Population Dynamics and Yield Loss Assessment for Pea Aphid, Acyrthosiphon pisum (Harris) (Homoptera: Aphididae), on Lentil in Morocco
Abstract
:Simple Summary
Abstract
1. Introduction
2. Materials and Methods
2.1. Study Site and Experimental Design
2.2. Field Monitoring
2.3. Yield, Avoidable Yield Loss, and Yield Increase over Untreated Control
2.4. Data Analyses
3. Results
3.1. Population Dynamics of Pea Aphid
3.1.1. 2016. Cropping
3.1.2. 2017 Cropping
3.1.3. 2018 Cropping
3.2. Yield Loss Caused by Pea Aphid
3.3. Effect of Climatic Factors on Pea Aphid Population
4. Discussion
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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Factors | NumDF | DenDF | F.inc | Pr |
---|---|---|---|---|
(Intercept) | 1 | 2.1 | 6957 | <0.001 |
Year | 2 | 2.9 | 2.38 | 0.2425 |
Variety | 2 | 3639.3 | 170.1 | <0.001 |
Year × Variety | 4 | 2068 | 27.18 | <0.001 |
Variety × Weeks in 2016 | 21 | 1274.3 | 72.86 | <0.001 |
Variety × Weeks in 2017 | 27 | 1687.5 | 47.05 | <0.001 |
Variety × Weeks in 2018 | 30 | 1704 | 117.5 | <0.001 |
Factors | NumDF | DenDF | F.inc | Pr |
---|---|---|---|---|
Years | 3 | 4.6 | 3953 | <0.001 |
Varieties | 2 | 10.6 | 343.1 | <0.001 |
Years × Varieties | 4 | 13.4 | 33.06 | <0.001 |
Varieties × Treatment in 2016 | 3 | 10 | 75.26 | <0.001 |
Varieties × Treatment in 2017 | 3 | 12 | 6.65 | 0.006 |
Varieties × Treatment in 2018 | 3 | 7.6 | 7.918 | 0.01 |
Varieties | Seed Weight (kg/ha) | Yield Loss (kg/ha) | Avoidable Yield Loss (%) | Yield Increase Over Control (%) | ||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
2015–2016 | 2016–2017 | 2017–2018 | 2015–2016 | 2016–2017 | 2017–2018 | 2015–2016 | 2016–2017 | 2017–2018 | 2015–2016 | 2016–2017 | 2017–2018 | |
Bakria | 1003 b | 1889 a | 2870 a | 109 | 194 | 649 | ||||||
Bakria treated | 1112 c | 2083 a | 3519 b | 9.80 | 9.31 | 18.44 | 10.86 | 10.3 | 22.6 | |||
Zaria | 973 b | 1741 a | 2806 a | 0 | 102 | 601 | ||||||
Zaria treated | 892 a | 1843 a | 3407 b | 0 | 5.53 | 17.64 | 0 | 5.85 | 21.4 | |||
Abda | 1086 c | 2880 c | 3880 b | 149 | 0 | 64 | ||||||
Abda treated | 1235 d | 2380 b | 3944 b | 12.06 | 0 | 1.62 | 13.72 | 0 | 1.64 | |||
CV (%) | 10.94 | 19.75 | 14.48 | - | - | - | - | - | - | |||
SEM | 27.00 | 48.80 | 55.70 |
Population | Season | Variety | Grain Yield (kg/ha) | Losses in Grain Yield (%) |
---|---|---|---|---|
No. of pea aphids causing yield losses | 2016 | Bakria | −0.998 * | 0.401 * |
2017 | −0.124 * | 0.575 * | ||
2018 | −0.943 ** | 0.940 * | ||
2016 | Abda | −0.922 * | 0.675 * | |
2017 | −0.627 ns | |||
2018 | −0.953 ns | 0.923 | ||
2016 | Zaria | 0.838 ns | ||
2017 | −0.014 * | 0.900 * | ||
2018 | −0.466 ** | 0.893 ** |
Abiotic Factors | Mean no. of Pea Aphid per 20 Twigs in the Tested Lentil Varieties | ||||||||
---|---|---|---|---|---|---|---|---|---|
SMW | Date and Month of 2016 | Maximum (°C) | Minimum (°C) | Mean RH (%) | Total Rainfall (mm) | Wind Speed (m/s) | Bakria | Abda | Zaria |
12 | 19–25 March | 16.62 | 7.95 | 86.86 | 2.40 | 1.50 | 1.37 | 1.62 | 1.52 |
13 | 26 March to 1 April | 19.77 | 7.66 | 84.81 | 2.40 | 0.84 | 2.50 | 2.43 | 2.85 |
14 | 2–8 April | 18.86 | 7.80 | 82.20 | 0.51 | 1.34 | 2.55 | 4.55 | 3.46 |
15 | 9–15 April | 20.75 | 8.38 | 78.25 | 0.00 | 1.19 | 21.61 | 26.76 | 24.81 |
16 | 16–22 April | 22.92 | 10.16 | 71.78 | 1.40 | 1.19 | 24.50 | 27.00 | 27.00 |
17 | 23–29 April | 24.34 | 10.09 | 77.09 | 1.20 | 0.83 | 25.00 | 28.8 | 28.00 |
18 | 30 April to 6 May | 25.98 | 14.31 | 68.52 | 0.80 | 1.17 | 10.00 | 17.00 | 15.00 |
19 | 7–13 May | 19.70 | 11.05 | 81.34 | 0.60 | 2.16 | 8.00 | 9.00 | 9.00 |
Seasonal mean | 21.12 | 9.68 | 78.86 | 1.16 | 1.28 | 7.68 | 8.91 | 8.44 | |
Correlation Coefficient (r) between Mean Aphid Population and Abiotic Factors | |||||||||
Maximum temperature (°C) | 0.62 * | 0.70 * | 0.69 * | ||||||
Minimum temperature (°C) | 0.24 | 0.35 | 0.33 | ||||||
Mean relative humidity (%) | −0.61 | −0.70 * | −0.68 * | ||||||
Total rainfall (mm) | −0.37 | −0.45 | −0.41 | ||||||
Wind speed (m/s) | −0.38 | −0.36 | −0.37 |
Abiotic Factors | Mean no. of Pea Aphid per 20 Twigs in the Tested Lentil Varieties | ||||||||
---|---|---|---|---|---|---|---|---|---|
SMW | Date and Month of 2017 | Maximum (°C) | Minimum (°C) | Mean RH (%) | Total Rainfall (mm) | Wind Speed (m/s) | Bakria | Abda | Zaria |
4 | 22–28 January | 14.41 | 4.98 | 84.98 | 15.60 | 1.41 | 1.01 | 2.16 | 2.51 |
5 | 29 January to 4 Feb | 18.15 | 6.41 | 87.23 | 0.80 | 0.84 | 5.78 | 6.85 | 6.76 |
6 | 5–11 February | 17.99 | 5.59 | 85.60 | 6.20 | 1.39 | 4.00 | 7.66 | 7.43 |
7 | 12–18 February | 19.26 | 7.14 | 83.84 | 1.20 | 0.84 | 9.00 | 8.08 | 12.96 |
8 | 19–25 February | 14.56 | 9.22 | 98.63 | 0.00 | 0.40 | 6.00 | 9.50 | 14.16 |
9 | 26 February to 4 March | 17.62 | 6.76 | 91.14 | 0.00 | 0.66 | 11.00 | 12.45 | 15.53 |
10 | 5–11 March | 24.44 | 8.33 | 79.40 | 0.00 | 0.34 | 23.00 | 13.45 | 16.96 |
11 | 12–18 March | 18.55 | 6.98 | 85.93 | 0.40 | 0.67 | 12.00 | 14.78 | 20.11 |
12 | 19–25 March | 16.65 | 6.36 | 84.74 | 10.60 | 0.94 | 11.00 | 15.06 | 24.70 |
13 | 26 March to 1 April | 22.59 | 7.28 | 79.24 | 0.60 | 0.81 | 20.00 | 17.56 | 27.03 |
14 | 2–8 April | 26.26 | 6.85 | 61.44 | 0.40 | 0.90 | 24.00 | 6.66 | 20.38 |
15 | 9–15 April | 26.96 | 12.00 | 71.47 | 0.00 | 0.76 | 24.50 | 4.43 | 14.56 |
16 | 16–22 April | 28.52 | 13.98 | 58.23 | 0.00 | 0.74 | 12.00 | 3.96 | 13.50 |
17 | 23–29 April | 24.95 | 12.14 | 75.60 | 0.20 | 1.21 | 5.06 | 3.20 | 6.81 |
18 | 30 April to 6 May | 26.49 | 11.88 | 69.05 | 0.00 | 1.06 | 3.00 | 1.83 | 5.36 |
Seasonal mean | 21.16 | 8.39 | 79.77 | 2.40 | 0.87 | 11.42 | 8.51 | 13.92 | |
Correlation coefficient (r) between mean aphid population and abiotic factors | |||||||||
Maximum temperature (°C) | 0.52 * | −0.31 | 0.08 | ||||||
Minimum temperature (°C) | 0.11 | −0.45 | −0.15 | ||||||
Mean relative humidity (%) | −0.41 | 0.43 | −0.04 | ||||||
Total rainfall (mm) | −0.40 | −0.09 | −0.21 | ||||||
Wind speed (m/s) | −0.53 | −0.50 * | −0.53 * |
Abiotic Factors | Mean no. of Pea Aphid per 20 Twigs in the Tested Lentil Varieties | ||||||||
---|---|---|---|---|---|---|---|---|---|
SMW | Date and Month of 2018 | Maximum (°C) | Minimum (°C) | Mean RH (%) | Total Rainfall (mm) | Wind Speed (m/s) | Bakria | Abda | Zaria |
10 | 5–11 March | 18.36 | 11.60 | 94.30 | 46.80 | 2.43 | 6.40 | 3.23 | 5.46 |
11 | 12–18 March | 16.88 | 8.50 | 90.37 | 23.20 | 1.71 | 32.51 | 21.96 | 25.95 |
12 | 19–25 March | 15.13 | 5.66 | 88.94 | 11.60 | 1.21 | 13.78 | 12.05 | 16.23 |
13 | 26 March to 1 April | 19.81 | 6.91 | 86.65 | 1.60 | 0.54 | 32.15 | 14.86 | 47.41 |
14 | 2–8 April | 19.10 | 8.78 | 88.88 | 8.60 | 0.97 | 19.96 | 13.48 | 19.20 |
15 | 9–15 April | 15.85 | 7.72 | 91.73 | 55.00 | 2.04 | 6.30 | 4.53 | 14.66 |
16 | 16–22 April | 22.84 | 10.47 | 86.06 | 1.80 | 0.49 | 4.78 | 4.60 | 15.88 |
17 | 23–29 April | 19.99 | 11.07 | 92.30 | 46.80 | 0.66 | 16.25 | 13.48 | 32.33 |
18 | 30 April to 6 May | 19.35 | 7.68 | 86.38 | 4.80 | 0.67 | 6.30 | 4.53 | 14.65 |
19 | 7–13 May | 21.20 | 11.65 | 86.93 | 1.00 | 0.71 | 4.78 | 4.60 | 15.88 |
20 | 14–20 May | 24.01 | 11.45 | 79.19 | 1.60 | 0.63 | 1.95 | 1.41 | 2.5 |
Seasonal mean | 19.32 | 9.23 | 88.34 | 18.44 | 1.10 | 13.20 | 8.98 | 19.10 | |
Correlation Coefficient (r) between Mean Aphid Population and Abiotic Factors | |||||||||
Maximum temperature (°C) | −0.35 | −0.43 | −0.14 | ||||||
Minimum temperature (°C) | −0.46 | −0.44 | −0.39 | ||||||
Mean relative humidity (%) | 0.24 | 0.31 | 0.18 | ||||||
Total rainfall (mm) | −0.03 | 0.02 | −0.06 | ||||||
Wind speed (m/s) | 0.004 | 0.01 | −0.32 |
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El Fakhouri, K.; Sabraoui, A.; Kehel, Z.; El Bouhssini, M. Population Dynamics and Yield Loss Assessment for Pea Aphid, Acyrthosiphon pisum (Harris) (Homoptera: Aphididae), on Lentil in Morocco. Insects 2021, 12, 1080. https://doi.org/10.3390/insects12121080
El Fakhouri K, Sabraoui A, Kehel Z, El Bouhssini M. Population Dynamics and Yield Loss Assessment for Pea Aphid, Acyrthosiphon pisum (Harris) (Homoptera: Aphididae), on Lentil in Morocco. Insects. 2021; 12(12):1080. https://doi.org/10.3390/insects12121080
Chicago/Turabian StyleEl Fakhouri, Karim, Abdelhadi Sabraoui, Zakaria Kehel, and Mustapha El Bouhssini. 2021. "Population Dynamics and Yield Loss Assessment for Pea Aphid, Acyrthosiphon pisum (Harris) (Homoptera: Aphididae), on Lentil in Morocco" Insects 12, no. 12: 1080. https://doi.org/10.3390/insects12121080
APA StyleEl Fakhouri, K., Sabraoui, A., Kehel, Z., & El Bouhssini, M. (2021). Population Dynamics and Yield Loss Assessment for Pea Aphid, Acyrthosiphon pisum (Harris) (Homoptera: Aphididae), on Lentil in Morocco. Insects, 12(12), 1080. https://doi.org/10.3390/insects12121080