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Mitochondrial markers to distinguish Spodoptera frugiperda populations associated with corn and cotton crops

Marcadores mitocondriais para diferenciar populações de Spodoptera frugiperda associadas às culturas de milho e algodão

Abstract:

The objective of this work was to analyze the genetic variability of Spodoptera frugiperda (Lepidoptera: Noctuidae) populations collected from corn and cotton crops in Brazil. The samples were analyzed by DNA markers. The dendrogram produced by the 20 RAPD primers evaluated showed a correlation between genetic profile and feeding behavior. The analysis of the mitochondrial ND1 gene allowed identifying the insect populations in both crops, and, in corn, in several geographical regions. The presented strategy allows the identification of Spodoptera frugiperda populations associated with corn and cotton crops.

Index terms:
Gossypium hirsutum; Zea mays; fall armyworm; haplotypes; ND1 gene; RAPD.

Resumo:

O objetivo deste trabalho foi avaliar a variabilidade genética de populações de Spodoptera frugiperda (Lepidoptera: Noctuidae) coletadas nas culturas de milho e algodão do Brasil. As amostras foram analisadas por marcadores de DNA. O dendrograma produzido pelos 20 iniciadores de RAPD avaliados revelou correlação entre o perfil genético e o comportamento de alimentação. A análise do gene ND1 mitocondrial permitiu identificar populações do inseto em ambas as culturas, e, em milho, em várias regiões geográficas. A estratégia apresentada permite a identificação de populações de Spodoptera frugiperda associadas às culturas de milho e algodão.

Termos para indexação:
Gossypium hirsutum; Zea mays; lagarta-do-cartucho; haplótipos; gene ND1; RAPD.

Spodoptera frugiperda (J.E. Smith, 1797) (Lepidoptera: Noctuidae), usually known as fall armyworm, has a polyphagous feeding behavior and is a serious pest of 80 plant species, including cotton (Gossypium hirsutum L.), corn (Zea mays L.), and soybean (Glycine max L.) (Martinelli et al., 2006MARTINELLI, S.; BARATA, R.M.; ZUCCHI, M.I.; SILVA-FILHO, M. De C.; OMOTO, C. Molecular variability of Spodoptera frugiperda (Lepidoptera: Noctuidae) populations associated to maize and cotton crops in Brazil. Journal of Economic Entomology,v.99, p.519-526, 2006. DOI: 10.1603/0022-0493-99.2.519.
https://doi.org/10.1603/0022-0493-99.2.5...
; Barros et al., 2010BARROS, E.M.; TORRES, J.B.; RUBERSON, J.R.; OLIVEIRA, M.D. Development of Spodoptera frugiperda on different hosts and damage to reproductive structures in cotton. Entomologia Experimentalis et Applicata, v.137, p.237-245, 2010. DOI: 10.1111/j.1570-7458.2010.01058.x.
https://doi.org/10.1111/j.1570-7458.2010...
).

Initial studies of S. frugiperda populations from North American and Caribbean countries showed the existence of two strains: the corn strain, associated with corn and sorghum (Sorghum bicolor L.); and the rice strain, found preferentially in rice (Oryza sativa L.) and turfgrassess. These strains differ in their host preference, physiology, behavior, and pesticide susceptibility (Prowell et al., 2004PROWELL, D.P.; MCMICHAEL, M.; SILVAIN, J.-F. Multilocus genetic analysis of host use, introgression, and speciation in host strains of fall armyworm (Lepidoptera: Noctuidae). Annals of the Entomological Society of America,v.97, p.1034-1044, 2004. DOI: 10.1603/0013-8746(2004)097[1034:MGAOHU]2.0.CO;2.
https://doi.org/10.1603/0013-8746(2004)0...
). However, both host strains can only be reliably distinguished by biochemical and molecular markers, which remain the most accurate indicators of strain identity worldwide (Nagoshi & Meagher, 2008NAGOSHI, R.D.; MEAGHER, R.L. Review of fall armyworm (Lepidoptera: Noctuidae) genetic complexity and migration. Florida Entomologist, v.91, p.546-554, 2008. DOI: 10.1653/0015-4040-91.4.546.
https://doi.org/10.1653/0015-4040-91.4.5...
).

Busato et al. (2004)BUSATO, G.R.; GRÜTZMACHER, A.D.; OLIVEIRA, A.C. de; VIEIRA, E.A.; ZIMMER, P.D.; KOPP, M.M.; BANDEIRA, J. de M.; MAGALHÃES, T.R. Análise da estrutura e diversidade molecular de populações de Spodoptera frugiperda (J.E. Smith) (Lepidoptera: Noctuidae) associadas às culturas de milho e arroz no Rio Grande do Sul. Neotropical Entomology, v.33, p.709-716, 2004. DOI: 10.1590/S1519-566X2004000600008.
https://doi.org/10.1590/S1519-566X200400...
and Pinto et al. (2015)PINTO, C.C.; GRÜTZMACHER, A.D.; DA ROSA, A.P.S.A. da; MANICA-BERTO, R.; MENDES, S.M.; ARGE, L.W.P.; BORGES, C.T. Diversidade molecular entre populações de Spodoptera frugiperda no Brasil avaliada por marcadores AFLP. Pesquisa Agropecuária Brasileira, v.50, p.343-346, 2015. DOI: 10.1590/S0100-204X2015000400010.
https://doi.org/10.1590/S0100-204X201500...
reported genetic variability among S. frugiperda populations associated with cotton and corn in Brazil, using amplified fragment length polymorphism (AFLP) and random amplified polymorphic DNA (RAPD) markers. Lewter et al. (2006)LEWTER, J.A.; SZALANSKI, A.L.; NAGOSHI, R.N.; MEAGHER JR, R.L.; OWENS, C.B.; LUTTRELL, R.G. Genetic variation within and between strains of the fall armyworm, Spodoptera frugiperda (Lepidoptera: Noctuidae). Florida Entomologist, v.89, p.63-68, 2006. DOI: 10.1653/0015-4040(2006)89[63:GVWABS]2.0.CO;2.
https://doi.org/10.1653/0015-4040(2006)8...
distinguished rice and corn strains of S. frugiperda by analyzing the polymorphisms in the mitochondrial cytochrome oxidase 1 (COI) gene. However, in the present study, a mitochondrial marker based on the NADH dehydrogenase 1 (ND1) gene was adopted; this gene has been previously used for phylogenetic analyses of different lepidopteran species, including S. frugiperda (Pashley & Ke, 1992PASHLEY, D.P.; KE, L.D. Sequence evolution in mitochondrial ribosomal and ND-l genes in Lepidoptera: implications for phylogenetic analyses. Molecular Biology and Evolution,v.9, p.1061-1075, 1992.).

The objective of this work was to analyze the genetic variability of S. frugiperda populations collected from corn and cotton crops in Brazil.

Immature stages (second or third instar) of S. frugiperda were collected from different corn and cotton field crops in Brazil: corn crop in Planaltina, in the city of Brasília, DF; cotton crop in the municipality of Porto Alegre do Norte, in the state of Mato Grosso; and cotton crop in the municipality of Londrina, in the state of Paraná. All insects were collected and stored in 100% ethanol, at -20°C, until use. Other S. frugiperda mass-reared individuals were obtained from: Embrapa Recursos Genéticos e Biotecnologia, located in Brasília, DF, Brazil; Universidad Autónoma de México, located in Cuernavaca, Mexico; Corporación para Investigaciones Biológicas, located in Medellin, Colombia; and Universidad de Costa Rica, located in San José, Costa Rica. All these rearing strains were established with insects collected from corn crops in each country, and the insects were reared in artificial diet under laboratory conditions, at 28?2°C and 65?5% relative humidity, under a 12:12 (light-dark) photoperiod (Monnerat et al., 2006MONNERAT, R.; MARTINS, E.; QUEIROZ, P.; ORDÚZ, S.; JARAMILLO, G.; BENINTENDE, G.; COZZI, J.; REAL, M.D.; MARTINEZ-RAMIREZ, A.; RAUSELL, C.; CERÓN, J.; IBARRA, J.; RINCON-CASTRO, M.C.; ESPINOZA, A.; MEZA-BASSO, L.; GABRERA, L.; SÁNCHEZ, J.; SOBERON, M.; BRAVO, A. Genetic variability of Spodoptera frugiperda Smith (Lepidoptera: Noctuidae) populations from Latin America is associated with variations in susceptibility to Bacillus thuringiensis cry toxins. Applied and Environmental Microbiology, v.72, p.7029-7035, 2006. ).

DNA was extracted from insect samples according to the procedure in Agusti et al. (1999)AGUSTI, N.; DE VICENTE, M.C.; GABARRA, R. Development of sequence amplified characterized region (SCAR) markers of Helicoverpa armigera: a new polymerase chain reaction-based technique for predator gutanalysis. Molecular Ecology, v.8, p.1467-1474, 1999. DOI: 10.1046/j.1365-294x.1999.00717.x.
https://doi.org/10.1046/j.1365-294x.1999...
. For RAPD molecular analysis, approximately ten immature stages (second or third instar) of S. frugiperda were collected from different corn and cotton field crops. The RAPD reactions were done following the procedures described by Monnerat et al. (2006)MONNERAT, R.; MARTINS, E.; QUEIROZ, P.; ORDÚZ, S.; JARAMILLO, G.; BENINTENDE, G.; COZZI, J.; REAL, M.D.; MARTINEZ-RAMIREZ, A.; RAUSELL, C.; CERÓN, J.; IBARRA, J.; RINCON-CASTRO, M.C.; ESPINOZA, A.; MEZA-BASSO, L.; GABRERA, L.; SÁNCHEZ, J.; SOBERON, M.; BRAVO, A. Genetic variability of Spodoptera frugiperda Smith (Lepidoptera: Noctuidae) populations from Latin America is associated with variations in susceptibility to Bacillus thuringiensis cry toxins. Applied and Environmental Microbiology, v.72, p.7029-7035, 2006. , using the primers: OPA-01, OPA-02, OPA-03, OPA-04, OPA-05, OPA-07, OPA-10, OPA-11, OPA-13, OPA-14, OPA-15, OPA-17, OPA-20, OPE-01, OPE-03, OPE-07, OPE-08, OPE-14, OPE-15, OPR-01, OPR-02, OPR-03, OPR-04, OPR-05, OPR-07, OPR-10, and OPR-14; however, since seven (OPA-05, OPA-15, OPA-17, OPA-20, OPE-01, OPE-15, and OPR-05) of these primers did not generate useful PCR products, only 20 were analyzed. This experiment was repeated three times using randomly collected individuals.

For the execution of the mitochondrial analysis, approximately ten immature stages (second or third instar) of S. frugiperda were collected from different corn and cotton field crops. The polymerase chain reaction (PCR) amplification of the ND1 gene fragment was done in a 30-mL reaction containing 1X buffer (GE Healthcare, Buckinghamshire, UK), 0.17 mmol L-1 dNTP (Invitrogen, ThermoFischer Scientific, Waltham, MA, USA), 0.5 mmol L-1 of each primer (ND1-F: 5'CCC TCT TCT ATA CTC AAT AT3' and ND1-R: 5'CTT TAT TGG AGC GTA AGG TTT3'), and 0.15 U mL-1 Taq DNA polymerase (GE Healthcare, Buckinghamshire, UK). These primers were synthesized by Integrated DNA Technologies, Inc. (Coralville, IA, USA). The reaction was performed in a PTC-100 thermal cycler (MJ Research, Inc., Watertown, MA, USA) programmed for an initial denaturation step at 94ºC for 3 min, followed by 35 cycles of denaturation at 92ºC for 1 min, annealing temperature at 48ºC for 1 min, amplification at 72ºC for 1 min, and final amplification at 72ºC for 5 min. The PCR reaction products were separated by 1.5% agarose gel electrophoresis for 3 hours, at 160 V, then stained for 20 min with 5.0 μg mL-1 ethidium bromide and visualized in a photograph, using the Eagle Eye II Still Video System (Stratagene, Agilent Technologies, Santa Clara, CA, USA), under ultraviolet light.

The obtained PCR products (100 ng) were digested with the XbaI restriction enzyme, at 37ºC, for 16 hours in a 20-mL reaction containing 1X One-Phor-All Buffer (GE Healthcare, Buckinghamshire, UK) and 10 U XbaI (Invitrogen, ThermoFischer Scientific, Waltham, MA, USA). This experiment was also repeated three times using randomly collected individuals.

The genetic variability of S. frugiperda populations found in corn and cotton crops in Brazil was first assessed by RAPD analysis. The 20 primers evaluated produced a total of 752?11 RAPD loci. The dendrogram performed with these RAPD products showed that Brazilian S. frugiperda populations can be grouped into two main groups: A, containing S. frugiperda populations from corn crops; and B, containing all insect populations collected from cotton crops. These data were validated by clustering insects collected from cornfields in Mexico with those isolated from cornfields in Brazil (Figure 1). It is important to note that the genetic similarity among these two main groups was quite low, only 5%. A similar result was observed between the Brazilian and Mexican corn populations (group C), which presented 6% genetic similarity (Figure 1).

Figure 1:
Genetic similarity between the five Spodoptera frugiperda populations, collected from corn (Zea mays) and cotton (Gossypium hirsutum) crops. Corn MR, mass-reared insects from corn, from the city of Brasília, DF, Brazil; Corn PADF, insects from corn, from Planaltina, Brasília, DF, Brazil; Corn MX, insects from corn, from the city of Cuernavaca, Mexico; Cotton MT, insects from cotton, from the municipality of Porto Alegre do Norte, in the state of Mato Grosso, Brazil; and Cotton PR, insects from cotton, from the municipality of Londrina, in the state of Paraná, Brazil. Numbers correspond to each individual larva.

The binary data generated by the RAPD markers from all S. frugiperda populations was subjected to the analysis of molecular variance (Amova). When compared, the groups from cotton and corn crops showed the following sources of genetic variability: 2.8% among populations, 75.7% within each population, and 21.8% among populations inside each group of cotton or corn (FST = 0.25). These data indicated that RAPD analysis could be useful to distinguish insect populations collected from corn and cotton fields.

Martinelli et al. (2006)MARTINELLI, S.; BARATA, R.M.; ZUCCHI, M.I.; SILVA-FILHO, M. De C.; OMOTO, C. Molecular variability of Spodoptera frugiperda (Lepidoptera: Noctuidae) populations associated to maize and cotton crops in Brazil. Journal of Economic Entomology,v.99, p.519-526, 2006. DOI: 10.1603/0022-0493-99.2.519.
https://doi.org/10.1603/0022-0493-99.2.5...
, based on RAPD analysis using ten different primers, did not report genetic variation between S. frugiperda populations isolated from corn and cotton crops in Brazil. The authors found 206 loci, and that 15% of molecular variability occurred among populations and 85% within populations; however, mitochondrial markers were not analyzed. In present study, to validate the obtained results, these additional genetic markers were used, since they can distinguish among highly-related populations, such as those of S. frugiperda in cotton and corn. A total of 20 primers were used to distinguish 750 loci, which could explain the differences between both studies.

The sequence of the mitochondrial ND1 gene from S. frugiperda was used to design primers that would amplify a 560-bp fragment of the ND1 gene sequence. With these primers, individual insects of S. frugiperda collected from Brazilian corn and cotton fields were analyzed. The amplification of the ND1 gene from insect samples collected in different Latin American regions was also assessed. Regarding the analysis of Brazilian populations, the expected 560-bp PCR product was generated only in insects from cornfields. These data indicate that insects associated with corn could be distinguished from those associated with cotton, in which a PCR amplification product was not observed. Furthermore, the data obtained show that S. frugiperda larvae from cornfields in Colombia, Costa Rica, and Mexico also amplified a DNA fragment of 560 bp.

The next step was PCR-restriction fragment length polymorphism (RFLP) analysis of the ND1 gene fragment using the restriction enzyme XbaI. The obtained results show two different patterns among the S. frugiperda samples. The ND1 fragment in populations from Colombia and Costa Rica revealed two digestion fragments of 180 and 380 bp (Figure 2). However, the sample originated from Mexico was not digested by XbaI, indicating absence of this restriction site, which was confirmed by DNA sequencing. These results show that ND1 polymorphism could be detected among the Spodoptera samples collected in these regions.

Figure 2:
Pattern of PCR-RFLP analysis of the mitochondrial NADH-dehydrogenase 1 (ND1) gene, using the XbaI restriction enzyme. Lanes 1-3, insects from the city of Medellin, Colombia; lanes 4-5, insects from the city of San Jose, Costa Rica; and lanes 6-7, insects from the city of Cuernavaca, Mexico.

Using PCR-RFLP of the COI gene, Vélez-Arango et al. (2008)VÉLEZ-ARANGO, A.M.; ARANGO, R.E.; VILLANUEVA M., D.; AGUILERA G., E.; SALDAMANDO B., C.I. Identificación de biotipos de Spodoptera frugiperda: (Lepidoptera: Noctuidae) mediante marcadores mitocondriales y nucleares. Revista Colombiana de Entomología, v.34, p.145-150, 2008. described two biotypes of S. frugiperda from corn and rice in Colombia. These authors also suggested a possible hybrid between these two biotypes. Lewter & Szalanski (2007)LEWTER, J.A.; SZALANSKI, A.L. Molecular identification of the fall armyworm, Spodoptera frugiperda (J.E. Smith) (Lepidoptera: Noctuidae) using PCR-RFLP. Journal of Agricultural Urban Entomology, v.24, p.51-57, 2007. used PCR-RFLP of the COI mitochondrial DNA region, with the restriction enzymes DraI, AluI, and NlaIII, to distinguish biotypes of S. frugiperda, i.e., corn 1,2,3 haplotypes AAA, rice 1,2 haplotypes AAB, and rice 3 haplotype BAB. Therefore, these two studies were able to distinguish corn and rice biotypes.

In this regard, the mitochondrial ND1 gene marker was shown to be useful to distinguish S. frugiperda populations found in corn and cotton. Samples collected from corn crops in Colombia and Costa Rica could be differentiated from those isolated from corn in Mexico. These variations among geographically isolated S. frugiperda indicate the presence of factors that affect the genetic variability and selection of biotypes in the two analyzed crops. As recommended by Sosa-Gomez et al. (2004)SOSA-GOMEZ, D.R.; DELPIN, K.E.; ALMEIDA, A.M.R.; HIROSE, E. Genetic differentiation among Brazilian populations of Euschistus heros (Fabricius) (Heteroptera: Pentatomidae) based on RAPD analysis. Neotropical Entomology, v.33, p.179-187, 2004. DOI: 10.1590/S1519-566X2004000200009.
https://doi.org/10.1590/S1519-566X200400...
, in order to validate these results, it will be necessary to make ecological observations or characterizations of, for example, the insect's flying behavior, dispersion ability, and resistance to chemical or biological products. Despite this, the mitochondrial ND1 gene showed high potential to discriminate these two biotypes of S. frugiperda, being a quick method to identify these pests.

Monnerat et al. (2006)MONNERAT, R.; MARTINS, E.; QUEIROZ, P.; ORDÚZ, S.; JARAMILLO, G.; BENINTENDE, G.; COZZI, J.; REAL, M.D.; MARTINEZ-RAMIREZ, A.; RAUSELL, C.; CERÓN, J.; IBARRA, J.; RINCON-CASTRO, M.C.; ESPINOZA, A.; MEZA-BASSO, L.; GABRERA, L.; SÁNCHEZ, J.; SOBERON, M.; BRAVO, A. Genetic variability of Spodoptera frugiperda Smith (Lepidoptera: Noctuidae) populations from Latin America is associated with variations in susceptibility to Bacillus thuringiensis cry toxins. Applied and Environmental Microbiology, v.72, p.7029-7035, 2006. also observed diversity of S. frugiperda insects isolated from cornfields associated with different geographical origins. These authors showed that there is a correlation among data on insect variability and susceptibility to different Cry toxins produced by Bacillus thuringiensis. Therefore, strain identification of specific lepidopteran larvae could help in developing effective pest management strategies to control these insects.

The ND1 PCR-RFLP diagnostic test reported here is quick and easy to perform, since PCR products could be amplified from total S. frugiperda DNA extracts with no need to purify mitochondrial DNA. The primers used in the present study and the reaction conditions established were useful for S. frugiperda samples maintained in cold 100% ethanol. In addition, the molecular patterns of RAPD and PCR-RFLP could be assessed to study the genetic variability in the corn strain and to analyze its distribution into cotton fields in the future.

In conclusion, the effectiveness of the mitochondrial marker ND1 to identify different S. frugiperda populations from corn crops in Brazil was validated using insect populations from other geographical regions, including Mexico, Colombia, and Costa Rica.

Acknowledgments

Ao Instituto Mato-Grossense do Algodão (IMAMT), pelo apoio financeiro.

References

  • AGUSTI, N.; DE VICENTE, M.C.; GABARRA, R. Development of sequence amplified characterized region (SCAR) markers of Helicoverpa armigera: a new polymerase chain reaction-based technique for predator gutanalysis. Molecular Ecology, v.8, p.1467-1474, 1999. DOI: 10.1046/j.1365-294x.1999.00717.x.
    » https://doi.org/10.1046/j.1365-294x.1999.00717.x.
  • BARROS, E.M.; TORRES, J.B.; RUBERSON, J.R.; OLIVEIRA, M.D. Development of Spodoptera frugiperda on different hosts and damage to reproductive structures in cotton. Entomologia Experimentalis et Applicata, v.137, p.237-245, 2010. DOI: 10.1111/j.1570-7458.2010.01058.x.
    » https://doi.org/10.1111/j.1570-7458.2010.01058.x.
  • BUSATO, G.R.; GRÜTZMACHER, A.D.; OLIVEIRA, A.C. de; VIEIRA, E.A.; ZIMMER, P.D.; KOPP, M.M.; BANDEIRA, J. de M.; MAGALHÃES, T.R. Análise da estrutura e diversidade molecular de populações de Spodoptera frugiperda (J.E. Smith) (Lepidoptera: Noctuidae) associadas às culturas de milho e arroz no Rio Grande do Sul. Neotropical Entomology, v.33, p.709-716, 2004. DOI: 10.1590/S1519-566X2004000600008.
    » https://doi.org/10.1590/S1519-566X2004000600008.
  • LEWTER, J.A.; SZALANSKI, A.L. Molecular identification of the fall armyworm, Spodoptera frugiperda (J.E. Smith) (Lepidoptera: Noctuidae) using PCR-RFLP. Journal of Agricultural Urban Entomology, v.24, p.51-57, 2007.
  • LEWTER, J.A.; SZALANSKI, A.L.; NAGOSHI, R.N.; MEAGHER JR, R.L.; OWENS, C.B.; LUTTRELL, R.G. Genetic variation within and between strains of the fall armyworm, Spodoptera frugiperda (Lepidoptera: Noctuidae). Florida Entomologist, v.89, p.63-68, 2006. DOI: 10.1653/0015-4040(2006)89[63:GVWABS]2.0.CO;2.
    » https://doi.org/10.1653/0015-4040(2006)89[63:GVWABS]2.0.CO;2.
  • MARTINELLI, S.; BARATA, R.M.; ZUCCHI, M.I.; SILVA-FILHO, M. De C.; OMOTO, C. Molecular variability of Spodoptera frugiperda (Lepidoptera: Noctuidae) populations associated to maize and cotton crops in Brazil. Journal of Economic Entomology,v.99, p.519-526, 2006. DOI: 10.1603/0022-0493-99.2.519.
    » https://doi.org/10.1603/0022-0493-99.2.519.
  • MONNERAT, R.; MARTINS, E.; QUEIROZ, P.; ORDÚZ, S.; JARAMILLO, G.; BENINTENDE, G.; COZZI, J.; REAL, M.D.; MARTINEZ-RAMIREZ, A.; RAUSELL, C.; CERÓN, J.; IBARRA, J.; RINCON-CASTRO, M.C.; ESPINOZA, A.; MEZA-BASSO, L.; GABRERA, L.; SÁNCHEZ, J.; SOBERON, M.; BRAVO, A. Genetic variability of Spodoptera frugiperda Smith (Lepidoptera: Noctuidae) populations from Latin America is associated with variations in susceptibility to Bacillus thuringiensis cry toxins. Applied and Environmental Microbiology, v.72, p.7029-7035, 2006.
  • NAGOSHI, R.D.; MEAGHER, R.L. Review of fall armyworm (Lepidoptera: Noctuidae) genetic complexity and migration. Florida Entomologist, v.91, p.546-554, 2008. DOI: 10.1653/0015-4040-91.4.546.
    » https://doi.org/10.1653/0015-4040-91.4.546.
  • PASHLEY, D.P.; KE, L.D. Sequence evolution in mitochondrial ribosomal and ND-l genes in Lepidoptera: implications for phylogenetic analyses. Molecular Biology and Evolution,v.9, p.1061-1075, 1992.
  • PINTO, C.C.; GRÜTZMACHER, A.D.; DA ROSA, A.P.S.A. da; MANICA-BERTO, R.; MENDES, S.M.; ARGE, L.W.P.; BORGES, C.T. Diversidade molecular entre populações de Spodoptera frugiperda no Brasil avaliada por marcadores AFLP. Pesquisa Agropecuária Brasileira, v.50, p.343-346, 2015. DOI: 10.1590/S0100-204X2015000400010.
    » https://doi.org/10.1590/S0100-204X2015000400010.
  • PROWELL, D.P.; MCMICHAEL, M.; SILVAIN, J.-F. Multilocus genetic analysis of host use, introgression, and speciation in host strains of fall armyworm (Lepidoptera: Noctuidae). Annals of the Entomological Society of America,v.97, p.1034-1044, 2004. DOI: 10.1603/0013-8746(2004)097[1034:MGAOHU]2.0.CO;2.
    » https://doi.org/10.1603/0013-8746(2004)097[1034:MGAOHU]2.0.CO;2.
  • SOSA-GOMEZ, D.R.; DELPIN, K.E.; ALMEIDA, A.M.R.; HIROSE, E. Genetic differentiation among Brazilian populations of Euschistus heros (Fabricius) (Heteroptera: Pentatomidae) based on RAPD analysis. Neotropical Entomology, v.33, p.179-187, 2004. DOI: 10.1590/S1519-566X2004000200009.
    » https://doi.org/10.1590/S1519-566X2004000200009.
  • VÉLEZ-ARANGO, A.M.; ARANGO, R.E.; VILLANUEVA M., D.; AGUILERA G., E.; SALDAMANDO B., C.I. Identificación de biotipos de Spodoptera frugiperda: (Lepidoptera: Noctuidae) mediante marcadores mitocondriales y nucleares. Revista Colombiana de Entomología, v.34, p.145-150, 2008.

Publication Dates

  • Publication in this collection
    May 2016

History

  • Received
    20 Jan 2015
  • Accepted
    25 Feb 2016
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