Multi-Trait Analysis of Abiotic Stresses on Early Plant Growth of Wheat Cultivar
Abstract
1. Introduction
2. Materials and Methods
2.1. Plant Materials and Stress Treatments
2.2. Plant Growing Conditions
2.3. Measurement of Emergence, Plant Growth and Vigor
2.4. Experimental Design and Statistical Analysis
3. Results and Discussion
4. Conclusions
Author Contributions
Funding
Data Availability Statement
Acknowledgments
Conflicts of Interest
Abbreviations
| E | Emergence |
| PH | Plant height |
| RL | Root length |
| TPL | Total plant length |
| SDM | Shoot dry matter |
| RDM | Root dry matter |
| TDM | Total plant dry matter |
| RSR | Root-to-shoot ratio |
| LVI | Length vigor index |
| WVI | Weight vigor index |
| ANOVA | Analysis of variance |
| Genotypic variance | |
| Variance in the cultivar–stress interaction | |
| H2 | Broad-sense heritability |
| CVg/CVe | Ratio between the genotypic and residual coefficients of variation |
| PCA | Principal component analysis |
| MGIDI | Multi-trait genotype–ideotype distance index |
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| Number | Cultivar Name | Agronomic Characteristics | ||
|---|---|---|---|---|
| Maturation Cycle | Plant Size | Initial Growth Rate | ||
| 1 | TBIO Aton | Medium | Medium | Medium/High |
| 2 | TBIO Sintonia | Early | Medium | Medium |
| 3 | BRS 404 | Early/Medium | Medium | Medium |
| 4 | BRS 264 | Super Early | Medium | Medium |
| 5 | TBIO Calibre | Super Early | Low | Medium |
| 6 | Biotrigo Valente | Medium/Early | High | Medium |
| 7 | TBIO Duque | Early | Medium/Low | Medium |
| 8 | BIO 190038 | Early | Medium | Medium |
| 9 | TBIO Sossego | Medium | Medium/High | Medium |
| 10 | ORS Feroz | Early | Low | Medium |
| 11 | TBIO Convicto | Medium/Late | Medium/High | Medium/High |
| 12 | TBIO Trunfo | Early | Medium/High | Medium |
| -----E----- | -----PH----- | -----RL----- | -----TPL----- | -----SDM----- | ||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Cultivar (C) | 103.168 | ** | 29.640 | ** | 26.96 | ** | 24.667 | ** | 22.919 | ** |
| Stress (S) | 91.163 | ** | 266.368 | ** | 146.115 | ** | 96.852 | ** | 161.999 | ** |
| C × S | 31.422 | ** | 3.907 | ** | 4.779 | ** | 6.103 | ** | 4.470 | ** |
| CV (%) | 2.064 | 5.228 | 6.464 | 4.495 | 7.104 | |||||
| p-value Shapiro-Wilk | 0.182 | ns | 0.368 | ns | 0.819 | ns | 0.258 | ns | 0.427 | ns |
| 16.411 | 2.347 | 3.830 | 5.589 | 1.548 | ||||||
| 25.514 | 0.972 | 2.393 | 5.633 | 1.068 | ||||||
| 69.543 | 86.818 | 82.274 | 75.259 | 80.495 | ||||||
| CVg/CVe | 2.118 | 1.268 | 1.178 | 1.077 | 1.074 | |||||
| -----RDM----- | -----TDM----- | -----RSR----- | -----LVI----- | -----WVI----- | ||||||
| Cultivar (C) | 26.980 | ns | 19.040 | ** | 38.430 | ** | 62.778 | ** | 31.262 | ** |
| Stress (S) | 496.337 | ** | 23.139 | ** | 1000.408 | ** | 144.436 | ** | 32.082 | ** |
| C × S | 16.482 | ** | 6.586 | ** | 18.227 | ** | 9.687 | ** | 6.227 | ** |
| CV (%) | 7.999 | 6.064 | 9.215 | 4.817 | 6.955 | |||||
| p-value Shapiro–Wilk | 0.539 | ns | 0.340 | ns | 0.009 | ns | 0.057 | ns | 0.391 | ns |
| 0.390 | 1.928 | 0.004 | 15.835 | 0.044 | ||||||
| 2.109 | 3.170 | 0.013 | 9.501 | 0.033 | ||||||
| 38.912 | 65.413 | 52.572 | 84.569 | 80.081 | ||||||
| CVg/CVe | 0.810 | 0.882 | 1.124 | 1.822 | 1.251 | |||||
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Share and Cite
Zuffo, A.M.; Silva, F.C.d.S.; Diniz, A.A.; Oliveira, A.M.d.; Steiner, F.; Aguilera, J.G.; Morales-Aranibar, L.; Gomides, J.F.F.B.; Alves, C.Z. Multi-Trait Analysis of Abiotic Stresses on Early Plant Growth of Wheat Cultivar. Seeds 2026, 5, 34. https://doi.org/10.3390/seeds5040034
Zuffo AM, Silva FCdS, Diniz AA, Oliveira AMd, Steiner F, Aguilera JG, Morales-Aranibar L, Gomides JFFB, Alves CZ. Multi-Trait Analysis of Abiotic Stresses on Early Plant Growth of Wheat Cultivar. Seeds. 2026; 5(4):34. https://doi.org/10.3390/seeds5040034
Chicago/Turabian StyleZuffo, Alan Mario, Francisco Charles dos Santos Silva, Adriana Araujo Diniz, Augusto Matias de Oliveira, Fábio Steiner, Jorge González Aguilera, Luis Morales-Aranibar, João Flávio Floriano Borges Gomides, and Charline Zaratin Alves. 2026. "Multi-Trait Analysis of Abiotic Stresses on Early Plant Growth of Wheat Cultivar" Seeds 5, no. 4: 34. https://doi.org/10.3390/seeds5040034
APA StyleZuffo, A. M., Silva, F. C. d. S., Diniz, A. A., Oliveira, A. M. d., Steiner, F., Aguilera, J. G., Morales-Aranibar, L., Gomides, J. F. F. B., & Alves, C. Z. (2026). Multi-Trait Analysis of Abiotic Stresses on Early Plant Growth of Wheat Cultivar. Seeds, 5(4), 34. https://doi.org/10.3390/seeds5040034

