Acessibilidade / Reportar erro

Population genetics of the sugarcane borer Diatraea saccharalis (Fabr.) (Lepidoptera: Crambidae)

Genética de populações da broca da cana-de-açúcar Diatraea saccharalis (Fabr.) (Lepidoptera: Crambidae)

Abstracts

Diatraea saccharalis is the principal pest of sugarcane in Brazil and is found throughout the sugarcane crop. Information about its population genetics is scarce, but population genetic analysis is of particular importance as a basis for a successful pest control program. Pest control requires a constant evaluation of genetic variability so that appropriate strategies can be employed. In this study, the structure of D. saccharalis populations in sugarcane crops was analyzed with PCR-RAPD (Polymerase Chain Reaction-Random Amplified Polymorphic DNA) markers. Samples were collected from four sugarcane fields in ParanáState and one in São PauloState. Twelve PCR-RAPD primers were used. The analysis produced 216 fragments, with a 99.54% polymorphism rate. The Shannon index averaged 0.3797 (± 0.1729), and the average value of GST for the five populations was 0.0909. These results showed that the populations are differentiated. An analysis of molecular variance showed that 92% of the polymorphism occurs within populations. The high polymorphism rate within these populations shows that these insects have the potential to develop resistance to insecticides. The control and management of D. saccharalis should be conducted cautiously and integrated using chemical and biological control.

molecular marker; polymorphism; PCR-RAPD; sugarcane pest


Diatraea saccharalis são consideradas as principais pragas da cana-de-açúcar, estando distribuídas em todas as regiões canavieiras do Brasil. As informações sobre a genética de populações em D. saccharalis são raras e sua análise é muito importante para o sucesso de programas de controle da praga. O controle de praga necessita de uma constante avaliação da variabilidade genética para que estratégias adequadas sejam empregadas. A estrutura de populações de D. saccharalis presentes em culturas de cana-de-açúcar foi analisada por meio do marcador PCRRAPD. As amostras foram coletadas em canaviais de quatro regiões do noroeste do estado do Paraná e uma do estado de São Paulo. Foram empregados 12 primers RAPD, os quais produziram 216 fragmentos, com 99,54% de polimorfismo. O índice de Shannon foi em média 0,3797 (± 0,1729) e o valor médio encontrado do GST nas cinco populações foi de 0,0909, mostrando que as populações estão diferenciadas. Análise molecular de variância mostrou que 92% do polimorfismo ocorre dentro das populações. O amplo polimorfismo intrapopulacional mostra que esses insetos têm potencial para desenvolver resistência a inseticidas. O controle e o manejo da D. saccharalis deve ser realizado com cautela e integrado, ou seja, controle químico e biológico.

marcador molecular; polimorfismo; PCR-RAPD; praga da cana-de-açúcar


GENETICS AND PLANT BREEDING

Population genetics of the sugarcane borer Diatraea saccharalis (Fabr.) (Lepidoptera: Crambidae)

Genética de populações da broca da cana-de-açúcar Diatraea saccharalis (Fabr.) (Lepidoptera: Crambidae)

Denise Alves Lopes; Liriana Belizário Cantagalli; Ana Lúcia Paz Barateiro Stuchi; Claudete Aparecida Mangolin; Maria Claudia Colla Ruvolo-Takasusuki* * Author for correspondence. E-mail: mccrtakasusuki@uem.br

Departamento de Biotecnologia, Genética e Biologia Celular, Universidade Estadual de Maringá, Av. Colombo, 5790, 87.020-900, Maringá, Paraná, Brazil

ABSTRACT

Diatraea saccharalis is the principal pest of sugarcane in Brazil and is found throughout the sugarcane crop. Information about its population genetics is scarce, but population genetic analysis is of particular importance as a basis for a successful pest control program. Pest control requires a constant evaluation of genetic variability so that appropriate strategies can be employed. In this study, the structure of D. saccharalis populations in sugarcane crops was analyzed with PCR-RAPD (Polymerase Chain Reaction-Random Amplified Polymorphic DNA) markers. Samples were collected from four sugarcane fields in ParanáState and one in São PauloState. Twelve PCR-RAPD primers were used. The analysis produced 216 fragments, with a 99.54% polymorphism rate. The Shannon index averaged 0.3797 (± 0.1729), and the average value of GST for the five populations was 0.0909. These results showed that the populations are differentiated. An analysis of molecular variance showed that 92% of the polymorphism occurs within populations. The high polymorphism rate within these populations shows that these insects have the potential to develop resistance to insecticides. The control and management of D. saccharalis should be conducted cautiously and integrated using chemical and biological control.

Keywords: molecular marker, polymorphism, PCR-RAPD, sugarcane pest.

RESUMO

Diatraea saccharalis são consideradas as principais pragas da cana-de-açúcar, estando distribuídas em todas as regiões canavieiras do Brasil. As informações sobre a genética de populações em D. saccharalis são raras e sua análise é muito importante para o sucesso de programas de controle da praga. O controle de praga necessita de uma constante avaliação da variabilidade genética para que estratégias adequadas sejam empregadas. A estrutura de populações de D. saccharalis presentes em culturas de cana-de-açúcar foi analisada por meio do marcador PCRRAPD. As amostras foram coletadas em canaviais de quatro regiões do noroeste do estado do Paraná e uma do estado de São Paulo. Foram empregados 12 primers RAPD, os quais produziram 216 fragmentos, com 99,54% de polimorfismo. O índice de Shannon foi em média 0,3797 (± 0,1729) e o valor médio encontrado do GST nas cinco populações foi de 0,0909, mostrando que as populações estão diferenciadas. Análise molecular de variância mostrou que 92% do polimorfismo ocorre dentro das populações. O amplo polimorfismo intrapopulacional mostra que esses insetos têm potencial para desenvolver resistência a inseticidas. O controle e o manejo da D. saccharalis deve ser realizado com cautela e integrado, ou seja, controle químico e biológico.

Palavras-chave: marcador molecular, polimorfismo, PCR-RAPD, praga da cana-de-açúcar.

Introduction

Diatraea saccharalis (Lepidoptera: Crambidae) causes considerable losses in sugar and ethanol production in Brazil. If the intensity of infestation by D. saccharalis is equal to 1% of the production, the resulting losses would be 0.77% of the sugarcane weight, 0.25% of the sugar production and 0.20% of the ethanol production (CAMPOS; MACEDO, 2004).

The sugarcane borer is originally from the Western Hemisphere (CAPINERA, 2007). The pest is distributed between 30º north latitude and 30º south latitude. In Brazil, it occurs in localities that have sugarcane fields (GUEVARA; WIEND, 1980).

The larvae borer into the sugarcane stalks and cause damage to the plant (CAPINERA, 2007). If borers are present, the amount and purity of the juice that can be extracted from the cane is reduced, and the sucrose yield may be decreased 10 to 20% (CAPINERA, 2007).

The sugarcane borer also increases the susceptibility of the plant to disease. The plant diseases invade the cavities left by the larvae and by stem decay. Red rot, caused by Physalospora tucumanensis fungi, is particularly common. These forms of indirect damage are considered the most important and have negative effects on the production of sugar and alcohol (BOTELHO; MACEDO, 2002).

In the Latin American countries, biological control is the most common approach to the management of D. saccharalis (WEIR et al., 2007). Parasitic insects, such as Hymenoptera, are used widely in the biological control of D. saccharalis (BOTELHO, 1992).

Ruvolo-Takasusuki et al. (2002) evaluated esterase polymorphisms in laboratory-reared D. saccharalis pupae. Eight esterase activity regions were detected in this study, but only EST-3 was polymorphic. The authors detected the presence of two highheterozygozity alleles for this isoenzyme and concluded that EST-3 could be used as a molecular marker for this insect.

Differences in morphology, physiology and behavior in D. saccharalis from Brazil and Louisiana were analyzed by electrophoresis (PASHLEY et al., 1990). The Brazilian collection showed significant differences at all polymorphic loci, and one locus was diagnostic. The variations within the sugarcane borer populations analyzed showed interspecific differences, suggesting that D. saccharalis may represent two species.

Lange et al. (2004) used partial sequence data from two mitochondrial genes, COII and 16S, to construct a molecular phylogeny of Noctuidae and Pyraloidea based on 26 species from ten genera and six tribes. Of the three crambine genera examined, Diatraea was monophyletic and Chilo paraphyletic. Eoreuma was basal to the other two genera. These data provide a basis for the development of DNA-based diagnostics for rapidly identifying many species at any developmental stage.

Heideman et al. (2010) used the PCR-RAPD sex molecular marker GyakuU-13, which is specific for the W chromosome of Bombyx mori, to differentiate male and female D. saccharalis. An analysis of molecular markers showed only one fragment, of approximately 700 bp, that could be considered a female sex marker in this moth.

The use of a dominant molecular marker such as PCR-RAPD (Random Amplified Polymorphic DNA -Polymerase Chain Reaction) may contribute to the knowledge of the diversity and population genetics of these pests. Genetic diversity and gene flow within and among populations of pest species play an important role in resistance or susceptibility to insecticides. This information is necessary to define the management and control of these insects.

Population genetic studies of the sugarcane borer D. saccharalis have not previously been conducted.This study was performed to detect the occurrence of genetic polymorphisms and to analyze the relationships within and among populations with PCR-RAPD markers in D. saccharalis in sugarcane fields located in the states of Paraná and São Paulo, Brazil. These results will contribute to better management practices and pest control in sugarcane crops.

Material and methods

Materials

Samples of D. saccharalis larvae were collected in four regions of the states of Paraná and São Paulo. The samples were collected from three sugarcane producers (Tables 1 and 2). Samples were collected from random plots in the sugarcane fields. After collection, the larvae were sacrificed and placed on ice, taken to the laboratory and stored at -20ºC for DNA isolation. The DNA was isolated as soon as possible after storage.

Isolation of genomic DNA

Genomic DNA was extracted with the modified protocol of Doyle and Doyle (1990). The samples were homogenized individually in 500 µL of buffer (0.1 M pH 8.0 Tris-HCl, 1.4 M NaCl, 2% CTAB and 0.02 M EDTA) and 5 µL of proteinase K (25 µg µL-1), remaining in a water bath for 2 hours at 65ºC. They were then centrifuged at 11,751 g-1 for 10 min. at room temperature. The supernatant was removed, and 500 µL of phenol: chloroform: isoamyl alcohol (25:24:1) was added. The resulting sample was then centrifuged at 11,751 g-1 for 10 min. at room temperature. After this period, the supernatant was removed and transferred, and two parts of chloroform: isoamyl alcohol (24:1) were added consecutively. After the homogenization and centrifugation of the last phase of chloroform: isoamyl alcohol, the supernatant was transferred to a new tube and 250 µL of isopropanol added for DNA precipitation for 12 hours. After this period, the DNA was washed twice with cold 70% ethanol and left to dry at room temperature. The DNA was resuspended in 60 µL of TE buffer (0.01 M pH 8.0 Tris-HCl, 0.001 M EDTA) and stored at -20ºC.

The integrity and quantification of DNA were evaluated in 0.8% agarose gel with 1X TAE buffer (Tris, acetic acid, EDTA, pH 8.0). The amount of DNA present in each sample was estimated by comparison with known concentrations and graded standard DNA (λ phage). The gels were stained with an ethidium bromide bath (0.5 mg mL-1), the DNA bands were visualized under UV light and the image was captured with the EDAS system (Kodak 1 D Image Analysis 3.5).

DNA Amplification

For the PCR-RAPD analysis, 80 random primers, developed by Operon Technologies Inc., Alameda, CA, USA, were tested, of which 12 were amplified (Table 3). The amplification reactions were performed in a Techne thermocycler according to the original protocol described by Williams et al. (1990) with minor modifications.

The reactions were performed in a final volume of 25 µL containing 0.2 µM of primers, 2 units of Taq-DNA polymerase (Invitrogen), 2.5 µL of 10X reaction buffer (Invtrogen), 0.1 mM of each dNTP and 2.5 to 3.0 mM MgCl2.

The initial DNA denaturation was at 94ºC for 5 minutes. This step was followed by 45 amplification cycles (94ºC: 1 min.; 35ºC: 1 min.; 72ºC: 2 min.). After the cycles, a final extension of 7 min. was performed at 72ºC.

The amplification products were prepared and separated on 1.5% agarose gel with 1X TBE buffer (89 mM Tris, 89 mM boric acid and 2 mM EDTA). After this period, the gels were stained with an ethidium bromide bath (0.5 mg mL-1). The DNA fragments were visualized under UV light, and the image was captured with the EDAS system (Kodak 1 D Image Analysis 3.5).

A molecular weight marker DNA (1 Kb Kaddi - Gibco-BRL) was used to determine the size of the generated fragments.

Population genetic analysis

The molecular data analysis involved the interpretation of the obtained DNA fragments (bands). The individuals were compared within and among populations. The comparisons were based on the presence (1) or absence (0) of fragments of identical molecular size (located in the same place) for each individual analyzed.

The genetic variability within and among populations was determined by the percentage of polymorphic loci. The Shannon index (I) and GST values were calculated with Popgene 1.31 (YEH et al., 1999) software.

The similarity matrix was subjected to a UPGMA cluster analysis (Unweighted Pair-Group Method Using an Arithmetic Average) to construct a dendrogram. For this analysis, the NTSYS 1.7 (Numerical Taxonomy and Multivariate Analysis System) program was used (ROHLF, 1989). The analysis was based on the arithmetic complement of the Jaccard coefficient.

GenALEX 6 (PEAKALL; SMOUSE, 2006) software was used to estimate Nei's (1978) genetic distance and to perform an AMOVA (Analysis of Molecular Variance).

A tree of the genetic relationships among D. saccharalis populations based on Nei and Li/Dice was constructed. The percentage confidence level was obtained from a bootstrap analysis (1,000 replicates) with FreeTree software (HAMPL et al., 2001). The TreeView (PAGE, 1996) program was used to draw the tree.

Results and discussion

Tests were performed to identify the primers with the highest number of bands to verify the reliability of the RAPD results. The repeats showed the same banding pattern in all analyses. The consistency of the marker was also confirmed with tests performed to evaluate the amounts of NaCl and magnesium used. This molecular marker is a simple technique for the estimation of genetic diversity. RAPD markers have been reported to be an efficient tool to differentiate geographically and genetically isolated populations (JAIN et al., 2010). The polymorphisms are observed in non-coding regions of the genome (VUCETICH et al., 2001).

Table 4 shows that 216 fragments were obtained, 215 polymorphic, accounting for 99.54% of the overall polymorphism. The sugarcane borer showed a high level of PCR-RAPD polymorphism. The OPP-17 primer had the highest number of fragments (25). The lowest number (11) was detected with the OPA-02 primer.

The number and proportion of polymorphic fragments detected in the five analyzed populations of D. saccharalis are shown in Table 4. The highest proportion of polymorphic fragments (87.50%) was identified in the population from Paranacity, Paraná State, whereas the lowest proportion (75.46%) was identified in the population of Centenário do Sul, Paraná State.

A similar result was obtained by Martinelli et al. (2006) in a study of genetic variability in 10 populations of S. frugiperda (Lepidoptera: Noctuidae) with PCR-RAPD markers, an average of 98% of the 208 fragments amplified were polymorphic. An analysis of Sesamia nonagrioides (Lepidoptera: Noctuidae) population genetics with PCR-RAPD showed that 78% of the fragments obtained were polymorphic (POZA et al., 2008).

Genetic diversity, estimated in D. saccharalis with the Shannon index, averaged 0.3797 (± 0.1729) in all populations (Table 4). A higher genetic diversity (35.77% ± 0.2153) was detected in the Paranacity population. The lowest genetic diversity was observed in the Itororó do Paranapanema (São Paulo State) population (31.30% ± 0.2108).

The GST value for the five populations was 0.0909, indicating that they were differentiated. AMOVA analysis showed that 92% of the variation obtained with the RAPD markers occurred within populations and 8% among populations. Moreover, the geographic distance between the sampled populations was variable (shortest distance - 43 km between Centenário do Sul and Itororó do Paranapanema; longest distance - 250 km between Centenário do Sul and Tapejara).

It is probable that the variation within populations prevented the separation of the populations based on the Jaccard coefficient (Figure 1).


Figure 2 shows that the values obtained from the bootstrap method with 1,000 repetitions were significant at the nodes representing Itororó do Paranapanema, Engenheiro Beltrão and Centenário do Sul. The populations of Paranacity and Tapejara showed no significant bootstrap values (Figure 2).


Nei's distance values among the five populations are presented in Table 5. The greatest similarity was observed between Centenário do Sul and Itororó do Paranapanema, most likely due to the small geographical distance (43 km) between them.

It is probable that crosses between adult moths from different locations can produce insecticide resistance in two ways. First, populations that were not resistant to an insecticide would become resistant due to gene exchange through breeding among populations. Second, cross-resistance to insecticides can occur, i.e., if individuals from a population resistant to one type of insecticide bred with individuals from a population resistant to other insecticides, the descendants of the crosses would be resistant to both types of pesticides. This type of occurrence was described in a study by Saleem et al. (2008) of resistance to organochlorines, organophosphates, carbamates and pyrethroids in Spodoptera litura (Lepidoptera: Noctuidae) in Pakistan. The authors proposed that the detected resistance to insecticides may be due to the migration of the insects within areas in which resistance to different insecticides had previously been described.

In the cane fields analyzed in northwestern Paraná State and in Itororó do Paranapanema (located southwest of São Paulo State), migration and mixing have only a small probability because the populations are genetically differentiated and isolated from one other. However, the management of the sugarcane borer requires careful attention. First, the extensive intrapopulation polymorphism of the borer populations favors the occurrence of individuals with resistance to the agrochemicals used in the control of the pest. Second, the possible occurrence of gene flow between populations favors the emergence of cross-resistance.

Integrated control programs for sugarcane borers require more extensive supervision. It is necessary to analyze the D. saccharalis polymorphisms present in sugarcane crops to perform a more careful evaluation of the control programs that can be used and of the time to release C. flavipes for biological control of the pest. It would be important for sugar factories to work together to prevent the application of different insecticides. In this way, it may be possible to prevent cross-resistance based on the high degree of polymorphism of the pest, and it may also be possible to avoid breeding between populations from different locations.

Conclusion

High percentage of RAPD polymorphisms and the similarity between the populations of D. saccharalis evaluated showed that gene flow can occur within and between populations making possible increased resistance to pesticides used on sugarcane crops. This, ist becomes important to develop new strategies for managing this pest, among them, a periodic assessment of genetic polymorphism to make it difficult the occurrence of resistance to chemical and integrated control of insects.

Acknowledgements

The authors would like to thank the Graduate Program in Genetics and Breeding and the Biotechnology, Genetics and Cell Biology Department of the State University of Maringá (Maringá, Paraná State, Brazil) for making this research possible, CAPES (Coordenação de Aperfeiçoamento de Pessoal de Nível Superior, Brasilia, Distrito Federal, Brazil) for a doctoral scholarship grant to D A Lopes, and Mr. Valmir Peron for technical support with the breeding of the sugarcane borers. The authors also thank the sugarcane mills that permitted the collection of borer larvae in their crops: Usina Santa Terezinha (Paranacity and Tapejara, Paraná State, Brazil), Usina Alto Alegre (Centenário do Sul, Paraná State and Itororó do Paranapanema, São Paulo State, Brazil) and Sabaráalcool (Engenheiro Beltrão, Paraná State).

Received on March 1, 2012.

Accepted on September 9, 2012.

  • BOTELHO, P. S. M Quinze anos de controle biológico da Diatraea saccharalisutilizando parasitóides. Pesquisa Agropecuária Brasileira, v. 27, s/n, p. 255-262, 1992.
  • BOTELHO, P. S. M.; MACEDO, M. Descrição e bioecologia de Diatraea saccharalis In: PARRA, J. R. P.; BOTELHO, P. S. M.; FERREIRA, B. S. C.; BENTO, J. M. S. (Ed.). Controle biológico no Brasil: parasitóides e predadores.São Paulo: Manole, 2002. p. 411-412.
  • CAMPOS, M. B. S.; MACEDO, N. Cana-de-açúcar - ampliando campo de ataque. Cultivar: Grandes Culturas, v. 6, n. 68, p. 23-26, 2004.
  • CAPINERA, J. L. Sugarcane borer, Diatraea saccharalis (Fabricius) (lnsecta: Lepidoptera: Pyralidae) Gainesville: University of Florida; Institute of Food and Agricultural Sciences, 2007.
  • DOYLE, J. J.; DOYLE, J. L. Isolation of plant DNA from fresh tissue. Focus, v. 12, n. 27, p. 13-15, 1990.
  • GUEVARA, L. A. C.; WIEND, F. M. Aspectos da biologia, em condições de campo, da broca da cana-deaçúcar, Diatraea saccharalis (Fabricius, 1794). Revista Agropecuária Técnica, v. 1, n. 1, p. 32-39, 1980.
  • HAMPL, V.; PAVLÍCEK, A.; FLEGR, J. Construction and bootstrap analysis of DNA fingerprinting-based phylogenetic trees with a freeware program FreeTree: application to trichomonad parasites. International Journal of Systematic and Evolutionary Microbiology, v. 51, n. 3, p. 731-735, 2001.
  • HEIDEMAN, C.; MUNHOZ, R. E. F.; PATTAROJÚNIOR, J. R.; FERNANDEZ, M. A. Genetic diversity analysis with PCR-RAPD linked to sex identification in the sugar cane borer Diatraea saccharalis Genetics and Molecular Research, v. 9, n. 4, p. 2343-2348, 2010.
  • JAIN, S. K.; NEEKHRA, B.; PANDEY, D.; JAIN, K. RAPD marker system in insect study: a review. Indian Journal of Biotechnology, v. 9, n. 1, p. 7-12, 2010.
  • LANGE. C. L.; SCOTT, K. D.; GRAHAM, G. C.; SALLAM, M. N.; ALLSOPP, P. G. Sugarcane moth borers (Lepidoptera: Noctuidae and Pyraloidea): phylogenetics constructed using COII and 16S mitochondrial partial gene sequences. Bulletin of Entomological Research, v. 94, n. 5, p. 457-464, 2004.
  • MARTINELLI, S.; BARATA, R. M.; ZUCCHI, M. I.; SILVA-FILHO, M. C.; OMOTO, C. Molecular variability of Spodoptera frugiperda (Lepidoptera: Nocuidae) populations associated to maize and cotton crops in Brazil. Journal of Economic Entomology, v. 99, n. 2, p. 519-526, 2006.
  • NEI, M. Estimation of average heterozigosity and genetic distance from a small number of individuals. Genetics, v. 89, n. 3, p. 583-590, 1978.
  • PAGE, R. D. M. TreeView: an application to display phylogenetic trees on personal computers. Computer Applications in the Biosciences, v. 12, n. 4, p. 357-358, 1996.
  • PASHLEY, D. P.; HARDY, T. N.; HAMMOND, A. M.; MIHM, J. A. Genetic evidence for sibling species within the sugarcane borer (Lepidoptera: Pyralidae). Annals of the Entomological Society of America, v. 83, n. 6, p. 1048-1053, 1990.
  • PEAKALL, R., SMOUSE, P. E. GenALEX 6: genetic analysis in Excel. Population genetic software for teaching and research. Molecular Ecology Notes, v. 6, n. 1, p. 288-295, 2006.
  • POZA, M. D.; FARINÓS, G. P.; BEROIZ, B.; ORTEGO, F.; HERNÁNDEZ-CRESPO, P. CASTAÑERA, P. Genetic structure of Sesamia nonagrioides (Lefebre) populations in the Mediterranean area. Environmental Entomology, v. 37, n. 5, p. 1354-1360, 2008.
  • ROHLF, F. J. NTSYS-PC Numerical taxonomy and multivariate analysis system. New York: Exeter Publishers. 1989.
  • RUVOLO-TAKASUSUKI, M. C. C.; MACHADO, M. F. P. S.; CONTE, H. Esterase-3 polymorphism in the sugarcane borer Diatraea saccharalis (Lepidoptera, Pyralidae). Genetics and Molecular Biology, v. 25, n. 1, p. 61-64, 2002.
  • SALEEM, M. A.; AHMAD, M.; AHMAD, M. Q.; ASLAM, M.; SAYYED, A. H. Resistance to Selected Organochlorin, Organophosphate, Carbamate and Pyrethroid, in Spodoptera litura (Lepidoptera: Noctuidae) from Pakistan. Journal of Economic Entomology, v. 101, n. 5, p. 1667-1675, 2008.
  • VUCETICH, L. M.; VUCETICH, J. A.; JOSHI, C. P.; WAITE, T. A.; PETERSON, R. O. Genetic (RAPD) diversity in Peromyscus maniculatus populations in a naturally fragmented landscape. Molecular Ecology, v. 10, n. 1, p. 35-40, 2001.
  • WEIR, E. H.; CONTRERAS, L. W.; WEIR, K. G. Biological control of Diatraea spp. (Lepidoptera: Pyralidae) in sugarcane crops in Central Venezuela. Revista de Biologia Tropical, v. 55, n. 2, p. 655-658, 2007.
  • WILLIAMS, J. G. K.; KUBELIK, A. R.; LIVAR, K. J. DNA polymorphisms amplified by arbitrary primers are useful as genetic markers. Nucleic Acids Research, v. 18, n. 22, p. 6531-6535, 1990.
  • YEH, F. C.; YANG, R.; BOYLE, T. POPGENE Version 1.31: MicrosoftWindow-based freeware for population genetic analysis. Alberta: University of Alberta; Center for International Forestry Research, 1999.
  • *
    Author for correspondence. E-mail:
  • Publication Dates

    • Publication in this collection
      03 June 2014
    • Date of issue
      June 2014

    History

    • Received
      01 Mar 2012
    • Accepted
      09 Sept 2012
    Editora da Universidade Estadual de Maringá - EDUEM Av. Colombo, 5790, bloco 40, 87020-900 - Maringá PR/ Brasil, Tel.: (55 44) 3011-4253, Fax: (55 44) 3011-1392 - Maringá - PR - Brazil
    E-mail: actaagron@uem.br