Dose-Specific Biochar Effects on Cotton Yield Under Drought: Genotypic Variations in the Arid U.S. Cotton Belt
Abstract
1. Introduction
2. Materials and Methods
2.1. Plant Materials
2.2. Irrigation Treatments
2.3. Biochar Treatments
2.4. Experimental Design, Planting, and Trait Measurements
2.5. Analysis of Variance (ANOVA) and Multiple Comparisons
3. Results
3.1. Analysis of Variance (ANOVA)
3.1.1. A Combined ANOVA Across Irrigation Treatments
3.1.2. ANOVA Under WW Conditions
3.1.3. ANOVA Under DS Conditions
3.1.4. ANOVA of Relative Drought Tolerance with Different Biochar Treatments
3.2. Genotypic Differences
3.2.1. Genotypic Differences Under Both WW and DS Conditions
3.2.2. Genotypic Differences Under WW Conditions
3.2.3. Genotypic Differences Under DS Conditions
3.2.4. Genotypic Differences in Relative Drought Tolerance with Different Biochar Treatments
3.3. Effects of Drought
3.4. Effects of Biochar
4. Discussion
4.1. Effects of DS on Cotton Yield and Yield Components
4.2. Irrigation and the Effects of Biochar
4.3. Effects of Biochar on Cotton Yield and Yield Component Traits Under DS Conditions
4.4. Genotypic Impact on the Effects of Biochar
4.5. Other Issues to Be Addressed
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
Abbreviations
References
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| Source of Variation | d.f. | Bolls (No. Plant−1) | BW (g Boll−1) | Lint (%) | SCW (g Plant−1) | LW (g Plant−1) |
|---|---|---|---|---|---|---|
| Replication | 3 | 20.61 | 0.03 | 3.57 | 574.81 | 89.55 |
| Genotype | 5 | 85.65 *** | 9.99 *** | 72.12 *** | 358.60 ** | 104.06 *** |
| Biochar | 3 | 5.81 | 0.05 | 1.69 | 99.04 | 11.89 |
| Irrigation | 1 | 1392.13 *** | 3.76 *** | 154.71 *** | 40,326.40 *** | 9144.00 *** |
| Genotype × Biochar | 15 | 5.42 | 0.03 | 0.91 | 111.31 | 22.81 |
| Genotype × Irrigation | 5 | 10.89 | 0.09 | 6.50 ** | 242.67 * | 54.90 * |
| Irrigation × Biochar | 3 | 10.60 | 0.16 | 14.68 *** | 341.75 * | 33.42 |
| Genotype × Irrigation × Biochar | 15 | 3.02 | 0.04 | 0.93 | 63.30 | 12.55 |
| Error | 141 | 7.14 | 0.27 | 1.84 | 103.87 | 18.81 |
| Source of Variation | d.f. | Bolls (No. Plant−1) | BW (g Boll−1) | Lint (%) | SCW (g Plant−1) | LW (g Plant−1) |
|---|---|---|---|---|---|---|
| Replication | 3 | 32.15 | 0.04 | 5.36 | 1030.31 | 154.64 |
| Genotype | 5 | 41.91 *** | 5.35 *** | 31.48 *** | 487.33 *** | 146.40 *** |
| Biochar | 3 | 4.19 | 0.20 | 12.67 *** | 223.62 | 11.70 |
| Genotype × Biochar | 15 | 6.08 | 0.04 | 0.95 | 145.31 | 29.91 |
| Error | 69 | 6.20 | 0.30 | 1.44 | 115.85 | 22.29 |
| Source of Variation | d.f. | Bolls (No. Plant−1) | BW (g Boll−1) | Lint (%) | SCW (g Plant−1) | LW (g Plant−1) |
|---|---|---|---|---|---|---|
| Replication | 3 | 2.66 | 0.09 | 2.49 | 16.10 | 1.66 |
| Genotype | 5 | 54.63 *** | 4.73 *** | 47.14 *** | 113.94 | 12.56 |
| Biochar | 3 | 12.22 | 0.02 | 3.70 | 217.17 * | 33.60 # |
| Genotype × Biochar | 15 | 2.35 | 0.03 | 0.88 | 29.31 | 5.44 |
| Error | 69 | 7.77 | 0.26 | 2.14 | 75.90 | 13.24 |
| Source of Variation | d.f. | Bolls (%) | BW (%) | Lint (%) | SCW (%) | LW (%) |
|---|---|---|---|---|---|---|
| Replication | 3 | 0.03 | 0.011 | 0.004 | 0.040 | 0.021 |
| Genotype | 5 | 0.09 * | 0.009 # | 0.007 *** | 0.058 # | 0.047 |
| Biochar | 3 | 0.08 * | 0.012 * | 0.014 *** | 0.095 * | 0.052 # |
| Genotype × Biochar | 15 | 0.01 | 0.003 | 0.001 | 0.012 | 0.011 |
| Error | 95 | 0.03 | 0.004 | 0.001 | 0.029 | 0.025 |
| Line | Bolls (No. Plant−1) | BW (g Boll−1) | Lint (%) | SCW (g Plant−1) | LW (g Plant−1) |
|---|---|---|---|---|---|
| Acala 1517-08 | 10.49 a | 5.39 e | 44.43 c | 57.11 c | 25.51 c |
| DP 2020 B3XF | 12.29 b | 4.63 bc | 44.57 c | 57.25 c | 25.55 c |
| MD 10-5 | 12.47 b | 4.58 b | 42.86 b | 55.65 bc | 24.45 bc |
| NM 21FA-1 | 10.09 a | 4.84 c | 44.89 c | 49.40 a | 22.29 a |
| NM 21FA-2 | 10.25 a | 5.00 d | 44.51 c | 51.66 ab | 23.02 ab |
| Pima DP 359 RF | 14.21 c | 3.72 a | 41.02 a | 51.40 ab | 21.15 a |
| LSD (0.05) | 1.32 | 0.26 | 0.67 | 5.04 | 2.14 |
| Line | Bolls (No. Plant−1) | BW (g Boll−1) | Lint (%) | SCW (g Plant−1) | LW (g Plant−1) |
|---|---|---|---|---|---|
| Acala 1517-08 | 13.01 a | 5.61 d | 45.27 b | 73.03 bc | 33.06 c |
| DP 2020 B3XF | 15.94 b | 4.72 bc | 45.03 b | 75.20 c | 33.78 c |
| MD 10-5 | 15.35 b | 4.65 bc | 44.44 b | 70.15 bc | 31.99 bc |
| NM 21FA-1 | 12.64 a | 5.01 bc | 46.08 c | 63.52 ab | 29.19 b |
| NM 21FA-2 | 12.96 a | 5.13 c | 44.89 b | 66.52 ab | 29.76 b |
| Pima DP 359 RF | 16.06 b | 3.88 a | 41.97 a | 61.02 a | 25.60 a |
| LSD (0.05) | 1.77 | 0.38 | 0.85 | 7.59 | 3.33 |
| Line | Bolls (No. Plant−1) | BW (g Boll−1) | Lint (%) | SCW (g Plant−1) | LW (g Plant−1) |
|---|---|---|---|---|---|
| Acala 1517-08 | 7.96 ab | 5.17 d | 43.60 c | 41.20 | 17.97 |
| DP 2020 B3XF | 8.65 ab | 4.54 bc | 44.11 c | 39.31 | 17.33 |
| MD 10-5 | 9.59 b | 4.50 b | 41.27 b | 41.16 | 16.91 |
| NM 21FA-1 | 7.55 a | 4.67 bc | 43.71 c | 35.28 | 15.39 |
| NM 21FA-2 | 7.54 a | 4.87 cd | 44.13 c | 36.80 | 16.27 |
| Pima DP 359 RF | 12.36 c | 3.57 a | 40.07 a | 41.78 | 16.69 |
| LSD (0.05) | 1.97 | 0.36 | 1.03 | ns | ns |
| Line | Bolls (%) | BW (%) | Lint (%) | SCW (%) | LW (%) |
|---|---|---|---|---|---|
| Acala 1517-08 | 62.76 a | 92.28 ab | 96.35 bc | 57.95 a | 55.80 a |
| DP 2020 B3XF | 55.00 a | 96.25 ab | 98.03 c | 52.93 a | 51.67 a |
| MD 10-5 | 63.13 a | 97.66 b | 92.97 a | 62.34 ab | 55.58 a |
| NM21FA-1 | 60.22 a | 93.34 ab | 95.00 ab | 56.17 a | 53.06 a |
| NM21FA-2 | 60.36 a | 95.38 ab | 98.39 c | 57.96 a | 56.79 ab |
| Pima DP 359 RF | 77.39 b | 91.80 a | 95.53 b | 70.18 b | 67.04 b |
| LSD (0.05) | 12.60 | 4.50 | 2.50 | 12.00 | 11.10 |
| Biochar Treatment | Bolls (%) | BW (%) | Lint (%) | SCW (%) | LW (%) |
|---|---|---|---|---|---|
| R0 | 56.02 a | 91.90 a | 99.12 c | 51.58 a | 50.98 a |
| R1 | 65.12 ab | 93.69 ab | 96.83 b | 60.53 ab | 58.42 ab |
| R2 | 69.35 b | 96.75 b | 94.27 a | 66.93 b | 61.92 b |
| R3 | 62.08 ab | 95.67 b | 93.96 a | 59.32 ab | 55.29 ab |
| LSD (0.05) | 10.31 | 3.64 | 2.04 | 9.81 | 9.06 |
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Zhang, J.; Zhu, Y.; Ahmed, M.; Ghimire, R.; Idowu, O.J.; Norris-Parish, S.; Sparks, E.E.; Adhikari, S.; Lamba, J.; Tumuluru, J.S.; et al. Dose-Specific Biochar Effects on Cotton Yield Under Drought: Genotypic Variations in the Arid U.S. Cotton Belt. Agronomy 2026, 16, 346. https://doi.org/10.3390/agronomy16030346
Zhang J, Zhu Y, Ahmed M, Ghimire R, Idowu OJ, Norris-Parish S, Sparks EE, Adhikari S, Lamba J, Tumuluru JS, et al. Dose-Specific Biochar Effects on Cotton Yield Under Drought: Genotypic Variations in the Arid U.S. Cotton Belt. Agronomy. 2026; 16(3):346. https://doi.org/10.3390/agronomy16030346
Chicago/Turabian StyleZhang, Jinfa, Yi Zhu, Montasir Ahmed, Rajan Ghimire, Omololu John Idowu, Shannon Norris-Parish, Erin E. Sparks, Sushil Adhikari, Jasmeet Lamba, Jaya Shankar Tumuluru, and et al. 2026. "Dose-Specific Biochar Effects on Cotton Yield Under Drought: Genotypic Variations in the Arid U.S. Cotton Belt" Agronomy 16, no. 3: 346. https://doi.org/10.3390/agronomy16030346
APA StyleZhang, J., Zhu, Y., Ahmed, M., Ghimire, R., Idowu, O. J., Norris-Parish, S., Sparks, E. E., Adhikari, S., Lamba, J., Tumuluru, J. S., & Whitelock, D. P. (2026). Dose-Specific Biochar Effects on Cotton Yield Under Drought: Genotypic Variations in the Arid U.S. Cotton Belt. Agronomy, 16(3), 346. https://doi.org/10.3390/agronomy16030346

