A Bayesian hurdle model for analysis of an insect resistance monitoring database

Motivated by the analysis of the Australian Grain Insect Resistance Database (AGIRD), we develop a Bayesian hurdle modelling approach to assess trends in strong resistance of stored grain insects to phosphine over time. The binary response variable from AGIRD indicating presence or absence of strong resistance is characterized by a majority of absence observations and the hurdle model is a two step approach that is useful when analyzing such a binary response dataset. The proposed hurdle model utilizes Bayesian classification trees to firstly identify covariates and covariate levels pertaining to possible presence or absence of strong resistance. Secondly, generalized additive models (GAMs) with spike and slab priors for variable selection are fitted to the subset of the dataset identified from the Bayesian classification tree indicating possibility of presence of strong resistance. From the GAM we assess trends, biosecurity issues and site specific variables influencing the presence of strong resistance using a variable selection approach. The proposed Bayesian hurdle model is compared to its frequentist counterpart, and also to a naive Bayesian approach which fits a GAM to the entire dataset. The Bayesian hurdle model has the benefit of providing a set of good trees for use in the first step and appears to provide enough flexibility to represent the influence of variables on strong resistance compared to the frequentist model, but also captures the subtle changes in the trend that are missed by the frequentist and naive Bayesian models.

Resistance to malathion and lambda-cyhalothrin in Ceratitis capitata (Wiedemann) (Diptera: Tephritidae)

La mosca mediterránea de la fruta, Ceratitis capitata (Wiedemann, 1824) (Diptera: Tephritidae), es una de las plagas de mayor incidencia económica en cítricos y otros frutales a nivel mundial. En España las medidas de control de esta plaga en cítricos, desde mediados de los 90 hasta 2009, se basaron principalmente en el monitoreo de las poblaciones y en la aplicación de tratamientos aéreos y terrestres con malatión cebo. Sin embargo, desde la retirada en la Unión Europea en 2009 de los productos fitosanitarios que contienen malatión, los insecticidas más utilizados para el control de esta plaga han sido lambda-cihalotrina y spinosad. En 2004-2005 se detectaron poblaciones españolas de C. capitata resistentes a malatión. Esta resistencia se ha asociado a una mutación (G328A) en la acetilcolinesterasa (AChE), a una duplicación del gen de la AChE (Ccace2) (una de las copias lleva la mutación G328A) y a resistencia metabólica mediada por esterasas (posiblemente aliesterasas). Sin embargo, cuando se secuenció la aliesterasa CcE7 en individuos de una línea resistente a malatión, no se encontró ninguna de las mutaciones (G137D y/o W251L/S/G) asociadas a resistencia en otras especies, si bien se encontraron otras mutaciones al compararlos con individuos de una línea susceptible. Asimismo, mediante la selección en laboratorio de una línea resistente a malatión (W-4Km) con lambda-cihalotrina, se ha podido obtener una línea resistente a lambda-cihalotrina (W-1K). Finalmente, se ha demostrado la capacidad de esta especie para desarrollar resistencia a spinosad mediante selección en laboratorio. Los múltiples mecanismos de resistencia identificados evidencian el potencial de esta especie para desarrollar resistencia a insecticidas con diferentes modos de acción. Los objetivos de esta tesis doctoral son: 1) evaluar la susceptibilidad de poblaciones españolas de campo de C. capitata a lambda-cihalotrina y dilucidar los mecanismos de resistencia en la línea W-1Kλ; 2) comparar la herencia, el coste biológico y la estabilidad de la resistencia a malatión mediada por la mutación G328A y la duplicación del gen Ccace2 (una de las copias lleva la mutación G328A); y 3) investigar el papel de las mutaciones identificadas en la aliesterasa CcαE7 en la resistencia a malatión. Estos estudios son de utilidad para el desarrollo de estrategias de manejo de la resistencia que puedan prevenir o retrasar la aparición de resistencia y aumentar la sostenibilidad de los insecticidas disponibles para el control de esta plaga. Nuestros resultados indican que las poblaciones españolas de C. capitata analizadas han desarrollado resistencia a lambda-cihalotrina. Los valores de CL50 estimados para las poblaciones recogidas en la Comunidad Valenciana, Cataluña y Andalucía oscilaron entre 129 ppm y 287 ppm, igualando o sobrepasando la concentración recomendada para los tratamientos de campo (125 ppm). Estos resultados contrastan con los obtenidos con tres poblaciones de campo recogidas en Túnez, cuya susceptibilidad fue similar a la de la línea control (C). La línea resistente a lambda-cihalotrina W-1K se continuó seleccionando en el laboratorio alcanzándose unos niveles de resistencia de 205 veces con respecto a la línea C, siendo su CL50 (4224 ppm) más de 30 veces superior a la concentración recomendada para los tratamientos de campo. Esta línea resistente mostró altos niveles de resistencia cruzada a deltametrina (150 veces) y a etofenprox (240 veces), lo que sugiere que el desarrollo de resistencia a lambda-cihalotrina podría comprometer la eficacia de otros piretroides para el control de esta plaga. Hemos demostrado que la resistencia de la línea W-1K a lambda-cihalotrina fue casi completamente suprimida por el sinergista PBO, lo que indica que las enzimas P450 desempeñan un papel muy importante en la resistencia a este insecticida. Sin embargo, tanto las moscas de la línea susceptible C como las de la línea resistente W-1K perdieron inmediatamente la capacidad de caminar (efecto “knock-down”) al ser tratadas tópicamente con lambda-cihalotrina, lo que sugiere que la resistencia no está mediada por alteraciones en la molécula diana (resistencia tipo “kdr”). La resistencia metabólica mediada por P450 fue analizada comparando la expresión de 53 genes CYP (codifican enzimas P450) de las familias CYP4, CYP6, CYP9 y CYP12 en adultos de la línea resistente W-1K y de la línea susceptible C. Nuestros resultados muestran que el gen CYP6A51 (número de acceso GenBank XM_004534804) fue sobreexpresado (13-18 veces) en la línea W-1K. Por otra parte, la expresión del gen CYP6A51 fue inducida tanto en adultos de la línea W-1K como de la línea C al ser tratados con lambda-cihalotrina. Sin embargo, no se obtuvieron diferencias significativas entre la línea susceptible C y la línea resistente W-1K al comparar la cantidad de P450 y la actividad NADPH-citocromo c reductasa presente en fracciones microsomales obtenidas a partir de abdómenes. Asimismo, no hemos podido correlacionar el metabolismo de deltametrina, estimado in vitro mediante la incubación de este insecticida con fracciones microsomales, con el nivel de resistencia a este piretroide observado en los bioensayos con la línea W-1K. Por otro lado, no se encontró ninguna alteración en la región promotora 5'UTR del gen CYP6A51 (-500 pb desde el inicio de la traducción) que pudiera explicar su sobreexpresión en la línea W-1K. Los datos obtenidos sugieren que la resistencia a lambda-cihalotrina en la línea W-1K está mediada por P450 y que la sobreexpresión de CYP6A51 puede desempeñar un papel importante, aunque se necesitan más evidencias para establecer una asociación directa de la resistencia con este gen. Hemos estudiado la herencia, el coste biológico y la estabilidad de la resistencia a malatión mediada por la mutación G328A y la duplicación del gen Ccace2 (una de las copias lleva la mutación G328A). La línea susceptible C, donde no se encuentra la mutación G328A (genotipo S/S), se cruzó con dos isolíneas establecidas para representar genotipos únicos correspondientes a los dos mecanismos de resistencia asociados a la molécula diana: 1) la isolínea 267Y (genotipo R/R) establecida a partir de una pareja que portaba la mutación G328A en homocigosis; 2) la isolínea 306TY (genotipo RS/RS) establecida a partir de una pareja que portaba en homocigosis la duplicación del gen Ccace2. No se realizaron cruces recíprocos, ya que mediante experimentos de hibridación in situ en cromosomas politénicos se pudo comprobar que el locus de la AChE y la duplicación (probablemente en tándem) se localizan en el cromosoma autosómico 2L. La susceptibilidad al malatión de los parentales resistentes (R/R o RS/RS) y susceptibles (S/S), los cruces F1 (S/R, S/RS y R/RS) y los retrocruzamientos indican que la resistencia a malatión es semi-dominante en ambos casos. Sin embargo, nuestros resultados no fueron concluyentes con respecto a la naturaleza monogénica de la resistencia a malatión en estas isolíneas. Por lo tanto, no podemos descartar que otros genes que contribuyan a la resistencia, además de la mutación G328A (isolínea 267Y) y de la duplicación del gen Ccace2 (isolínea 306TY), puedan haber sido seleccionados durante el proceso de selección de 267Y y 306TY. Varios parámetros biológicos fueron evaluados para determinar si estos dos mecanismos de resistencia a malatión suponen un coste biológico para los genotipos resistentes. Individuos con genotipo R/R mostraron un retraso en el tiempo de desarrollo de huevo a pupa, un peso de pupa reducido y una menor longevidad de los adultos, en comparación con los individuos con genotipo S/S. Sin embargo, el peso de pupa de los individuos con genotipo RS/RS fue similar al de los individuos S/S, y su desarrollo de huevo a pupa intermedio entre S/S y R/R. Estas diferencias en el coste biológico pueden estar relacionadas con la reducción de la eficiencia catalítica de la AChE mutada en los individuos R/R, y al efecto compensatorio que la copia no mutada del gen tiene en los individuos RS/RS que portan la duplicación. La estabilidad de la resistencia a malatión mediada por la mutación G328A y la duplicación se analizó mediante el seguimiento de los caracteres de resistencia en la progenie de retrocruzamientos S/R x R/R y S/RS x RS/RS a lo largo de varias generaciones en ausencia de presión de selección con insecticidas. Nuestros resultados muestran que la frecuencia del alelo que porta la mutación G328A disminuyó desde 67,5% en la primera generación del retrocruzamiento S/R x R/R (75% esperado, asumiendo segregación mendeliana y que sólo hay dos alelos: uno mutado y otro no mutado) a 12% después de 10 generaciones. Por el contrario, la frecuencia de la duplicación sólo disminuyó desde 75% en en la primera generación del retrocruzamiento S/RS x RS/RS (75% esperado, asumiendo segregación Mendeliana y que la duplicación segrega como un único alelo) a 50% en el mismo período, lo que indica que la duplicación es más estable que la mutación. Asimismo, se analizó la presencia de la mutación y de la duplicación en poblaciones de campo recogidas en seis localidades en 2004-2007, cuando todavía se usaba el malatión, y se comparó con poblaciones recogidas en los mismos campos en 2010, un año después de la prohibición del malatión en la Unión Europea. La frecuencia media del genotipo susceptible (S/S) aumentó del 55,9% en el período 2004-2007 a 70,8% en 2010, mientras que la frecuencia de los genotipos portadores de la mutación en homocigosis o heterocigosis (R/R y S/R) disminuyó del 30,4 al 9,2%, los que llevan la duplicación en homocigosis o heterocigosis (RS/RS y S/RS) aumentaron levemente desde 12,8 hasta 13,3%, y los que llevan a la vez la mutación y la duplicación (R/RS) también aumentaron del 1 al 6,7%. Estos resultados son consistentes con que la duplicación del gen Ccace2 (con una copia con la mutación G328A y la otra copia no mutada) es más ventajosa que la mutación G328A por si sola, ya que la duplicación mantiene los niveles de resistencia a la vez que limita el coste biológico. Para investigar la asociación entre la resistencia a malatión y las mutaciones encontradas previamente en CcE7, hemos generado isolíneas con mutaciones específicas seleccionadas por su ubicación próxima a la entrada al centro activo de la enzima. La isolínea Sm2 (procedente de una hembra heterocigota para la mutación V96L y un macho homocigoto para el alelo no mutado) mantuvo altos niveles de resistencia a malatión, incluso después de 30 generaciones sin presión de selección. Por el contrario, la isolínea 267Y (compuesta por individuos homocigotos para la mutación L267Y) y la línea 306TY (compuesta por individuos homocigotos para la doble mutación R306T-N307Y) mostraron una reducción significativa en los niveles de resistencia. También hemos encontrado que la resistencia a malatión de la línea Sm2 fue parcialmente revertida por DEF y TPP, y que Sm2 mostró una reducción significativa en la actividad MTB, como se ha descrito en otras especies que muestran resistencia específica a malatión mediada por aliesterases. Además, fue posible asociar la presencia de la mutación V96L en individuos de la línea Sm2 con supervivencia a una concentración discriminante de malatión (5,000 ppm) y con una baja actividad MTB. Estos resultados sugieren una posible relación entre la mutación V96L en la aliesterasa CcE7 y la resistencia a malatión, aunque todavía no se puede concluir que la resistencia es causada por esta mutación, siendo necesarios más estudios para comprobar su contribución a la resistencia. En conclusión, se ha encontrado por primera vez resistencia a lambda-cihalotrina en poblaciones de campo de C. capitata, y nuestros resultados indican que las P450 son el principal mecanismo de resistencia en la línea W-1K. Esta situación se suma al caso previamente descrito de resistencia en campo a malatión asociada a la mutación G328A, a la duplicación del gen Ccace2 (una de las copias lleva la mutación G328A) y a resistencia metabólica mediada por esterasas. Nuestros resultados también indican que la alteración de la molécula diana AChE parece ser responsable de un cierto nivel de resistencia a malatión en C. capitata, que puede ser estimada como aproximadamente 25-40 veces para la mutación G328A y 40-60 veces para la duplicación; mientras que la resistencia mediada por esterasas y que ha sido asociada en este estudio con la mutación V96L en CcE7 puede conferir un efecto multiplicativo (por un factor de 5 a 10) aumentando la resistencia a malatión a 200-400 veces. Por otra parte, hemos demostrado que los insectos resistentes que llevan la duplicación tienen un coste biológico menor y muestran una estabilidad mayor que aquellos con la mutación G328A en ausencia de presión de selección con insecticidas. Esto representa un escenario en el que los genotipos con la duplicación permanecerán en el campo en frecuencias bajas a moderadas, pero podrían ser seleccionados rápidamente si se utilizan malatión u otros insecticidas que muestren resistencia cruzada. Estos resultados tienen importantes implicaciones para los programas de manejo de la resistencia, ya que el repertorio de insecticidas eficaces para el control de C. capitata es cada vez más limitado. Además, la coexistencia de múltiples mecanismos de resistencia en poblaciones de campo ofrece el potencial para desarrollar resistencia frente a otros insecticidas disponibles para el control de esta plaga. Estrategias para de manejo de la resistencia basadas en la alternancia de insecticidas con diferentes modos de acción, y su combinación con otros métodos de control, deben ser implementadas para evitar el desarrollo de resistencia en campo. ABSTRACT The Mediterranean fruit fly (Medfly), Ceratitis capitata (Wiedemann, 1824) (Diptera: Tephritidae), is one of the most economically damaging pests of citrus and other fruit crops worldwide. Control measures in citrus crops in Spain from the mid 90's to 2009 were mainly based on field monitoring of population levels and aerial and ground treatments with malathion bait sprays. However, since the withdrawal of phytosanitary products containing malathion in the European Union in 2009, lambda-cyhalothrin and spinosad have become the most widely used insecticides for the control of this pest. Resistance to malathion was found in Spanish field populations of C. capitata in 2004-2005. This resistance has been associated with a mutation G328A in the acetylcholinesterase (AChE), a duplication of the AChE gene (Ccace2) (one of the copies bearing the mutation G328A), and metabolic resistance mediated by esterases (probably aliesterases). However, when the gene of the aliesterase CcE7 was sequenced in individuals from a malathion resistant strain of C. capitata, none of the known G137D and/or W251L/S/G mutations associated to resistance in other species were found, though other mutations were detected when compared with individuals from a susceptible strain. Noteworthy, a lambda-cyhalothrin resistant strain (W-1K) was obtained by selecting a field-derived malathion resistant strain (W-4Km) with lambda-cyhalothrin. Moreover, it has also been demonstrated the capacity of this species to develop resistance to spinosad by laboratory selection. The multiple resistance mechanisms identified highlight the potential of this species to develop resistance to insecticides with different modes of action. The objectives of this PhD Thesis are: 1) to assess the susceptibility of Spanish field populations of C. capitata to lambda-cyhalothrin and to elucidate the resistance mechanisms in the W-1Kλ strain; 2) to compare the inheritance, fitness cost and stability of the malathion resistance mediated by the G328A mutation and the duplication of the Ccace2 gene (with one of the copies bearing the mutation G328A); and 3) to investigate the role of the aliesterase CcαE7 mutations in malathion resistance. All these studies will be of use for devising proactive resistance management strategies that could prevent or delay resistance development and would increase the sustainability of the insecticides available for Medfly control. Our results indicate that Spanish field populations of C. capitata have developed resistance to lambda-cyhalothrin. The LC50 values estimated for populations collected at Comunidad Valenciana, Cataluña and Andalucía ranged from 129 ppm to 287 ppm, equaling or overpassing the recommended concentration for field treatments (125 ppm). These results contrast with those obtained with three different Tunisian field populations, whose susceptibility was similar to that of the control (C) strain. The lambda-cyhalothrin resistant W-1K strain has been further selected to achieve a 205-fold resistance compared to the C strain, being its LC50 (4,224 ppm) more than 30 times higher than the recommended concentration for field applications. This resistant strain showed high levels of cross-resistance to deltamethrin (150-fold) and etofenprox (240-fold), suggesting that the development of resistance to lambda-cyhalothrin may compromise the effectiveness of other pyrethroids for the control of this species. We have shown that the resistance of the W-1K strain to lambda-cyhalothrin was almost completely suppressed by the synergist PBO, indicating that P450 enzymes play a very important role in resistance to this insecticide. However, both susceptible C and resistant W-1K flies were knocked down after topical treatment with lambda-cyhalothrin, suggesting that kdr resistance mediated by alterations of the target site is not playing a major role. Metabolic resistance mediated by P450 was further analyzed by comparing the expression of 53 genes of the families CYP4, CYP6, CYP9 and CYP12 in adults flies from the resistant W-1K and the susceptible C strains. We found that the gene CYP6A51 (GenBank accession number XM_004534804) was overexpressed (13-18-fold) in the W-1K strain. Moreover, the expression of the CYP6A51 gene was induced when adults of the W-1K and C strains were treated with lambda-cyhalothrin. However, no significant differences were obtained between susceptible C and resistant W-1K strains for the quantity of P450 and for the activity of NADPH- cytochrome c reductase measured in microsomal fractions obtained from abdomens. Moreover, we failed to correlate the metabolism of deltamethrin, analyzed in vitro by incubating this insecticide with microsomal fractions, with the resistance level against this pyrethroid observed in bioassays with W-1K. The sequencing of the 5´UTR region of the CYP6A51 gene failed in finding an alteration in the promoter region (-500 bp from translation start site) that could explain overexpression in the W-1K strain. All data obtained suggest that resistance to lambda-cyhalothrin in the W- 1K strain is mediated by P450 and that overexpression of CYP6A51 may play a major role, although further evidences are needed to establish a direct association of resistance with this gene. We have studied the inheritance, fitness cost and stability of the malathion resistance mediated by the G328A mutation and the duplication of the Ccace2 gene (with one of the copies bearing the mutation G328A). The malathion-susceptible C strain where the G328A mutation is not found (S/S genotype) was crossed with two isolines established to represent unique genotypes corresponding to the two target-site resistance mechanisms: 1) the 267Y isoline (genotype R/R) was established from a couple bearing the mutation G328A in homozygosis; and 2) the 306TY isoline (genotype RS/RS) was established from a couple being homozygous for the duplication of the Ccace2 gene. Reciprocal crosses have not been performed, since in situ hybridization on polythene chromosomes showed that the AChE locus and the duplication (most probably in tandem) are placed at the autosomal chromosome 2L. Mortality responses to malathion of resistant isolines (R/R or RS/RS) and susceptible (S/S) genotypes, F1 crosses (S/R, S/RS, and R/RS), and the back-crosses indicated that resistance to malathion is inherited as a semi-dominant trait in both cases. However, our results were not conclusive about the monogenic nature of the resistance to malathion in these isolines. Thus, we can not discard that other genes contributing to resistance, in addition to the mutation G328A (isoline 267Y) and the duplication of the Ccace2 gene (isoline 306TY), may have been selected during the selection process of 267Y and 306TY. Several biological parameters were evaluated to determine if these two malathion resistance mechanisms impose a fitness cost for resistant genotypes. Individuals with genotype R/R have a reduced fitness in terms of developmental time from egg to pupa, pupal weight and adult longevity, when compared to susceptible individuals (genotype S/S). Interestingly, the fitness cost was substantially diminished in individuals with genotype RS/RS. These differences in fitness may be related to the reduction of the catalytic efficiency of mutated AChE in individuals R/R, and the compensatory effect that the non-mutated copy of the gene has on individuals RS/RS bearing the duplication. The stability of malathion reistance associated with the mutation G328A or the duplication was analyzed by following these resistant traits in the progeny of the back-crosses S/RS x RS/RS and S/R x R/R over consecutive generations in the absence of insecticide selection pressure. Our results show that the frequency of the allele bearing the mutation G328A decreased from 67.5% at the first generation of the back-cross S/R x R/R (75% expected, assuming Mendelian segregation and that there are only two alleles: one mutated and the other non-mutated) to 12% after 10 generations. By contrast, the frequency of the duplication only declined from 75% at the first generation of the back-cross S/RS x RS/RS (75% expected, assuming Mendelian segregation and that the duplication segregates as an unique allele) to 50% in the same period, indicating that the duplication is more stable than the mutation. The presence of the mutation and the duplication was analyzed in field populations collected in six localities in 2004-2007, when malathion was still used, and compared to populations collected in the same fields in 2010, one year after the prohibition of malathion in the European Union. The average frequency of the susceptible genotype (S/S) increased from 55.9% in the period 2004-2007 to 70.8% in 2010, whereas the frequency of those genotypes carrying the mutation in homozygosis or heterozygosis (R/R and S/R) declined from 30.4 to 9.2%, those carrying the duplication in homozygosis or heterozygosis (RS/RS and S/RS) increased slightly from 12.8 to 13.3%, and those carrying both the mutation and the duplication (R/RS) also increased from 1 to 6.7%. These results are consistent with the duplication of the Ccace2 gene (with one of the copies bearing the mutation G328A and the other copy non-mutated) being more advantageous than the G328A mutation alone by maintaining resistance while restoring part of the fitness. In order to investigate the association of malathion resistance with mutations previously found in the aliesterase CcE7, we have generated isolines bearing specific mutations selected by their putative location near the upper part of the active site gorge of the enzyme. The isoline Sm2 (originating from a female heterozygous for the mutation V96L and a male homozygous for the non-mutated allele) kept high levels of resistance to malathion, even after 30 generations without selection pressure. On the contrary, the isoline 267Y (composed by individuals homozygous for the mutation L267Y) and the strain 306TY (composed by homozygous for the double mutation R306T-N307Y) showed a significant reduction in the levels of resistance. We have found also that resistance to malathion in the Sm2 isoline was partially reverted by DEF and TPP, and that Sm2 showed a significant reduction in MTB activity, as reported for other species showing malathion-specific resistance mediated by aliesterases. Besides, it was possible to associate the presence of the mutation V96L in individuals from the Sm2 isoline with both survival to a discriminating concentration of malathion (5,000 ppm) and low MTB activity. Our results point out to a possible connection betwen the mutation V96L in the aliesterase CcE7 and resistance to malathion, though we can not yet conclude that the resistance is caused by the mutation, being needed further work to understand its contribution to resistance. In conclusion, resistance to lambda-cyhalothrin has been found for the first time in field populations of C. capitata, and metabolic resistance mediated by P450 appears to be the main resistance mechanism in the resistant strain W-1K. These findings add to the previously reported case of field resistance to malathion, associated to the G328A mutation and the duplication of the Ccace2 gene (with one of the copies bearing the mutation G328A) and to metabolic resistance mediated by esterases. Our results also indicate that altered target site AChE appears to be responsible for a certain level of resistance to malathion in C. capitata, that can be estimated as about 25-40-fold for the mutation G328A and 40-60-fold for the duplication; whereas metabolic resistance mediated by esterases and associated in this study with the mutation V96L in CcE7 may confer a multiplicative effect (by a factor of 5 to10) increasing malathion resistance to 200-400-fold. Moreover, we have shown that resistant insects carrying the duplication have better fitness and exhibit a higher stability than those with the mutation G328A in the absence of insecticide pressure. This represents a scenario where genotypes with the duplication will remain in the field at low to moderate frequencies, but could be rapidly selected if malathion or other insecticides showing cross-resistance are used. These findings have important implications for resistance management programs, as the repertoire of effective insecticides for C. capitata control is becoming very limited. Besides, multiple resistance mechanisms coexisting in field populations provide the potential to develop resistance to other available insecticides for the control of this pest. Appropriate resistance management strategies based on the alternation of insecticides with different modes of action, and their combination with other control methods, must then be implemented to avoid the evolution of resistance in the field.

Frequency of resistance to Bacillus thuringiensis in field populations of pink bollworm

Strategies for delaying pest resistance to genetically modified crops that produce Bacillus thuringiensis (Bt) toxins are based primarily on theoretical models. One key assumption of such models is that genes conferring resistance are rare. Previous estimates for lepidopteran pests targeted by Bt crops seem to meet this assumption. We report here that the estimated frequency of a recessive allele conferring resistance to Bt toxin Cry1Ac was 0.16 (95% confidence interval = 0.05–0.26) in strains of pink bollworm (Pectinophora gossypiella) derived from 10 Arizona cotton fields during 1997. Unexpectedly, the estimated resistance allele frequency did not increase from 1997 to 1999 and Bt cotton remained extremely effective against pink bollworm. These results demonstrate that the assumptions and predictions of resistance management models must be reexamined.

Expression of a delta 9 14:0-acyl carrier protein fatty acid desaturase gene is necessary for the production of omega 5 anacardic acids found in pest-resistant geranium (Pelargonium xhortorum).

Anacardic acids, a class of secondary compounds derived from fatty acids, are found in a variety of dicotyledonous families. Pest resistance (e.g., spider mites and aphids) in Pelargonium xhortorum (geranium) is associated with high levels (approximately 81%) of unsaturated 22:1 omega 5 and 24:1 omega 5 anacardic acids in the glandular trichome exudate. A single dominant locus controls the production of these omega 5 anacardic acids, which arise from novel 16:1 delta 11 and 18:1 delta 13 fatty acids. We describe the isolation and characterization of a cDNA encoding a unique delta 9 14:0-acyl carrier protein fatty acid desaturase. Several lines of evidence indicated that expression of this desaturase leads to the production of the omega 5 anacardic acids involved in pest resistance. First, its expression was found in pest-resistant, but not suspectible, plants and its expression followed the production of the omega 5 anacardic acids in segregating populations. Second, its expression and the occurrence of the novel 16:1 delta 11 and 18:1 delta 13 fatty acids and the omega 5 anacardic acids were specific to tall glandular trichomes. Third, assays of the recombinant protein demonstrated that this desaturase produced the 14:1 delta 9 fatty acid precursor to the novel 16:1 delta 11 and 18:1 delta 13 fatty acids. Based on our genetic and biochemical studies, we conclude that expression of this delta 9 14:0-ACP desaturase gene is required for the production of omega 5 anacardic acids that have been shown to be necessary for pest resistance in geranium.

A suite of novel promoters and terminators for plant biotechnology

The gene regulation signals from subterranean clover stunt virus (SCSV) were investigated for their expression in dicot plants. The SCSV genome has at least eight circular DNA molecules. Each circular DNA component contains a promoter element, a single open reading frame and a terminator. The promoters from seven of the segments were examined for their strength and tissue specificity in transgenic tobacco (Nicotiana tabacum L.), potato (Solanum tuberosum L.) and cotton (Gossypium hirsutum L.) using a GUS reporter gene assay system. While the promoters of many of the segments were poorly expressed, promoters derived from segments 4 and 7 were shown to direct high levels of expression in various plant tissues and organs. The segment 1 promoter directs predominantly callus-specific expression and, when used to control a selectable marker gene, facilitated the transformation of all three species (tobacco, potato and cotton). From the results, a suite of plant expression vectors (pPLEX) derived from the SCSV genome were constructed and used here to produce herbicide- and insect-resistant cotton, demonstrating their utility in the expression of foreign genes in dicot crop species and their potential for use in agricultural biotechnology.

Resultados de pesquisa da Embrapa Soja - 2000: entomologia.

Biologia, ecologia e controle químico e cultural de pragas em sistemas de produção de soja; Biologia, ecologia e efeito de práticas culturais no manejo de pragas da soja (04.2000.323-01); Controle químico de pragas da soja e impacto de inseticidas sobre inimigos naturais (04.2000.323-02); Transferência de tecnologias desenvolvidas para o manejo integrado de pragas da soja (04.2000.323-03); Controle biólógico de pragas da soja; Estudos básicos e aplicados para aperfeiçoar o uso de entomopatógenos para o controle microbiano de pragas da soja (04.2000.330-01); Utilização do controle biológico por parasitóides no manejo

Rapid [Gamma]-amino acid synthesis and the inhibition of the growth and development of oblique banded leaf-roller larvae

The hypothesis that rapid y-aminobutyric acid (GABA) accumulation is a plant defense against phytophagous insects was investigated. Simulation of mechanical damage resulting from phytophagous insect activity increased soybean (Glycine max L.) leaf GABA 10- to 25-fold within 1 to 4 min. Pulverizing leaf tissue resulted in a value of 2. 15 (±O. 11 SE) ~mol GABA per gram fresh weight. Increasing the GABA levels in a synthetic diet from 1.6 to 2.6 Jlffiol GABA per gram fresh weight reduced the growth rates, developmental rates, total biomass (50% reduction), and survival rates (30% reduction) of cultured Oblique banded leaf-roller (OBLR) (Choristonellra rosacealla Harris) larvae. In field experiments OBLR larvae were found predominantly on young terminal leaves which have a reduced capacity to produce GABA in response to mechanical damage. Glutamate decarboxylase (GAD) is a cytosolic enzyme which catalyses the decarboxylation of L-Glu to GABA. GAD is a calmodulin binding enzyme whose activity is stimulated dramatically by increased cytosolic H+ or Ca2 + ion concentrations. Phytophagous insect activity will disrupt the cellular compartmentation of H+ and Ca2 +, activate GAD and subsequent GABA accumulation. In animals GABA is a major inhibitory neurotransmitter. The possible mechanisms resulting in GABA inhibited growth and development of insects are discussed.

The identification, distribution and persistence of oxamyl and its degradation products in planted corn seed, seedling root and soil from oxamyl-treated corn seeds

A simple method was developed for treating corn seeds with oxamyl. It involved soaking the seeds to ensure oxamyl uptake, centrifugation to draw off excess solution, and drying under a stream of air to prevent the formation of fungus. The seeds were found to have an even distribution of oxamyl. Seeds remained fungus-free even 12 months after treatment. The highest nonphytotoxic treatment level was obtained by using a 4.00 mg/mL oxamyl solution. Extraction methods for the determination of oxamyl (methyl-N'N'-dimethyl-N-[(methylcarbamoyl)oxy]-l-thiooxamimidate), its oxime (methyl-N',N'-dimethyl-N-hydroxy-1-thiooxamimidate), and DMCF (N,N-dimethyl-1-cyanoformanade) in seed" root, and soil were developed. Seeds were processed by homogenizing, then shaking in methanol. Significantly more oxamyl was extracted from hydrated seeds as opposed to dry seeds. Soils were extracted by tumbling in methanol; recoveries range~ from 86 - 87% for oxamyl. Root was extracted to 93% efficiency for oxamyl by homogenizing the tissue in methanol. NucharAttaclay column cleanup afforded suitable extracts for analysis by RP-HPLC on a C18 column and UV detection at 254 nm. In the degradation study, oxamyl was found to dissipate from the seed down into the soil. It was also detected in the root. Oxime was detected in both the seed and soil, but not in the root. DMCF was detected in small amounts only in the seed.

Bt-cotton boosts the gross margin of small-scale cotton producers in South Africa

This paper explores some of the issues involved in the Genetic Modification (GM) debate by focusing on one crop that has been modified for pest resistance, cotton (Gossypium hirsutum), and commercially released to small-scale farmers in the Makhathini Flats, KwaZulu Natal, the Republic of South Africa. This was the first commercial release of a GM variety (Bt-cotton) in Sub-Saharan Africa, and thus provides valuable and timely insights into some of the potential advantages and disadvantages of the technology for small-scale farmers in Africa. Even though there are wider concerns regarding the vulnerability of small-scale farmers in the area, the survey results suggest that Bt-cotton generated higher yields and gross margins than non-Bt-cotton. In addition, Bt-cotton significantly reduced the use of pesticide with consequent potential benefits to human health and the environment.

Technologies for biological containment of GM and Non-GM crops

International Perspective The development of GM technology continues to expand into increasing numbers of crops and conferred traits. Inevitably, the focus remains on the major field crops of soybean, maize, cotton, oilseed rape and potato with introduced genes conferring herbicide tolerance and/or pest resistance. Although there are comparatively few GM crops that have been commercialised to date, GM versions of 172 plant species have been grown in field trials in 31 countries. European Crops with Containment Issues Of the 20 main crops in the EU there are four for which GM varieties are commercially available (cotton, maize for animal feed and forage, and oilseed rape). Fourteen have GM varieties in field trials (bread wheat, barley, durum wheat, sunflower, oats, potatoes, sugar beet, grapes, alfalfa, olives, field peas, clover, apples, rice) and two have GM varieties still in development (rye, triticale). Many of these crops have hybridisation potential with wild and weedy relatives in the European flora (bread wheat, barley, oilseed rape, durum wheat, oats, sugar beet and grapes), with escapes (sunflower); and all have potential to cross-pollinate fields non-GM crops. Several fodder crops, forestry trees, grasses and ornamentals have varieties in field trials and these too may hybridise with wild relatives in the European flora (alfalfa, clover, lupin, silver birch, sweet chestnut, Norway spruce, Scots pine, poplar, elm, Agrostis canina, A. stolonifera, Festuca arundinacea, Lolium perenne, L. multiflorum, statice and rose). All these crops will require containment strategies to be in place if it is deemed necessary to prevent transgene movement to wild relatives and non-GM crops. Current Containment Strategies A wide variety of GM containment strategies are currently under development, with a particular focus on crops expressing pharmaceutical products. Physical containment in greenhouses and growth rooms is suitable for some crops (tomatoes, lettuce) and for research purposes. Aquatic bioreactors of some non-crop species (algae, moss, and duckweed) expressing pharmaceutical products have been adopted by some biotechnology companies. There are obvious limitations of the scale of physical containment strategies, addressed in part by the development of large underground facilities in the US and Canada. The additional resources required to grow plants underground incurs high costs that in the long term may negate any advantage of GM for commercial productioNatural genetic containment has been adopted by some companies through the selection of either non-food/feed crops (algae, moss, duckweed) as bio-pharming platforms or organisms with no wild relatives present in the local flora (safflower in the Americas). The expression of pharmaceutical products in leafy crops (tobacco, alfalfa, lettuce, spinach) enables growth and harvesting prior to and in the absence of flowering. Transgenically controlled containment strategies range in their approach and degree of development. Plastid transformation is relatively well developed but is not suited to all traits or crops and does not offer complete containment. Male sterility is well developed across a range of plants but has limitations in its application for fruit/seed bearing crops. It has been adopted in some commercial lines of oilseed rape despite not preventing escape via seed. Conditional lethality can be used to prevent flowering or seed development following the application of a chemical inducer, but requires 100% induction of the trait and sufficient application of the inducer to all plants. Equally, inducible expression of the GM trait requires equally stringent application conditions. Such a method will contain the trait but will allow the escape of a non-functioning transgene. Seed lethality (‘terminator’ technology) is the only strategy at present that prevents transgene movement via seed, but due to public opinion against the concept it has never been trialled in the field and is no longer under commercial development. Methods to control flowering and fruit development such as apomixis and cleistogamy will prevent crop-to-wild and wild-to-crop pollination, but in nature both of these strategies are complex and leaky. None of the genes controlling these traits have as yet been identified or characterised and therefore have not been transgenically introduced into crop species. Neither of these strategies will prevent transgene escape via seed and any feral apomicts that form are arguably more likely to become invasives. Transgene mitigation reduces the fitness of initial hybrids and so prevents stable introgression of transgenes into wild populations. However, it does not prevent initial formation of hybrids or spread to non-GM crops. Such strategies could be detrimental to wild populations and have not yet been demonstrated in the field. Similarly, auxotrophy prevents persistence of escapes and hybrids containing the transgene in an uncontrolled environment, but does not prevent transgene movement from the crop. Recoverable block of function, intein trans-splicing and transgene excision all use recombinases to modify the transgene in planta either to induce expression or to prevent it. All require optimal conditions and 100% accuracy to function and none have been tested under field conditions as yet. All will contain the GM trait but all will allow some non-native DNA to escape to wild populations or to non-GM crops. There are particular issues with GM trees and grasses as both are largely undomesticated, wind pollinated and perennial, thus providing many opportunities for hybridisation. Some species of both trees and grass are also capable of vegetative propagation without sexual reproduction. There are additional concerns regarding the weedy nature of many grass species and the long-term stability of GM traits across the life span of trees. Transgene stability and conferred sterility are difficult to trial in trees as most field trials are only conducted during the juvenile phase of tree growth. Bio-pharming of pharmaceutical and industrial compounds in plants Bio-pharming of pharmaceutical and industrial compounds in plants offers an attractive alternative to mammalian-based pharmaceutical and vaccine production. Several plantbased products are already on the market (Prodigene’s avidin, β-glucuronidase, trypsin generated in GM maize; Ventria’s lactoferrin generated in GM rice). Numerous products are in clinical trials (collagen, antibodies against tooth decay and non-Hodgkin’s lymphoma from tobacco; human gastric lipase, therapeutic enzymes, dietary supplements from maize; Hepatitis B and Norwalk virus vaccines from potato; rabies vaccines from spinach; dietary supplements from Arabidopsis). The initial production platforms for plant-based pharmaceuticals were selected from conventional crops, largely because an established knowledge base already existed. Tobacco and other leafy crops such as alfalfa, lettuce and spinach are widely used as leaves can be harvested and no flowering is required. Many of these crops can be grown in contained greenhouses. Potato is also widely used and can also be grown in contained conditions. The introduction of morphological markers may aid in the recognition and traceability of crops expressing pharmaceutical products. Plant cells or plant parts may be transformed and maintained in culture to produce recombinant products in a contained environment. Plant cells in suspension or in vitro, roots, root cells and guttation fluid from leaves may be engineered to secrete proteins that may be harvested in a continuous, non-destructive manner. Most strategies in this category remain developmental and have not been commercially adopted at present. Transient expression produces GM compounds from non-GM plants via the utilisation of bacterial or viral vectors. These vectors introduce the trait into specific tissues of whole plants or plant parts, but do not insert them into the heritable genome. There are some limitations of scale and the field release of such crops will require the regulation of the vector. However, several companies have several transiently expressed products in clinical and pre-clinical trials from crops raised in physical containment.

Efeito da alimentação de Schizaphis graminum com genótipos de sorgo no desenvolvimento do predador Cycloneda sanguinea

O pulgão Schizaphis graminum (Rondani) (Hemiptera: Aphididae) é uma das principais pragas do sorgo. O objetivo deste trabalho foi determinar o efeito da alimentação deste inseto com genótipos de sorgo resistentes e suscetíveis no desenvolvimento do predador Cycloneda sanguinea (Linnaeus) (Coleoptera: Coccinellidae). O pulgão foi criado em folhas dos genótipos de sorgo GR 11111 e TX 430 x GR 111, resistentes, GB 3B, de resistência moderada e BR 007B, suscetível ao hemíptero. As larvas de C. sanguinea foram alimentadas diariamente, ad libitum, com ninfas e adultos de S. graminum. A duração das fases de desenvolvimento e a sobrevivência de C. sanguinea não foram influenciadas pelo genótipo. Apenas a duração do quarto ínstar, da fase larval e do período de larva a adulto foram afetadas. O peso de larvas de segundo ínstar de C. sanguinea não foi afetado pelo genótipo. Nos demais ínstares e fase adulta, esse parâmetro foi diferenciado conforme o genótipo de sorgo utilizado como hospedeiro ao pulgão. Os genótipos resistentes GR 11111 e TX 430 x GR 111 não afetam adversamente o desenvolvimento e a fecundidade de C. sanguinea, durante uma geração. Estes genótipos demonstram compatibilidade com o predador e viabilizam o manejo de S. graminum na cultura do sorgo.