| Literature DB >> 35323564 |
Daniel Munyao Mutyambai1, Saliou Niassy1, Paul-André Calatayud1,2, Sevgan Subramanian1.
Abstract
Fall armyworm (FAW), Spodoptera frugiperda J.E Smith, (Lepidoptera: Noctuidae) is a serious invasive pest of maize that has been established in Kenya since 2016. Little is known about its co-occurrence with resident stemborers, relative infestation and damage and how agronomic factors influence its infestation and damage in maize cropping systems across different agro-ecological zones. This study assessed FAW co-occurrence with resident stemborers, relative infestation and damage across three agro-ecological zones, and the effects of different agronomic practices on its infestation and damage in maize cropping systems in Kenya. A total of 180 maize farms were surveyed across three different agro-ecological zones. FAW infestation and damage was highest in lowlands compared to mid-altitude and high-altitude lands. Its population (eggs and larvae) dominated that of resident stemborers in maize fields. Maize grown under mixed cropping systems, with rainfed production and weeded frequently had low infestation and damage compared to those grown under monoculture, with irrigation and no weeding, respectively. Young vegetative maize plants were more infested and damaged compared to mature plants. Different maize varieties were found to have different infestation and damage levels with Pioneer having the least damage. These results demonstrate that agronomic practices play a role in influencing FAW infestation and damage in maize cropping systems. Further, the population of FAW is dominating that of stemborers in maize cropping systems in Kenya, four years after its invasion. Thus, agronomic practices need to be considered while designing sustainable agro-ecological-based management solutions for resource-constrained smallholder farmers.Entities:
Keywords: Kenya; agro-ecology; agronomic practices; fall armyworm
Year: 2022 PMID: 35323564 PMCID: PMC8955010 DOI: 10.3390/insects13030266
Source DB: PubMed Journal: Insects ISSN: 2075-4450 Impact factor: 2.769
Figure 1Map of Kenya showing all fall armyworm sites surveyed.
Socio-demographic characteristics of smallholder farmers interviewed during the survey for fall armyworm infestation and damage in three agro-ecological zones of Kenya in 2019/2020.
| Variable | Agro-Ecological Zone | Mean | Significance | |||
|---|---|---|---|---|---|---|
| Coastal Lowlands | Midland | Highlands | χ2 | |||
|
| 0.14 | |||||
| Male | 75.0 | 60.0 | 46.7 | 60.6 | ||
| Female | 25.0 | 40.0 | 53.3 | 39.4 | ||
| Age (years) | 50.1 | 46.4 | 46.9 | 47.9 | 3.16 ns | |
| Farming experience (years) | 19.1 | 13.3 | 11.8 | 14.5 | 3.16 ns | |
| Education level (%) | 0.30 | |||||
| Informal | 5.0 | 10.0 | 10.0 | 8.3 | ||
| Primary | 65.0 | 50.0 | 36.7 | 48.3 | ||
| Secondary | 30.0 | 20.0 | 43.3 | 31.7 | ||
| Tertiary | 0.0 | 20.0 | 10.0 | 11.7 | ||
ns: denotes not statistically significant.
Maize field characteristics and crop management practices employed by smallholder farmers interviewed during the survey for fall armyworm infestation and damage in three agro-ecological zones of Kenya in 2019/2020.
| Plot Variable | Lowlands Zone | Midlands Zone | Highlands Zone | Mean |
|---|---|---|---|---|
| Plot size | 0.7 ± 0.07 | 0.5 ± 0.05 | 0.5 ± 0.04 | 0.6 ± 0.03 |
|
| ||||
| Vegetative | 61.1 | 61.8 | 83.3 | 68.8 ± 7.29 |
| Tasselling | 24.1 | 25.5 | 9.7 | 19.8 ± 5.03 |
| Maturity | 14.8 | 12.7 | 6.9 | 11.5 ± 2.35 |
|
| ||||
| Monoculture | 42.6 | 30.4 | 49.4 | 40.8 ± 0.05 |
| Mixed cropping (No pattern) including pumpkins (MO) | 11.1 | 10.9 | 14.8 | 12.3 ± 0.01 |
| Maize-legume intercropping (ML) | 14.8 | 43.5 | 23.5 | 27.2 ± 0.08 |
| Push-pull (PP) | 1.9 | 0.0 | 11.1 | 4.3 ± 0.03 |
| Maize-agroforestry (MA) | 5.6 | 0.0 | 0.0 | 1.9 ± 0.02 |
| Maize-cassava intercrop (MC) | 3.7 | 2.2 | 0.0 | 2.0 ± 0.01 |
| Maize-legume-cassava intercrops (MLC) | 16.7 | 8.7 | 0.0 | 8.5 ± 0.05 |
| Maize-vegetable intercrops (MV) | 3.7 | 4.4 | 1.2 | 3.1 ± 0.01 |
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| ||||
| Continuous cropping | 55.0 | 20.0 | 50.0 | 41.7 ± 0.11 |
| Rotation | 15.0 | 60.0 | 43.3 | 39.4 ± 0.13 |
| Fallow | 30.0 | 20.0 | 6.7 | 18.9 ± 0.07 |
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| ||||
| OPVs | 14.8 | 2.3 | 3.3 | 6.8 ± 0.04 |
| Hybrids | 46.3 | 77.3 | 90.0 | 71.2 ± 0.13 |
| Recycled seeds | 38.9 | 20.5 | 6.7 | 22.8 ± 0.13 |
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| ||||
| Conventional | 60.0 | 20.0 | 50.0 | 43.3 ± 0.12 |
| Conservation | 40.0 | 80.0 | 50.0 | 56.7 ± 0.12 |
| Zero tillage | 0.0 | 0.0 | 0.0 | 0.0 ± 0.00 |
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| ||||
| Irrigation | 5.0 | 80.0 | 5.0 | 30.0 ± 25.00 |
| Rainfed | 95.0 | 20.0 | 95.0 | 70.0 ± 25.00 |
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| Yes | 70.0 | 80.0 | 83.3 | 77.8 ± 0.04 |
| No | 30.0 | 20.0 | 16.7 | 22.2 ± 0.04 |
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| Yes | 15.0 | 10.0 | 6.7 | 10.6 ± 0.02 |
| No | 85.0 | 90.0 | 93.3 | 89.4 ± 0.02 |
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| Two or more | 60.0 | 50.0 | 26.7 | 45.6 ± 0.10 |
| Once | 40.0 | 50.0 | 73.3 | 54.4 ± 0.10 |
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| ||||
| Yes | 5.0 | 0.0 | 0.0 | 1.7 ± 0.02 |
| No | 95.0 | 100.0 | 100.0 | 98.3 ± 0.02 |
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| Yes | 47.2 | 42.9 | 10.0 | 33.3 ± 0.12 |
| No | 52.8 | 57.1 | 90.0 | 66.7 ± 0.12 |
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| Two or more | 24.1 | 14.6 | 4.2 | 14.3 ± 0.06 |
| Once | 75.9 | 85.5 | 95.8 | 85.7 ± 0.06 |
Figure 2Percentage of maize plants infested (mean ± SE) by fall armyworm in different agro-ecological zones of Kenya. Bars capped with different letter differ significantly (Tukey’s studentized test: p < 0.05).
Generalized linear models’ results for the aggregated data on maize field characteristics and crop management practices employed by smallholder farmers interviewed during the survey for fall armyworm infestation and damage in three agro-ecological zones of Kenya in 2019/2020.
| Term | Incidence of Plants Infested by FAW | |||
|---|---|---|---|---|
| Estimate | Standard Error | Z Value | ||
|
| ||||
| Tasseling | −0.8 | 0.1 | −12.3 | <0.001 |
| Mature | 0.0 | 0.1 | −0.4 | 0.692 |
|
| ||||
| Fallow | 0.5 | 0.1 | 3.9 | <0.001 |
| Rotation with legumes | 0.4 | 0.1 | 2.8 | 0.006 |
| Rotation with potatoes | 0.5 | 0.2 | 2.5 | 0.012 |
| Rotation with vegetables | −0.6 | 0.1 | −5.0 | <0.001 |
|
| ||||
| Maize-cassava intercrop | −2.6 | 0.3 | −9.3 | <0.001 |
| Maize-legume intercrop | −1.1 | 0.1 | −13.0 | <0.001 |
| Maize-legume-cassava intercrop | −0.9 | 0.1 | −9.0 | <0.001 |
| Mixed cropping (no pattern) | −1.6 | 0.1 | −18.9 | <0.001 |
| Maize-vegetable intercrop | −0.6 | 0.2 | −2.7 | 0.007 |
| Push–pull | −2.4 | 0.1 | −19.0 | <0.001 |
|
| 0.7 | 0.1 | 11.4 | <0.001 |
|
| ||||
| DHO4 | 0.6 | 0.2 | 3.9 | <0.001 |
| DK777 | −0.1 | 0.1 | −0.6 | 0.519 |
| DK3081 | 0.6 | 0.2 | 2.7 | 0.007 |
| Duma43 | −0.6 | 0.2 | −3.4 | 0.001 |
| HB600 series | −0.9 | 0.1 | −8.0 | <0.001 |
| OPVs | −0.6 | 0.1 | −6.2 | <0.001 |
| PH4 | −0.9 | 0.1 | −8.1 | <0.001 |
| Pioneer | −1.4 | 0.1 | −9.6 | <0.001 |
|
| 1.1 | 0.1 | 20.6 | <0.001 |
|
| 0.1 | 0.0 | 2.4 | 0.016 |
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| ||||
| Fallow | −1.7 | 0.2 | −7.2 | <0.001 |
| Legumes | 0.3 | 0.1 | 2.5 | 0.015 |
| Maize and cassava | 17.0 | 333.6 | 0.1 | 0.959 |
| Potatoes | 1.4 | 0.2 | 6.2 | <0.001 |
| Vegetables | 0.6 | 0.2 | 3.8 | <0.001 |
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| Irrigation | 2.3 | 0.2 | 10.5 | <0.001 |
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| Ferrosols | −5.2 | 0.5 | −10.2 | <0.001 |
| Luvisols | −3.4 | 0.6 | −5.7 | <0.001 |
| Nitisols | −3.4 | 0.5 | −6.6 | <0.001 |
| Vertisols | −4.0 | 0.5 | −7.8 | <0.001 |
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| ||||
| Conservation tillage | −0.8 | 0.1 | −7.2 | <0.001 |
|
| 1.3 | 0.1 | 14.7 | <0.001 |
Note: Monoculture, arenosol (sandy) soils, maize as a previous crop, rainfed as a production system, continuous cropping as cropping pattern, conventional tillage, vegetative crop stage, HB500 series as maize variety, no fertilizer application, infrequent weeding and no insecticide use were reference variables.
Generalized linear models’ results for the disaggregated data on maize field characteristics and crop management practices employed by smallholder farmers interviewed during the survey for fall armyworm infestation and damage in three agro-ecological zones of Kenya in 2019/2020.
| Term | Incidence of Plants Infested by FAW | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Lowlands | Midlands | Highlands | ||||||||||
| Estimate | Standard Error | Z Value | Estimate | Standard Error | Z Value | Estimate | Standard Error | Z Value | ||||
|
| ||||||||||||
| Tasselling | −0.9 | 0.5 | −1.8 | 0.076 | −1.5 | 0.1 | −11.8 | <0.001 | −0.5 | 0.1 | −3.9 | <0.001 |
| Mature | −2.0 | 0.3 | −5.9 | <0.001 | −0.7 | 0.1 | −5.7 | <0.001 | −0.3 | 0.1 | −2.0 | 0.042 |
|
| ||||||||||||
| Fallow | −0.7 | 0.3 | −2.3 | 0.022 | −1.4 | 1.1 | −1.3 | 0.209 | −0.9 | 0.2 | −4.0 | <0.001 |
| Rotation with legumes | −0.7 | 0.4 | −1.9 | 0.062 | −0.7 | 1.4 | −0.5 | 0.622 | 0.7 | 0.2 | 4.4 | <0.001 |
| Rotation with potatoes | - | - | - | - | −1.1 | 1.2 | −1.0 | 0.336 | 0.5 | 0.2 | 2.5 | 0.014 |
| Rotation with vegetables | - | - | - | - | −1.0 | 1.1 | −0.9 | 0.375 | −1.7 | 0.2 | −7.1 | <0.001 |
|
| ||||||||||||
| Maize-cassava intercrop | - | - | - | - | −17.3 | 350.5 | 0.0 | 0.961 | - | - | - | - |
| Maize-legume intercrop | - | - | - | - | −0.8 | 0.1 | −6.2 | <0.001 | 0.1 | 0.2 | 0.6 | 0.552 |
| Maize-legume-cassava intercrop | 2.2 | 1.0 | 2.2 | 0.032 | −0.7 | 0.2 | −3.3 | 0.001 | - | - | - | - |
| Mixed cropping (No pattern) | 18.5 | 4269.9 | 0.0 | 0.997 | −1.9 | 0.2 | −10.6 | <0.001 | −0.8 | 0.1 | −7.3 | <0.001 |
| Maize-vegetable intercrop | −1.9 | 0.4 | −5.0 | <0.001 | −1.4 | 0.3 | −4.3 | <0.001 | −0.5 | 0.3 | −1.8 | 0.072 |
| Push–pull | −2.7 | 0.4 | −7.7 | <0.001 | - | - | - | - | −2.0 | 0.2 | −13.2 | <0.001 |
| Maize-agroforestry | 18.5 | 4269.9 | 0.0 | 0.997 | - | - | - | - | - | - | - | - |
|
| −0.4 | 0.3 | −1.5 | 0.144 | 2.2 | 0.1 | 16.0 | <0.001 | 0.6 | 0.1 | 5.9 | <0.001 |
|
| ||||||||||||
| DHO4 | - | - | - | - | −4.3 | 0.7 | −5.9 | <0.001 | - | - | - | - |
| DK777 | - | - | - | - | - | - | - | - | 0.4 | 0.2 | 2.1 | 0.032 |
| DK3081 | −0.6 | 0.6 | −0.9 | 0.383 | - | - | - | - | - | - | - | - |
| Duma43 | - | - | - | - | - | - | - | - | −0.1 | 0.2 | −0.6 | 0.564 |
| HB600 series | - | - | - | - | −1.1 | 0.2 | −6.9 | <0.001 | −0.7 | 0.2 | −3.8 | <0.001 |
| OPVs | −0.7 | 0.5 | −1.5 | 0.133 | −2.3 | 0.2 | −12.5 | <0.001 | 0.2 | 0.3 | 0.9 | 0.352 |
| PH4 | −2.3 | 0.4 | −5.2 | <0.001 | −1.4 | 0.2 | −12.5 | <0.001 | −0.2 | 0.5 | −0.4 | <0.001 |
| Pioneer | - | - | - | - | −2.0 | 0.3 | −7.9 | <0.001 | −0.8 | 0.2 | −3.8 | <0.001 |
| Panner | - | - | - | - | −5.0 | 1.0 | −4.9 | <0.001 | −2.8 | 0.6 | −4.4 | <0.001 |
|
| −0.9 | 0.5 | −1.8 | 0.078 | 1.8 | 0.1 | 16.1 | <0.001 | −1.4 | 0.3 | −4.9 | <0.001 |
|
| 0.0 | 0.1 | −0.4 | 0.690 | −1.0 | 0.1 | −13.2 | <0.001 | 0.9 | 0.1 | 14.4 | <0.001 |
|
| ||||||||||||
| Fallow | - | - | - | - | - | - | - | - | −1.0 | 0.2 | −5.1 | <0.001 |
| Beans | −0.3 | 0.5 | −0.6 | 0.541 | 1.2 | 1.1 | 1.1 | 0.266 | −1.1 | 0.2 | −4.5 | <0.001 |
| Potatoes | - | - | - | - | 0.1 | 0.7 | 0.1 | 0.883 | 1.5 | 0.3 | 5.8 | <0.001 |
| Tomatoes | - | - | - | - | −0.6 | 0.7 | −0.8 | 0.411 | - | - | - | - |
| Cabbage | - | - | - | - | 1.2 | 1.1 | 1.1 | 0.266 | - | - | - | - |
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| ||||||||||||
| Irrigation | 2.3 | 0.2 | 10.5 | <0.001 | 0.2 | 0.7 | 0.3 | 0.779 | - | - | - | - |
|
| ||||||||||||
| Luvisols | −3.4 | 0.6 | −5.7 | <0.001 | - | - | - | - | - | - | - | - |
| Nitisols | −2.1 | 0.5 | −4.0 | <0.001 | −0.3 | 1.1 | −0.2 | 0.809 | 1.0 | 0.1 | 8.6 | <0.001 |
| Vertisols | - | - | - | - | −0.4 | 1.2 | −0.4 | 0.722 | 0.9 | 0.2 | 5.7 | <0.001 |
|
| ||||||||||||
| Conservation tillage | −1.3 | 0.3 | −4.5 | <0.001 | 0.6 | 0.6 | 1.0 | 0.332 | −0.9 | 0.1 | −8.6 | <0.001 |
|
| −0.3 | 0.3 | −1.0 | 0.306 | −0.8 | 0.6 | −1.4 | 0.171 | 1.0 | 0.1 | 8.0 | <0.001 |
Note: - Indicates absence of the assessed parameter. Monoculture, arenosol (sandy) soils (for lowlands), ferrosol soils (for midlands and highlands) maize as a previous crop, rainfed as a production system, continuous cropping as cropping pattern, conventional tillage, vegetative crop stage, HB500 series as maize variety, no fertilizer application, no weeding and no insecticide use were reference variables.
Figure 3Mean fall armyworm damage score (± SE) on leaves of maize plants in three different agro-ecological zones of Kenya. Bars capped with different letter differ significantly (Tukey’s studentized test: p < 0.05).
Analysis of variance results for the aggregated data on maize field characteristics and crop management practices employed by smallholder farmers interviewed during the survey for fall armyworm infestation and damage in three agro-ecological zones of Kenya in 2019/2020.
| Term | Damage Score from the Davis Scale | ||||
|---|---|---|---|---|---|
| Degrees of Freedom | Sum of Squares | Mean Squares | |||
| Crop stage | 2 | 9.0 | 4.5 | 0.7 | 0.514 |
| Cropping pattern | 4 | 22.7 | 4.5 | 0.7 | 0.609 |
| Cropping system | 6 | 221.2 | 31.6 | 9.7 | <0.001 |
| Fertilizer application | 1 | 13.1 | 6.6 | 1.0 | 0.377 |
| Maize variety | 8 | 122.2 | 17.5 | 3.8 | 0.003 |
| Insecticide use | 1 | 100.2 | 100.2 | 20.1 | <0.001 |
| Plot size | 3 | 17.0 | 4.2 | 0.6 | 0.646 |
| Previous crop | 5 | 64.3 | 12.9 | 2.2 | 0.069 |
| Production system | 1 | 28.2 | 28.2 | 4.5 | 0.038 |
| Soil types | 4 | 144.3 | 36.1 | 8.1 | <0.001 |
| Tillage | 1 | 18.0 | 9.0 | 1.4 | 0.260 |
| Weeding | 1 | 45.8 | 45.8 | 7.7 | 0.007 |
Analysis of variance results for the disaggregated data on maize field characteristics and crop management practices employed by smallholder farmers interviewed during the survey for fall armyworm infestation and damage in three agro-ecological zones of Kenya in 2019/2020.
| Term | Damage Score from the Davis Scale | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Lowlands | Midlands | Highlands | |||||||||||||
| Degrees of Freedom | Sum of Squares | Mean Squares | Degrees of Freedom | Sum of Squares | Mean Squares | Degrees of Freedom | Sum of Squares | Mean Squares | |||||||
| Crop stage | 2 | 17.3 | 8.6 | 4.0 | 0.038 | 2 | 14.0 | 7.0 | 4.5 | 0.056 | 1 | 0.4 | 0.4 | 0.1 | 0.747 |
| Cropping pattern | 2 | 16.8 | 8.4 | 3.8 | 0.043 | 4 | 4.5 | 1.1 | 0.3 | 0.882 | 6 | 32.9 | 5.5 | 2.0 | 0.115 |
| Cropping system | 1 | 6.6 | 6.6 | 2.4 | 0.141 | 2 | 1.4 | 0.7 | 0.2 | 0.822 | 5 | 59.2 | 19.7 | 13.5 | <0.001 |
| Fertilizer application | 1 | 3.9 | 3.9 | 1.4 | 0.254 | 1 | 1.8 | 1.8 | 0.6 | 0.458 | 1 | 8.0 | 8.0 | 2.5 | 0.124 |
| Maize variety | 3 | 33.0 | 11.0 | 13.4 | <0.001 | 3 | 0.3 | 0.1 | 0.0 | 0.995 | 6 | 18.5 | 3.1 | 0.7 | 0.622 |
| Insecticide use | 1 | 9.0 | 9.0 | 3.6 | 0.074 | 1 | 3.5 | 3.5 | 1.3 | 0.287 | 1 | 9.7 | 9.7 | 3.1 | 0.089 |
| Plot size | 2 | 18.6 | 9.3 | 4.4 | 0.028 | 1 | 0.3 | 0.3 | 0.1 | 0.781 | 2 | 46.6 | 23.3 | 12.4 | <0.001 |
| Previous crop | 1 | 1.1 | 1.1 | 0.6 | 0.463 | 2 | 0.5 | 0.3 | 0.1 | 0.868 | 3 | 21.0 | 7.0 | 2.5 | 0.082 |
| Production system | 1 | 0.2 | 0.2 | 0.1 | 0.800 | 1 | 1.1 | 1.1 | 0.4 | 0.563 | 1 | 30.1 | 30.1 | 12.6 | 0.001 |
| Soil types | 2 | 12.5 | 12.4 | 5.1 | 0.037 | 2 | 10.1 | 5.1 | 2.4 | 0.163 | 1 | 8.6 | 4.3 | 1.3 | 0.287 |
| Tillage | 1 | 0.2 | 0.2 | 0.1 | 0.807 | 1 | 6.4 | 6.4 | 2.8 | 0.136 | 1 | 11.4 | 11.4 | 3.7 | 0.064 |
| Weeding | 1 | 1.2 | 1.2 | 0.4 | 0.539 | 1 | 4.5 | 4.5 | 1.8 | 0.222 | 1 | 10.7 | 10.7 | 3.5 | 0.073 |
Figure 4Percentage infestation of fall armyworm and stemborers, fall armyworm alone and stemborers alone in maize plants surveyed in different agro-ecological zones of Kenya.
Figure 5Mean number (mean ± SE) of egg batches (A) and larvae (B) of fall armyworm and stemborers per 50 maize plants observed during field survey in Kenya. Bars capped with different letter differ significantly (Tukey’s studentized range test: p < 0.05).