| Literature DB >> 30096146 |
Gerson Adriano Silva1, Izailda Barbosa Santos2, Silvério Oliveira Campos2, Tarcísio Visintin Silva Galdino1, Elisângela Gomes Fidelis Morais2, Júlio Claudio Martins2, Lino Roberto Ferreira1, Raul Narciso Carvalho Guedes2, Marcelo Coutinho Picanço1.
Abstract
Insect pests are one of the factors that most impact plant yield. The magnitude of the losses and the spatiotemporal pest distribution in crops is a result of their interactions with the environment. Therefore, the understanding of the causes of production losses and the pest spatial patterns is important for the development of suitable sampling plans and pest management programs. Thus, this study aimed to quantify grain losses caused by insects and to determine the spatial distribution pattern of arthropod pest species in Bt and non-Bt corn. The prevailing insect pests in the corn ears were the earworm and fall armyworm caterpillars (Helicoverpa spp. and Spodoptera frugiperda), the cornsilk fly (Euxesta spp.), the maize weevil (Sitophilus zeamais), and the square-necked grain beetle (Cathartus quadricollis). The non-Bt corn was more attacked by the caterpillars and the weevil, while Bt corn was more affected by the cornsilk fly Euxesta spp. Spatial dependence was significant for the damage caused by the caterpillars, the grain beetle and the maize weevil in both the Bt and non-Bt corn genotypes. The range of the damage caused by the insects was between 9.0-9.7 m for the caterpillars, 6.9-12.20 m for the cornsilk fly, 10.7-80.4 m for the square-necked grain beetle, and 51.9-170.7 m for the maize weevil. The pattern of the spatial distribution of pest damage in both corn genotypes (i.e., Bt and non-Bt corn) was similar with a prevalence of moderate to strong spatial dependence and aggregate damage distribution. The plants near to the sampling points exhibited injury and infestation levels similar to those of the sampled plants.Entities:
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Year: 2018 PMID: 30096146 PMCID: PMC6086412 DOI: 10.1371/journal.pone.0201201
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Frequency of damage caused by insects and mice to Bt (Cry1Ab) and non-Bt corn ears.
| Pest | Frequency (%) | |||
|---|---|---|---|---|
| 1st Year (2009/2010) | 2nd Year (2011/2012) | |||
| Bt | Non-Bt | Bt | Non-Bt | |
| 63.5 | 66.0 | 91.8 | 91.0 | |
| 0.4 | 1.6 | 8.4 | 6.8 | |
| 42.2 | 32.0 | 38.7 | 22.5 | |
| 10.5 | 15.2 | 61.7 | 65.7 | |
| 0.4 | 0.6 | 4.4 | 8.9 | |
| Caterpillars | 77.9 | 82.5 | 85.7 | 94.3 |
| Mice | 4.3 | 7.1 | 2.0 | 1.4 |
Fig 1Mean losses (± SE) caused by insects in Bt and non-Bt corn in the first season of cultivation.
(A) Total yield losses caused by insects, (B) yield losses caused by each insect within the total yield losses by insects. Means followed by the same letter are similar according to Dunn's test (P < 0.05); a capital letter represents grain losses of Bt corn; lowercase letters represent grain losses of non-Bt corn. A line represents a significant difference between Bt and non-Bt corn means by Mann-Whitney U-test for two groups (P < 0.05).
Fig 2Mean losses (± SE) caused by insects in Bt and non-Bt corn in the second season of cultivation.
(A) Total yield losses caused by insects, (B) yield losses caused by each insect within the total yield losses by insects. Means followed by the same letter are similar according to Dunn's test (P < 0.05); a capital letter represents grain losses of Bt corn; and a lowercase letter represents grain losses of non-Bt corn. A line represents a significant difference between Bt and non-Bt corn means according to Mann-Whitney U-test for the two groups (P < 0.05).
Pearson’s correlation between grains damaged by caterpillar and by other insect pests in field corn, regardless of season and corn genotype.
| Species | Grains damaged by caterpillar | ||
|---|---|---|---|
| Correlation coefficient (r) | t value | Significance (p) | |
| 0.07 | 2.53 | 0.010 | |
| 0.01 | 0.24 | 0.405 | |
| -0.16 | 5.59 | <0.001 | |
| 0.07 | 2.42 | 0.007 | |
| 0.01 | 0.25 | 0.400 | |
| Mice | -0.02 | 0.77 | 0.220 |
* Significant to p < 0.05
Cross-validation by the kriging method of the values observed and estimated by the spherical, exponential and Gaussian models of grain injury by caterpillars (Helicoverpa spp. and S. frugiperda), cornsilk fly (Euxesta sp.), square-necked grain beetle (C. quadricollis), and maize weevil (S. zeamais) on Bt (Cry1Ab) and non-Bt corn.
| Species/group | Model | β1 | β0 | RSS | C0 | C0 + C | Ao (m) | R2 | DSD | n |
|---|---|---|---|---|---|---|---|---|---|---|
| Caterpillars | Spherical | 0.26 | 151.35 | 5 x 107 | 3000 | 50680 | 10.50 | 0.94 | 0.06 | 307 |
| Spherical | 0.15 | 77.68 | 8326176 | 810 | 21260 | 10.00 | 0.28 | 0.04 | 307 | |
| Gaussian | 0.99 | 0.04 | 170 | 12.66 | 40.92 | 131.06 | 0.89 | 0.31 | 307 | |
| Exponential | 0.67 | 1.45 | 297 | 9.33 | 57.24 | 15.90 | 0.84 | 0.16 | 307 | |
| Caterpillars | Spherical | 0.16 | 177.46 | 1.59 x 108 | 2200 | 48770 | 9.70 | 0.06 | 0.05 | 280 |
| Exponential | 0.39 | 27.54 | 3926667 | 1040 | 8990 | 6.90 | 0.01 | 0.12 | 280 | |
| Exponential | 0.32 | 1.41 | 890 | 67.88 | 74.98 | 116.98 | 0.26 | 0.91 | 280 | |
| Spherical | 0.64 | 1.87 | 705 | 2.34 | 48.99 | 14.32 | 0.15 | 0.05 | 280 | |
| Caterpillars | Exponential | 0.12 | 197.07 | 2.0 x 107 | 8400 | 58900 | 9.00 | 0.94 | 0.14 | 405 |
| Spherical | 0.48 | 40.42 | 1.86 x 107 | 1180 | 21620 | 10.70 | 0.02 | 0.05 | 405 | |
| Gaussian | 0.23 | 4.15 | 2626 | 98.99 | 169.94 | 170.67 | 0.76 | 0.58 | 405 | |
| Spherical | 0.53 | 7.18 | 5600 | 7.10 | 295.76 | 10.70 | 0.02 | 0.02 | 405 | |
| Caterpillars | Spherical | 0.27 | 272.38 | 5.99 x 107 | 5600 | 79510 | 10.10 | 0.04 | 0.07 | 368 |
| Spherical | 0.36 | 22.52 | 2973253 | 260 | 7149 | 12.20 | 0.15 | 0.04 | 368 | |
| Exponential | 0.77 | 3.30 | 45449 | 250 | 788.10 | 51.90 | 0.71 | 0.32 | 368 | |
| Exponential | 0.75 | 4.12 | 5902 | 187.50 | 375.10 | 80.40 | 0.76 | 0.50 | 368 | |
In the header: β0 = intercept, β1 = slope, RSS = residual sum of squares, C0 = nugget effect, C = contribution, C0 + C = sill, Ao = range, DSD = degree of spatial dependence and n = number of point.
Fig 3Spatial distribution of corn injury by caterpillars (Helicoverpa spp. + Spodoptera frugiperda), the cornsilk fly (Euxesta sp.), square-necked grain beetle (C. quadricollis), and the maize weevil (S. zeamais) in Bt (Cry1Ab) and non-Bt corn crops in the 2008/09 and 2009/10 seasons.
Angle 0° = along the corn row and 90° = direction between corn rows. The maps are from infestations in Cajuri county, State of Minas Gerais, Brazil.