 | 0.979 | 0.049 | 0.557 |
CHA | 0.927 | 0.347 | 0.699 | 0.968 | −0.082 | 0.575 |
TRL | 0.735 | 0.570 | 0.621 | 0.991 | −0.007 | 0.551 |
RBC | 0.883 | −0.121 | 0.757 | 0.946 | 0.184 | 0.658 |
TRV | 0.802 | 0.384 | 0.720 | 0.906 | −0.255 | 0.633 |
FSRL | 0.798 | 0.084 | 0.667 | 0.888 | 0.182 | 0.753 |
SRA | 0.278 | 0.438 | 0.499 | −0.011 | −0.682 | 0.243 |
LA | 0.548 | 0.602 | 0.623 | 0.872 | −0.040 | 0.530 |
LN | 0.738 | −0.416 | 0.621 | 0.008 | 0.936 | 0.316 |
RDM | 0.942 | −0.267 | 0.746 | 0.622 | 0.762 | 0.441 |
SDM | 0.824 | −0.187 | 0.633 | −0.270 | 0.874 | 0.542 |
RSM | 0.897 | −0.351 | 0.630 | 0.955 | 0.085 | 0.676 |
RMR | 0.885 | −0.338 | 0.645 | 0.966 | 0.066 | 0.551 |
SMR | −0.885 | 0.338 | 0.645 | −0.965 | −0.063 | 0.556 |
RTD | 0.761 | −0.553 | 0.823 | −0.369 | 0.882 | 0.453 |
Eigenvalue | 10.233 | 2.369 | − | 10.319 | 3.656 | − |
Variability (%) | 63.953 | 14.807 | − | 64.497 | 22.848 | − |
Cumulative (%) | 63.953 | 78.760 | − | 64.497 | 87.345 | − |
Accession | District | Village | Latitude and Longitude | STI | Seed Coat Colour |
---|---|---|---|---|---|
WWM-09 | Capricorn | Moletjie-Moshate | 23°36′55.9″ S 29°16′03.7″ E | 0.452 | nut brown |
WWM-15 | Capricorn | Turfloop | 23°53′12.2″ S 29°44′52.2″ E | 0.417 | tomato red |
WWM-37(2) | Capricorn | Ga-Molepo | 24°01′11.1″ S 29°47′05.0″ E | 0.392 | purple violet |
WWM-39 | Capricorn | Ga-Mphela | 23°43′19.2″ S 29°12′01.4″ E | 0.431 | ruby red |
WWM-41(A) | Sekhukhune | Nebo | 24°54′09.1″ S 29°46′15.8″ E | 0.434 | purple red |
WWM-46 | Sekhukhune | Nebo | 24°54′07.2″ S 29°46′13.2″ E | 0.459 | signal red |
WWM-64 | Capricorn | Ga-Mphela | 23°39′46.0″ S 29°19′16.4″ E | 0.438 | golden yellow |
WWM-68 | Capricorn | Ga-Manamela | 23°43′01.7″ S 29°14′04.7″ E | 0.468 | brown-olive |
WWM-76 | Capricorn | Ga-Manamela | 23°43′05.1″ S 29°14′01.3″ E | 0.546 | cream |
Trait(s) | Description | Unit(s) |
---|---|---|
Root system width (RSW) | Maximal horizontal distribution of a root system | cm |
Root system depth (RSD) | Maximal vertical depth of a root system | cm |
Convex hull area (CHA) | Area of the convex hull that encompasses the root system | cm2 |
Total root length (TRL) | Total sum of seminal and lateral root length | cm |
Root branch count (RBC) | Number of lateral roots emerging from the primary root | - |
Total root volume (TRV) | Total volume of the root system | cm3 |
Leaf area (LA) | Area of the leaf | cm2 |
Leaf number (LN) | Number of leaves | - |
First seminal root length (FSRL) | Length of radicle (measured one day after germination) | cm |
Seminal root angle (SRA) | Angle between the outermost left and right seminal roots | ◦ |
Root dry mass (RDM) | Total dry mass of roots per plant | g |
Shoot dry mass (SDM) | Total dry mass of shoots per plant | g |
Root–shoot mass ratio (RSM) | Total root dry mass divided by shoot dry mass | - |
Root mass ratio (RMR) | Dry mass of root divided by the total dry mass of entire plant | g g−1 |
Shoot mass ratio (SMR) | Dry mass of shoot divided by the total dry mass of entire plant | g g−1 |
Root tissue density (RTD) | Total root dry mass divided by root volume | g cm−3 |
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Mandizvo, T.; Odindo, A.O.; Mashilo, J.; Sibiya, J.; Beck-Pay, S.L. Phenotypic Variability of Root System Architecture Traits for Drought Tolerance among Accessions of Citron Watermelon (Citrullus lanatus var. citroides (L.H. Bailey). Plants 2022, 11, 2522. https://doi.org/10.3390/plants11192522
Mandizvo T, Odindo AO, Mashilo J, Sibiya J, Beck-Pay SL. Phenotypic Variability of Root System Architecture Traits for Drought Tolerance among Accessions of Citron Watermelon (Citrullus lanatus var. citroides (L.H. Bailey). Plants. 2022; 11(19):2522. https://doi.org/10.3390/plants11192522
Chicago/Turabian StyleMandizvo, Takudzwa, Alfred Oduor Odindo, Jacob Mashilo, Julia Sibiya, and Sascha Lynn Beck-Pay. 2022. "Phenotypic Variability of Root System Architecture Traits for Drought Tolerance among Accessions of Citron Watermelon (Citrullus lanatus var. citroides (L.H. Bailey)" Plants 11, no. 19: 2522. https://doi.org/10.3390/plants11192522
APA StyleMandizvo, T., Odindo, A. O., Mashilo, J., Sibiya, J., & Beck-Pay, S. L. (2022). Phenotypic Variability of Root System Architecture Traits for Drought Tolerance among Accessions of Citron Watermelon (Citrullus lanatus var. citroides (L.H. Bailey). Plants, 11(19), 2522. https://doi.org/10.3390/plants11192522