Use of Biofertilizers as an Effective Management Strategy to Improve the Photosynthetic Apparatus, Yield, and Tolerance to Drought Stress of Drip-Irrigated Wheat in Semi-Arid Environments
Abstract
:1. Introduction
2. Materials and Methods
2.1. Study Location
2.2. Experimental Design
2.3. Drip Irrigation System
2.4. Isolation of Microorganisms and Plant Inoculation
2.5. Plant Management
2.6. Morphological Growth Traits and Mycorrhization Rate
2.7. Photosynthetic Efficiency, Gas Exchanges, and Carotenoid Pigment Quantification
2.8. Total Soluble Sugars, Protein Profile, and Free Proline
2.9. Antioxidant Enzymes Determination
2.10. Stress Indicators (Malondialdehyde and Hydrogen Peroxide) Determination
2.11. Soil Quality
2.12. Data Collection
2.13. Normalized Difference Vegetation Index (NDVI)
2.14. Statistical Data Analysis
3. Results
3.1. Growth Measurement and Symbiotic Development
3.1.1. Mycorrhizal Colonization
3.1.2. Growth Assessment
3.2. Effect of Field-Drought Stress and Microbial Biofertilizers on the Efficiency of the Photosynthetic Machinery
3.3. Total Soluble Sugar, Protein Content, and Proline Quantification in Durum Wheat Plants
3.4. Enzymatic Activities in Durum Wheat Plants
3.5. Stress Markers in Durum Wheat Plants
3.6. Soil Parameters
3.7. Collected Data from GreenSeeker and TDR Tools
3.8. Principal Component Analysis
3.9. Cluster Analysis and Dendrograms in a Heat Map Matrix
4. Discussion
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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Water Regime | Treatments | Spikelet Height (cm) | Shoot Height (cm) | Root Length (cm) | Seeds Number | Spikelet Dry Weight (g) |
---|---|---|---|---|---|---|
100% ETc | Ct− | 13.50 ± 0.50 c–g | 63.17 ±4.36 a–d | 16.50 ± 0.50 a–e | 17.00 ± 1.00 d–g | 1.32 ± 0.07 d–g |
Ct+ | 14.83 ± 0.76 b–f | 64.33 ± 6.06 a–d | 16.67 ± 1.04 a–e | 22.00 ± 4.36 a–c | 1.40 ± 0.04 c–f | |
M | 16.50 ± 0.50 ab | 71.00 ± 9.57 ab | 18.33 ± 1.53 a–c | 25.00 ± 4.00 a–c | 1.33 ± 0.12 d–g | |
R | 15.00 ± 1.00 e–h | 51.67 ± 7.06 a | 19.17 ± 0.76 a–e | 18.67 ± 2.31 c–g | 1.38 ± 0.01 c–g | |
C | 15.83 ± 0.76 a–d | 61.83 ± 5.53 a–d | 16.83 ± 1.04 ab | 21.00 ± 2.65 b–d | 1.81 ± 0.25 ab | |
MR | 17.83 ± 0.76 a | 70.50 ± 6.50 a–c | 19.33 ± 1.53 a | 28.00 ± 2.65 a | 1.86 ± 0.21 a | |
CR | 17.00 ± 1.00 ab | 58.33 ±10.65 b–d | 17.33 ± 1.26 a–d | 19.00 ± 1.00 c–f | 1.68 ± 0.05 a–c | |
CM | 17.17 ± 0.29 ab | 75.67 ±7.89 a | 17.83 ± 0.76 a–d | 28.33 ± 0.58 a | 1.44 ± 0.02 c–e | |
CMR | 16.17 ± 1.26 a–c | 67.17 ±6.24 a–d | 18.83 ± 0.76 ab | 25.67 ± 2.52 ab | 1.61 ± 0.11 a–d | |
30% ETc | Ct− | 11.50 ± 0.50 e | 55.83 ± 7.17 b–d | 14.67 ± 2.08 c–e | 12.33 ± 0.58 g | 1.23 ± 0.04 e–g |
Ct+ | 12.33 ± 0.58 gh | 54.17 ± 6.77 cd | 15.00 ± 1.32 b–e | 13.33 ± 0.58 fg | 1.28 ± 0.08 e–g | |
M | 12.50 ± 1.32 e–g | 58.17 ± 7.91 b–d | 15.83 ± 1.61 a–e | 17.33 ± 1.53 d–g | 1.09 ± 0.04 g | |
R | 12.33 ± 0.58 cd | 55.17 ± 6.65 d | 14.83 ± 0.76 c–e | 17.33 ± 2.52 d–g | 1.29 ± 0.07 e–g | |
C | 12.17 ± 1.04 f–h | 53.00 ± 7.27 d | 14.17 ± 1.04 d–e | 16.67 ± 0.58 d–g | 1.12 ± 0.09 fg | |
MR | 13.67 ± 1.53 c–g | 55.00 ±6.54 b–d | 14.50 ± 1.32 c–e | 22.67 ± 1.53 a–d | 1.39 ± 0.01 c–f | |
CR | 9.83 ± 0.29 h | 55.67 ± 5.43 b–d | 13.17 ± 1.26 e | 13.33 ± 0.58 fg | 1.42 ± 0.04 c–e | |
CM | 12.67 ± 1.15 e–g | 62.67 ± 5.54 a–d | 14.00 ± 2.00 de | 18.00 ± 1.73 d–g | 1.36 ± 0.03 d–g | |
CMR | 13.17 ± 0.76 d–g | 57.17 ± 16.80 b–d | 15.17 ± 0.76 b–e | 15.67 ± 1.53 e–g | 1.52 ± 0.04 b–e |
Regime of Water | Treatment Type | Protein Content (mg·g−1 FM) | Total Soluble Sugars (mg·g−1 FM) | Proline Content (µmol·g−1 FM) | PPO (µmol·min−1·mg−1 Protein) | POX (µmol·min−1·mg−1·Protein) |
---|---|---|---|---|---|---|
100% ETc | Ct− | 65.6 ± 0.13 de | 206.4 ± 18.39 a | 30.5 ± 1.94 d–f | 73.6 ± 13.41 de | 23.1 ± 1.35 c |
Ct+ | 66.9 ± 17.09 c–e | 168.64 ± 2.18 c | 57.0 ± 2.68 bc | 79.2 ± 13.11 b–e | 26.7 ± 6.43 a–c | |
M | 87.3 ± 18.61 b–d | 88.89 ± 3.40 fg | 36.2 ± 4.02 de | 73.2 ± 2.07 de | 19.4 ± 0.34 c | |
R | 74.3 ± 1.93 b–e | 98.4 ± 4.65 d–f | 37.2 ± 3.97 de | 73.7 ± 7.07 de | 32.5 ± 5.94 a–c | |
C | 110.2 ± 7.58 ab | 117.7 ± 14.66 e–g | 24.8 ± 4.63 e–h | 65.3 ± 1.70 e | 31.2 ± 6.87 a–c | |
MR | 40.3 ± 4.75 e | 81.7 ± 5.38 e–g | 19.4 ± 2.50 f–h | 69.2 ± 6.49 de | 21.2 ± 1.91 c | |
CR | 71.4 ± 11.03 b–e | 97.9 ± 2.71 g | 13.6 ± 1.35 h | 75.7 ± 11.91 ce | 22.9 ± 6.94 c | |
CM | 70.1 ± 6.89 b–e | 111.9 ± 4.66 e–g | 27.9 ± 2.81 d–h | 85.0 ± 7.04 a–e | 24.3 ± 1.9 bc | |
CMR | 129.5 ± 8.29 a | 91.8 ± 3.34 e–g | 14.9 ± 0.75 gh | 77.2 ± 5.02 c–e | 28.5 ± 4.52 a–c | |
30% ETc | Ct− | 109.2 ± 6.38 ab | 289.8 ± 13.37 a | 74.8 ± 16.87 a | 88.4 ± 10.68 a–e | 33.5 ± 6.80 a–c |
Ct+ | 97.0 ± 6.38 a–d | 200.6 ± 16.66 b | 73.1 ± 0.57 bc | 94.7 ± 1.95 a–d | 34.9 ± 1.27 a–c | |
M | 99.9 ± 4.40 a–d | 144.1 ± 1.28 cd | 42.6 ± 2.00 cd | 107.9 ± 10.20 a | 33.6 ± 4.74 ab | |
R | 107.8 ± 9.78 a–c | 147.2 ± 2.31 cd | 40.7 ± 0.47 d | 82.6 ± 6.90 cd | 39.4 ± 1.14 ab | |
C | 95.5 ± 19.05 a–d | 167.1 ± 9.76 c | 37.4 ± 1.88 de | 82.6 ± 11.95 a | 38.9 ± 3.93 a–c | |
MR | 130.5 ± 9.03 a | 110.9 ± 3.60 c | 32.0 ± 8.18 d–f | 107.3 ± 4.47 de | 41.0 ± 1.05 a | |
CR | 99.6 ± 9.64 a–d | 120.5 ± 14.51 e–g | 29.0 ± 0.88 d–g | 100.9 ± 6.36 a–c | 39.7 ±3.92 ab | |
CM | 93.8 ± 11.30 a–d | 155.6 ± 16.12 de | 63.9 ± 3.05 ab | 92.8 ± 4.47 a–d | 29.9 ± 1.38 a–c | |
CMR | 81.3 ± 9.69 b–e | 105.3 ± 7.06 e–g | 33.2 ± 0.43 d–f | 103.0 ± 9.47 ab | 34.6 ± 2.67 a–c |
Water Regime | Treatments | AP (mg·kg−1) | NTK (%) | EC (mS·cm−1) | pH | TOM (%) | TOC (%) | T-GRSP (mg/g) |
---|---|---|---|---|---|---|---|---|
100% ETc | Ct− | 5.42 ± 0.96 fg | 0.16 ± 0.01 ab | 0.2 ± 0.01 f | 8.1 ± 0.54 a–c | 1.5 ± 0.25 ab | 0.9 ± 0.15 ab | 1.20 ± 0.02 b–d |
Ct+ | 17.59 ± 2.97 bc | 0.17 ± 0.04 ab | 0.2 ± 0.01 c–f | 8.2 ± 0.44 a–c | 0.7 ± 0.51 ab | 0.4 ± 0.3 ab | 1.2 0± 0.17 b–d | |
M | 6.45 ± 0.15 e–g | 0.19 ± 0.06 a | 0.2 ± 0.01 b–d | 8.3 ± 0.24 ab | 0.8 ± 0.08 a–e | 0.5 ± 0.05 a–e | 1.10 ± 0.12 b–d | |
R | 4.08 ± 0.20 fg | 0.17 ± 0.01 ab | 0.2 ± 0.01 b | 8.4 ± 0.20 ab | 1.4 ± 0.34 a–c | 0.8 ± 0.2 a–c | 1.10 ± 0.23 b–d | |
C | 13.67 ± 7.82 c–f | 0.18 ± 0.03 ab | 0.2 ± 0.00 d–f | 8.4 ± 0.03 ab | 1.6 ± 0.17 a | 0.9 ± 0.1 a | 1.00 ± 0.02 c–e | |
MR | 12.20 ± 2.92 c–g | 0.18 ± 0.05 ab | 0.2 ± 0.01 d–f | 8.3 ± 0.04 ab | 1.3 ± 0.08 a–d | 0.8 ± 0.05 a–d | 1.10 ± 0.10 b–e | |
CR | 5.92 ± 0.53 e–g | 0.19 ± 0.01 a | 0.3 ± 0.01 a | 8.5 ± 0.18 ab | 0.94 ± 0.43 a–e | 0.55 ± 0.25 a–e | 1.10 ± 0.16 b–e | |
CM | 4.29 ± 0.73 fg | 0.15 ± 0.03 ab | 0.2 ± 0.01 b–d | 8.0 ± 0.10 a–c | 1.31 ± 0.25 a–d | 0.8 ± 0.15 a–d | 0.90 ± 0.05 d–f | |
CMR | 25.43 ± 8.40 b | 0.17 ± 0.02 ab | 0.2 ± 0.01 c–f | 8.4 ± 0.02 ab | 0.77 ± 0.25 ab | 0.45 ± 0.15 ab | 1.00 ± 0.23 c–e | |
30% ETc | Ct− | 4.07 ± 0.57 fg | 0.13 ± 0.02 ab | 0.2 ± 0.01 ef | 8.2 ± 0.50 a–c | 0.5± 0.17 d–e | 0.3 ± 0.10 de | 0.70 ± 0.13 ef |
Ct+ | 15.92 ± 5.67 b–e | 0.15 ± 0.02 ab | 0.2 ± 0.01 d–f | 8.7 ± 0.09 a | 0.9 ± 0.34 b–e | 0.5 ± 0.20 b–e | 0.50 ± 0.13 f | |
M | 5.31 ± 0.24 fg | 0.19 ± 0.05 a | 0.2 ± 0.01 f | 8.3 ± 0.35 a | 0.94 ± 0.51 a–e | 0.55 ± 0.15 a–e | 1.50 ± 0.01 a | |
R | 3.05 ± 0.08 g | 0.12 ± 0.03 ab | 0.2 ± 0.01 f | 8.6 ± 0.05 a | 1.03 ± 0.10 a–e | 0.6 ± 0.30 a–e | 1.20 ± 0.10 a–c | |
C | 6.98 ± 2.29 d–g | 0.16 ± 0.01 ab | 0.2 ± 0.00 bc | 8.5 ± 0.02 a | 0.43 ± 0.08 e | 0.33 ± 0.05 e | 1.00 ± 0.04 c–e | |
MR | 13.77 ± 1.00 c–f | 0.12 ± 0.03 ab | 0.2 ± 0.01 c–e | 8.3 ± 0.09 ab | 0.94 ± 0.08 a–e | 0.55 ± 0.05 a–e | 1.40 ± 0.13 ab | |
CR | 8.19 ± 0.55 c–g | 0.09 ± 0.04 b | 0.2 ± 0.02 d–f | 7.5 ± 0.13 c | 0.60 ± 0.08 c–e | 0.35 ± 0.05 c–e | 1.60 ± 0.03 a | |
CM | 16.82 ± 0.57 b–d | 0.10 ± 0.02 ab | 0.2± 0.01 d–f | 7.7 ± 0.09 bc | 0.94 ± 0.25 a–e | 0.55 ± 0.15 a–e | 1.30 ± 0.06 ac | |
CMR | 60.39 ± 2.04 a | 0.13 ± 0.02 ab | 0.2 ± 0.00 f | 8.2 ± 0.02 a–c | 0.51 ± 0.17 ab | 0.30 ± 0.10 ab | 1.00 ±0.03 b–e |
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Ikan, C.; Soussani, F.-E.; Ouhaddou, R.; Ech-Chatir, L.; Errouh, F.; Boutasknit, A.; Assouguem, A.; Ali, E.A.; Ullah, R.; Ait Barka, E.; et al. Use of Biofertilizers as an Effective Management Strategy to Improve the Photosynthetic Apparatus, Yield, and Tolerance to Drought Stress of Drip-Irrigated Wheat in Semi-Arid Environments. Agronomy 2024, 14, 1316. https://doi.org/10.3390/agronomy14061316
Ikan C, Soussani F-E, Ouhaddou R, Ech-Chatir L, Errouh F, Boutasknit A, Assouguem A, Ali EA, Ullah R, Ait Barka E, et al. Use of Biofertilizers as an Effective Management Strategy to Improve the Photosynthetic Apparatus, Yield, and Tolerance to Drought Stress of Drip-Irrigated Wheat in Semi-Arid Environments. Agronomy. 2024; 14(6):1316. https://doi.org/10.3390/agronomy14061316
Chicago/Turabian StyleIkan, Chayma, Fatima-Ezzahra Soussani, Redouane Ouhaddou, Lahoucine Ech-Chatir, Farid Errouh, Abderrahim Boutasknit, Amine Assouguem, Essam A. Ali, Riaz Ullah, Essaid Ait Barka, and et al. 2024. "Use of Biofertilizers as an Effective Management Strategy to Improve the Photosynthetic Apparatus, Yield, and Tolerance to Drought Stress of Drip-Irrigated Wheat in Semi-Arid Environments" Agronomy 14, no. 6: 1316. https://doi.org/10.3390/agronomy14061316
APA StyleIkan, C., Soussani, F. -E., Ouhaddou, R., Ech-Chatir, L., Errouh, F., Boutasknit, A., Assouguem, A., Ali, E. A., Ullah, R., Ait Barka, E., Lahlali, R., & Meddich, A. (2024). Use of Biofertilizers as an Effective Management Strategy to Improve the Photosynthetic Apparatus, Yield, and Tolerance to Drought Stress of Drip-Irrigated Wheat in Semi-Arid Environments. Agronomy, 14(6), 1316. https://doi.org/10.3390/agronomy14061316