Acessibilidade / Reportar erro

Demographic parameters of cowpea aphids on advanced semi-erect cowpea lines

Parâmetros demográficos do pulgão-preto em linhagens avançadas de feijão-caupi de porte semiereto

Abstract:

The objective of this work was to evaluate the resistance of advanced semi-erect cowpea (Vigna unguiculata) lines, by means of a screening assay for resistance and the elaboration of fertility-life tables of Aphis craccivora (Hemiptera: Aphididae). The experiments were carried out in a screenhouse. For the resistance trial, 15 advanced cowpea lines were used, as well as two standard genotypes for resistance and two for susceptibility, which were arranged in six blocks. After resistance was determined, two lines with the highest and lowest resistance were selected for the development of the fertility-life tables which were used to estimate demographic parameters. The MNCO4-762F-03 and MNCO4-762F-09 cowpea lines were classified as resistant, for which cowpea aphids showed the lowest values (in parentheses, respectively) for: net reproductive rate (RO = 3.0 and 2.5), intrinsic rate of increase (rm = 0.16 and 0.15), and finite rate of increase (λ = 1.18 and 1.16). The highest values were obtained for the 'Vita-7', MNCO4-795F-168, and 'BRS Tumucumaque' genotypes. The MNCO4-762F-03 and MNCO4-762F-09 lines show antibiosis-type resistance, which directly affects the reproductive potential of the cowpea aphid population.

Index terms:
Aphis craccivora; Vigna unguiculata; fecundity; plant health; plant resistance

Resumo:

O objetivo deste trabalho foi avaliar a resistência de linhagens avançadas de feijão-caupi (Vigna unguiculata) de porte semiereto, por meio de ensaio de resistência e elaboração de tabelas de vida de fertilidade de Aphis craccivora (Hemiptera: Aphididae). Os experimentos foram realizados em telado. Para o ensaio de resistência, utilizaram-se 15 linhagens avançadas de feijão-caupi, assim como dois genótipos-padrão de resistência e dois de susceptibilidade, os quais foram distribuídos em seis blocos. Após ter-se determinado a resistência, selecionaram-se as duas linhagens com o maior e o menor grau de resistência, para compor o ensaio destinado à elaboração de tabelas de vida de fertilidade que foram utilizadas para estimar os parâmetros demográficos. As linhagens de feijão-caupi MNCO4-762F-03 e MNCO4-762F-09 foram classificadas como resistentes, nas quais, o pulgão-preto apresentou os menores valores (nos parênteses, respectivamente) de: taxa líquida de reprodução (RO = 3,0 e 2,5); taxa intrínseca de crescimento (rm = 0,16 e 0,15); e razão finita de crescimento (λ = 1,18 e 1,16). Os maiores valores foram obtidos nos genótipos 'Vita-7', MNCO4-795F-168 e 'BRS Tumucumaque'. As linhagens MNCO4-762F-03 e MNCO4-762F-09 apresentam resistência do tipo antibiose, o que afeta diretamente o potencial reprodutivo da população de pulgão-preto.

Termos para indexação:
Aphis craccivora; Vigna unguiculata; fecundidade; fitossanidade; resistência de plantas

Introduction

Cowpea, Vigna unguiculata (L.) Walp., is one of the most widely cultivated legumes in tropical and subtropical regions worldwide (Torres et al., 2015TORRES, F.E.; TEODORO, P.E.; SAGRILO, E.; CECCON, G.; CORREA, A.M. Interação genótipo x ambiente em genótipos de feijão-caupi semiprostrado via modelos mistos. Bragantia, v.74, p.255-260, 2015. DOI: 10.1590/1678-4499.0099.
https://doi.org/10.1590/1678-4499.0099...
). In Brazil, according to Freire Filho et al. (2017) FREIRE FILHO, F.R.; RIBEIRO, V.Q.; RODRIGUES, J.E.L.F.; VIEIRA, P.F.M.J. A cultura: aspectos socioeconômicos. In: DOVALE, J.C.; BERTINI, C.; BORÉM, A. (Ed.). Feijão-caupi: do plantio à colheita. Viçosa: Ed. da UFV, 2017. p.9-34., cowpea has been cultivated by small family farmers and also by medium- and large-scale producers in the Brazilian Cerrado soils of the North, Northeast, and Central-West regions, for which the planted area and productivity of cowpea was 40.636 ha and 810 kg ha-1, 980.69 ha and 303 kg ha-1, and 109.27 ha and 982 kg ha-1, respectively, during the period between 2010 and 2014.

Among the limiting factors of cowpea cultivation is infestation by the cowpea aphid Aphis craccivora Koch (Hemiptera: Aphididae), considered a key-crop pest (Moraes & Bleicher, 2007 MORAES, J.G.L.; BLEICHER, E. Preferência do pulgão-preto, Aphis craccivora Koch, a diferentes genótipos de feijão-de-corda, Vigna unguiculata (L.) Walp. Ciência Rural, v.37, p.1554-1557, 2007. DOI: 10.1590/S0103-84782007000600008.
https://doi.org/10.1590/S0103-8478200700...
; Huynh et al., 2015 HUYNH, B.-L.; EHLERS, J.D.; NDEVE, A.; WANAMAKER, S.; LUCAS, M.R.; CLOSE, T.J.; ROBERTS, P.A. Genetic mapping and legume synteny of aphid resistance in African cowpea (Vigna unguiculata L. Walp.) grown in California. Molecular Breeding, v.35, p.1-9, 2015. DOI: 10.1007/s11032-015-0254-0.
https://doi.org/10.1007/s11032-015-0254-...
) that causes direct injury by sucking sap, and indirect damages through virus transmission (Oliveira et al., 2012 OLIVEIRA, C.R.R. de; FREIRE FILHO, F.R.; NOGUEIRA, M. do S. da R.; BARROS, G.B.; EIRAS, M.; RIBEIRO, V.Q.; LOPES, A.C. de A. Reação de genótipos de feijão-caupi revela resistência às infecções pelo Cucumber mosaic virus, Cowpea aphid-borne mosaic virus e Cowpea severe mosaic virus. Bragantia, v.71, p.59-66, 2012. DOI: 10.1590/S0006-87052012005000007.
https://doi.org/10.1590/S0006-8705201200...
).

Cowpea aphid control is carried out using chemical insecticides, although few compounds used against this pest have been registered (Agrofit, 2016AGROFIT: Sistema de Agrotóxicos Fitossanitários. Available at: <http://agrofit.agricultura.gov.br/agrofit_cons/principal_agrofit_cons>. Accessed on: Dec. 22 2016.
http://agrofit.agricultura.gov.br/agrofi...
). In addition to increasing the cost of production, these pesticides might cause serious unwanted side effects, including insect resistance. A safer alternative for both the environment and producers would be to use crop plants with genetic resistance to this insect.

In this regard, there is a previously report on the V. unguiculata resistance to A. craccivora (Singh, 1977 SINGH, S.R. Cowpea cultivars resistant to insect pests in world germplasm collection. Tropical Grain Legume Bulletin, v.9, p.3-7, 1977. ) whose trial was carried out in a greenhouse, and five genotypes resistant to the aphids were found, among which was TVu 408 P2. The authors also concluded that antibiosis was the probable cause of resistance, as a severe aphid mortality was observed.

Subsequently, Pathak (1988)PATHAK, R.S. Genetics of resistance to aphid in cowpea. Crop Science, v.28, p.474-476, 1988. DOI: 10.2135/cropsci1988.0011183X002800030008x.
https://doi.org/10.2135/cropsci1988.0011...
reported the occurrence of two dominant and independent genes, RaC 1 and RaC 2, controlling the resistance of African V. unguiculata genotypes to A. craccivora, based on quantitative studies, which was also related to the segregation of populations derived from resistant and susceptible parental crosses. Cowpea resistance to the cowpea aphid is considered a dominant trait controlled by two genes, one poorly and one highly expressed, which has been confirmed by the quantitative trait loci (QTL) analysis (Huynh et al., 2015 HUYNH, B.-L.; EHLERS, J.D.; NDEVE, A.; WANAMAKER, S.; LUCAS, M.R.; CLOSE, T.J.; ROBERTS, P.A. Genetic mapping and legume synteny of aphid resistance in African cowpea (Vigna unguiculata L. Walp.) grown in California. Molecular Breeding, v.35, p.1-9, 2015. DOI: 10.1007/s11032-015-0254-0.
https://doi.org/10.1007/s11032-015-0254-...
).

In Brazil, there have been numerous studies for the identification of the resistance sources of V. unguiculata to A. craccivora, particularly in the last decade (Moraes & Bleicher, 2007 MORAES, J.G.L.; BLEICHER, E. Preferência do pulgão-preto, Aphis craccivora Koch, a diferentes genótipos de feijão-de-corda, Vigna unguiculata (L.) Walp. Ciência Rural, v.37, p.1554-1557, 2007. DOI: 10.1590/S0103-84782007000600008.
https://doi.org/10.1590/S0103-8478200700...
; Silva & Bleicher, 2010SILVA, J.F. da; BLEICHER, E. Resistência de genótipos de feijão-de-corda ao pulgão-preto. Pesquisa Agropecuária Brasileira, v.45, p.1089-1094, 2010. DOI: 10.1590/S0100-204X2010001000006.
https://doi.org/10.1590/S0100-204X201000...
; Rodrigues et al., 2012RODRIGUES, S.R.; CECCON, G.; OLIVEIRA JUNIOR, O. de; ABOT, A.R.; NOGUEIRA, G.A. de L.; CORREA, A.M. Preferência do pulgão preto Aphis craccivora Koch, 1854 (Hemiptera: Aphididae) por genótipos de feijão-caupi Vigna unguiculata (L.) Walp. (Fabaceae). Bioscience Journal, v.28, p.678-686, 2012.; Silva et al., 2012SILVA, J.F. da; BERTINI, C.H.C. de M.; BLEICHER, E.; MORAES, J.G.L. Divergência genética de genótipos de feijão-de-corda quanto à resistência ao pulgão-preto. Pesquisa Agropecuária Brasileira, v.47, p.948-954, 2012. DOI: 10.1590/S0100-204X2012000700011.
https://doi.org/10.1590/S0100-204X201200...
; Bandeira et al., 2015BANDEIRA, H.F. da S.; LIMA, A.C.S.; STRUCKER, A.; TRASSATO, L.B.; DIONISIO, L.F.S. Preferência do pulgão-preto e da cigarrinha-verde em diferentes genótipos de feijão-caupi em Roraima. Revista Agro@mbiente On-line, v.9, p.79-85, 2015. DOI: 10.5327/Z1982-8470201500011998.
https://doi.org/10.5327/Z1982-8470201500...
; Melville et al., 2016MELVILLE, C.C.; LIMA, A.C.S.; MORAIS, E.G.F. de; OLIVEIRA, N.T. de. Preferência do pulgão-preto, Aphis craccivora Koch (Hemiptera: Aphididae), a genótipos de feijão-caupi. Revista Agro@mbiente On-line, v.10, p.153-160, 2016. DOI: 10.18227/1982-8470ragro.v10i2.3042.
https://doi.org/10.18227/1982-8470ragro....
). These authors have reported a genetic diversity in the cowpea resistance against the cowpea aphid, and sources of resistance to this insect have been observed in both newly imported and landrace varieties.

The incorporation of resistance to cowpea aphid in future cultivars should be a routine criterion in breeding programs. However, the genetics of resistance and insect characteristics, such as thelytokous parthenogenesis, should serve as a warning of the potential for the resistance of genotypes to insect outbreaks, as mentioned by Aliyu & Ishiyaku (2013)ALIYU, H.; ISHIYAKU, M.F. Identification of novel resistance gene sources to cowpea aphid (Aphis craccivora Koch) in cowpea (Vigna unguiculata L.). Pakistan Journal of Biological Sciences, v.16, p.743-746, 2013. DOI: 10.3923/pjbs.2013.743.746.
https://doi.org/10.3923/pjbs.2013.743.74...
and Souleymane et al. (2013)SOULEYMANE, A.; AKEN’OVA, M.E.; FATOKUN, C.A.; ALABI, O.Y. Screening for resistance to cowpea aphid (Aphis craccivora Koch) in wild and cultivated cowpea (Vigna unguiculata L. Walp.) accessions. International Journal of Science, Environment and Technology, v.2, p.611-621, 2013.. Therefore, the use of methodologies that facilitate the evaluation of a large number of genotypes, with greater scientific rigor and which are of low cost, are necessary to identify resistant genotypes and resistance break down.

However, cowpea breeding programs in Brazil have not evaluated advanced lines for resistance to this important pest, which should be included in the value for cultivation and use (VCU) testing required to launch a new cultivar. This implies the serious risk of launching a more susceptible cultivar in the market than the existing ones, which could result in additional costs to producers and the environment.

The objective of this work was to evaluate the resistance of advanced semi-erect V. unguiculata lines, by means of a resistance screening assay, and the elaboration of fertility-life tables of A. craccivora.

Materials and Methods

The study was carried out at Centro de Ciências Agrárias of Universidade Federal do Ceará, located in the municipality of Fortaleza, in the state of Ceará, Brazil (3°40'24"S, 38°34'32"W, at 12 m altitude). The experiments were performed at room temperature in a screenhouse, with side walls covered with an anti-aphid screen and the upper part with 200-μ thick plastic.

For the research, two screenings were performed. In the first, insect resistance was screened to verify the resistance or susceptibility of advanced cowpea lines. In the second, the aim of the screening was to develop fertility-life tables for estimating the aphid’s demographic parameters.

The initial assay included the screening of 15 advanced semi-erect cowpea lines and four genotypes used as control groups: two cultivars, standard susceptible genotypes (BR - 17 Gurguéia and VITA 7), one cultivar and one standard resistant genotype ('BRS Guariba' and TVu 408 P2) with respect to A. craccivora (Singh, 1977 SINGH, S.R. Cowpea cultivars resistant to insect pests in world germplasm collection. Tropical Grain Legume Bulletin, v.9, p.3-7, 1977. ; Moraes & Bleicher, 2007 MORAES, J.G.L.; BLEICHER, E. Preferência do pulgão-preto, Aphis craccivora Koch, a diferentes genótipos de feijão-de-corda, Vigna unguiculata (L.) Walp. Ciência Rural, v.37, p.1554-1557, 2007. DOI: 10.1590/S0103-84782007000600008.
https://doi.org/10.1590/S0103-8478200700...
; Silva & Bleicher, 2010SILVA, J.F. da; BLEICHER, E. Resistência de genótipos de feijão-de-corda ao pulgão-preto. Pesquisa Agropecuária Brasileira, v.45, p.1089-1094, 2010. DOI: 10.1590/S0100-204X2010001000006.
https://doi.org/10.1590/S0100-204X201000...
), totaling 19 sample materials (Table 1). These samples were provided by the genetic breeding program of Embrapa Meio Norte.

Table 1.
Treatments, lines, and genotypes of semi-erect cowpea (Vigna unguiculata), with their respective parents or origin.

Cowpea plants were grown in 300 mL polyethylene pots with three holes in the base. These pots were filled with a substrate composed of subsoil soil, earthworm humus, and vermiculite in a 6:3:1 ratio. A completely randomized block statistical design with six replicates was used, and each plant of a particular treatment was considered a plot.

For experimental purposes, the age of aphid breeding colony was standardized before infestation, so that all insects ranked into the same age group. To achieve age synchronization, fourteen-day-old plants of cowpea 'Vita-7' were infested with adult aphids, which were removed after 24 hours. The nymphs produced during this period were used in the treatments when they reached the adult stage.

Planting was carried out with two seeds sown per pot; plants were thinned five days later, and only one seedling was left in each pot. On the 12th day after planting, the plants were infested with the age-synchronized aphids. Five apterous, shiny black, six-day-old adult females from the breeding colony were deposited on each plant. After infestation, the pots of each treatment were placed on benches to form the blocks that were equidistantly separated and covered with a 1.0x1.0x0.5 m cage.

Resistance was evaluated in two steps, one at 48 hours after infestation, during which the number of live adults was recorded, followed by their removal from the plants. The second one was performed 96 hours after infestation, at which time the number of live nymphs was counted.

To assess the resistance between treatments, the numbers of adults and nymphs were transformed using the formula (X + 0.5)0.5, then subjected to the analysis of variance, in which the averages were grouped by applying the Scott-Knott test. The use of the Scott-Knott test allows of the formation of homogeneous groups of treatments and avoids ambiguity in the interpretation of the results (Silva, 2007 SILVA, C.M.R. da. Uso do teste de Scott-Knott e da análise de agrupamentos, na obtenção de grupos de locais para experimentos com cana-de-açúcar. 2007. 48p. Dissertação (Mestrado) - Universidade de São Paulo, Piracicaba. DOI: 10.11606/D.11.2008.tde-12032008-151057.
https://doi.org/10.11606/D.11.2008.tde-1...
). The averages were ranked according to the methodology proposed by Mulamba & Mock (1978) MULAMBA, N.N.; MOCK, J.J. Improvement of yield potential of the Eto Blanco maize (Zea mays L.) population by breeding for plant traits. Egyptian Journal of Genetics and Cytology, v.7, p.40-51, 1978., and the lowest score or rank was assigned to the average of greatest interest for the study, that is, the highest degree of resistance. The rank sum corresponding to the number of adults and nymphs provides the effective resistance (ER), which represents the joint action of the genotype on adult insects and nymphs. In free-choice screening tests, the infestation of adult insects can cause several reactions, including their escape to or the attraction of infesting insects of other plants, which characterizes nonpreference resistance (antixenosis) and preference, respectively (Silva & Bleicher, 2010SILVA, J.F. da; BLEICHER, E. Resistência de genótipos de feijão-de-corda ao pulgão-preto. Pesquisa Agropecuária Brasileira, v.45, p.1089-1094, 2010. DOI: 10.1590/S0100-204X2010001000006.
https://doi.org/10.1590/S0100-204X201000...
). Another reaction would be the death of the insects, which characterizes antibiosis. Therefore, it can be assumed that the effective resistance mentioned here would represent a simulation of the insect-plant interaction under field conditions.

The results of the effective resistance were also ranked. Using the rank of the three observed parameters, we performed an analysis of variance, which provided the mean rank variable (Xr), the result of which represents the expression of the genotype in relation to the aphid. The means were grouped using the Scott-Knott test. The mean score data were then analyzed for normality and homogeneity of variances of residues by applying the tests of Shapiro & Wilk (1965)SHAPIRO, S.S.; WILK, M.B. An analysis of variance test for normality (complete samples). Biometrika, v.52, p.591-611, 1965. DOI: 10.1093/biomet/52.3-4.591.
https://doi.org/10.1093/biomet/52.3-4.59...
and Bartlett (1937)BARTLETT, M.S. Properties of sufficiency and statistical tests. Proceedings of the Royal Society A, v.160, p.268-282, 1937. DOI: 10.1098/rspa.1937.0109.
https://doi.org/10.1098/rspa.1937.0109...
.

Using the results of the initial screening of insect resistance to the different cowpea genotypes, the second stage of the research, which corresponds to the estimation of demographic parameters, was carried out. On the basis of the data obtained from the genetic resistance screening assay for A. craccivora, MNCO4-762F-03 and MNCO4-762F-09, and MNCO4-769F-30 and MNCO4-795F-168 were respectively selected as resistant and susceptible lines. The cultivar Vita-7 (a standard susceptible genotype) and one commercial semi-erect cultivar (BRS Tumucumaque), which was recently launched on the market, were also used.

In this experiment, the type of pot, planting, thinning, and standardization of the breeding colony age were the same as those used in the resistance screening assay. Treatment for infestation was performed on the 12th day after sowing, by depositing five adult aphids on each plant. Infested plants were arranged on benches, such that neighboring plants were not in direct contact with one another, and covered with 1.0x1.0x0.50 m cages covered with an anti-aphid screen.

Approximately 4 hours after infestation, adult insects and nymphs were removed from the treated plants, leaving only two nymphs on each plant for a period of 24 hours. After this period, a cohort with ten individuals was formed using one nymph per plant. The same procedure was carried out for each of the six genotypes studied. These individuals were observed daily until their death, and, in the course of their life, the number of living individuals, number of descendants (which were then withdrawn), and the longevity of the cohort insects were recorded.

Using the daily number of offsprings produced and survival in each age group, fertility-life tables were produced. For these parameters, the following was observed: the survival at the time of first offspring production (S 1st O), which assesses the chances of nymphs reaching adulthood and breeding; the gross reproduction rate (GRR), which represents the total average number of nymphs produced per female during their lifetime (Hoque et al., 2008HOQUE, M.F.; ISLAM, W.; KHALEQUZZAMAN, M. Life tables of two-spotted spider mite Tetranychus urticae Koch (Acari: Tetranychidae) and its predator Phytoseiulus persimilis Athias-Henriot (Acari: Phytoseiidae). Journal of Bio-Science, v.16, p.1-10, 2008. DOI: 10.3329/jbs.v16i0.3733.
https://doi.org/10.3329/jbs.v16i0.3733...
); and the RO/GRR ratio, for which values closer to 1.0 indicate that there is a greater degree of adaptation to the plant genotype as insect food. The demographic parameters of cowpea aphid were estimated using the jackknife method, according to the routine described by Maia et al. (2000)MAIA, A. de H.N.; LUIZ, A.J.B.; CAMPANHOLA, C. Statistical inference on associated fertility life table parameters using jackknife technique: computational aspects. Journal of Economic Entomology, v.93, p.511-518, 2000. DOI: 10.1603/0022-0493-93.2.511.
https://doi.org/10.1603/0022-0493-93.2.5...
, through the statistical software SAS (SAS Institute, Inc., Cary, NC, USA). The following parameters were also determined: net reproduction rate (RO), average interval between generations (T), time to the doubling of the population (TD), intrinsic rate of increase (rm), and finite rate of increase (λ).

After obtaining the results of the demographic parameters, the means were grouped according to Mulamba & Mock (1978) MULAMBA, N.N.; MOCK, J.J. Improvement of yield potential of the Eto Blanco maize (Zea mays L.) population by breeding for plant traits. Egyptian Journal of Genetics and Cytology, v.7, p.40-51, 1978., in order to favor resistance, by which the lowest score was attributed to the mean of greatest interest in the study (the highest degree of resistance). For each assessed genotype, data for ranking corresponding to the evaluated parameters were added, yielding the rank sum (∑r), which represents the joint action of the genotype on the insect population parameters.

Results and Discussion

In the first resistance-screening assay, the analyses of variance indicated that there were significant differences for both variables, with the formation of three distinct groups for number of adults and number of nymphs (resistant, intermediate, and susceptible) (Table 2). Lines MNCO4-762F-03 and MNCO4-762F-09 did not differ from the standard resistant genotypes for the number of adults, and showed a lower number of individuals. As to the number of nymphs, none of these lines differed from the resistant 'BRS Guariba' genotype (Table 2).

Table 2.
Genotypes, average number of adults (NA), number of nymphs (NN), effective resistance (ER), and rank average (Xr) of Aphis craccivora on semi-erect cowpea (Vigna unguiculata) genotypes.

According to the protocol used, the variable number of adults on a plant may discriminate between antibiosis, or nonpreference resistance (Silva & Bleicher, 2010SILVA, J.F. da; BLEICHER, E. Resistência de genótipos de feijão-de-corda ao pulgão-preto. Pesquisa Agropecuária Brasileira, v.45, p.1089-1094, 2010. DOI: 10.1590/S0100-204X2010001000006.
https://doi.org/10.1590/S0100-204X201000...
), whereas a production decrease of the offsprings is indicative of an antibiosis resistance (Laamari et al., 2008LAAMARI, M.; KHELFA, L.; COEUR D’ACIER, A. Resistance source to cowpea aphid (Aphis craccivora Koch) in broad bean (Vicia faba L.) Algerian landrace collection. African Journal of Biotechnology, v.7, p.2486-2490, 2008.; Obopile & Ositile, 2010OBOPILE, M.; OSITILE, B. Life table and population parameters of cowpea aphid, Aphis craccivora Koch (Homoptera: Aphididae) on five cowpea Vigna unguiculata (L. Walp.) varieties. Journal of Pest Science, v.83, p.9-14, 2010. DOI: 10.1007/s10340-009-0262-0.
https://doi.org/10.1007/s10340-009-0262-...
). On the basis of this assumption, there was an effect of the plant on the insect reproduction among the evaluated genotypes in the present work, since there were lower numbers of adults and nymphs from the breeding on plants of the 'BRS Guariba', MNCO4-762F-03, and MNCO4-762F-09 genotypes.

When ranked, the mean ranks of the variable number of adults, nymphs, and effective resistance provided an assessment of the resistance potential of these genotypes against cowpea aphid attack (Table 2).

The MNCO4-762F-03 and MNCO4-762F-09 lines might be considered as resistant, as they performed similarly to the standard resistant genotypes 'BRS Guariba' and TVu 408 P2 (p>0.05). In the second group, the MNCO4-795F-146, MNCO4-795F-155, MNCO4-769F-62, MNCO4-792F-144, and MNCO4-792F-143 lines showed intermediate levels of resistance, differing from the standard genotypes of resistance and susceptibility (Table 2).

The parental line of MNCO4-762F-03 and MNCO4-762F-09 is the same as that of TE96-282-22G, that was launched on the market as 'BRS Guariba', obtained from the breeding of the IT85F-2687 line introduced by the International Institute of Tropical Agriculture with the TE87-98-8G line. Melville et al. (2016)MELVILLE, C.C.; LIMA, A.C.S.; MORAIS, E.G.F. de; OLIVEIRA, N.T. de. Preferência do pulgão-preto, Aphis craccivora Koch (Hemiptera: Aphididae), a genótipos de feijão-caupi. Revista Agro@mbiente On-line, v.10, p.153-160, 2016. DOI: 10.18227/1982-8470ragro.v10i2.3042.
https://doi.org/10.18227/1982-8470ragro....
and Paz (2016)PAZ, J.K. da S. Resistência de genótipos de Vigna unguiculata L. (Walp.) a Aphis craccivora Koch e seus aspectos biológicos e demográficos. 2016. 81p. Tese (Doutorado) - Universidade Federal do Ceará, Fortaleza. verified that the cowpea 'BRS Cauamé', derived from the female TE93-210-13F and male TE96-282-22G parental lines (Vilarinho et al., 2008VILARINHO, A.A.; FREIRE FILHO, F.R.; ROCHA, M. de M.; RIBEIRO, V.Q. Cultivar de feijão-caupi BRS Cauamé: nova cultivar para Roraima. Boa Vista: Embrapa Roraima, 2008. 5p. (Embrapa Roraima. Comunicado técnico, 15)), is resistant to the cowpea aphid. Therefore, it is assumed that the resistance of the lines used in the present work is related to their common parental line TE96-282-22G (BRS Guariba), which consequently transferred the gene to these lines conferring to them the resistance to the cowpea aphid.

The results indicate that the resistance mechanism involved is antibiosis, as confirmed by Paz (2016)PAZ, J.K. da S. Resistência de genótipos de Vigna unguiculata L. (Walp.) a Aphis craccivora Koch e seus aspectos biológicos e demográficos. 2016. 81p. Tese (Doutorado) - Universidade Federal do Ceará, Fortaleza. for 'BRS Guariba', in which the cultivar would transfer the resistance gene to its progeny. According to Babura & Mustapha (2012)BABURA, S.R.; MUSTAPHA, Y. Screening for development of host plant resistance to infestation by Aphid (Aphis craccivora Koch) in cowpea (Vigna unguiculata [L.] Walp). Bajopas, v.5, p.44-47, 2012. DOI: 10.4314/bajopas.v5i1.9.
https://doi.org/10.4314/bajopas.v5i1.9...
, when crossbreeding of cowpea varieties susceptible to the cowpea aphid is carried out with resistant materials, it is possible to produce highly resistant progenies, implying that the transmission of the gene conferring cowpea resistance to A. craccivora is heritable.

Silva et al. (2012)SILVA, J.F. da; BERTINI, C.H.C. de M.; BLEICHER, E.; MORAES, J.G.L. Divergência genética de genótipos de feijão-de-corda quanto à resistência ao pulgão-preto. Pesquisa Agropecuária Brasileira, v.47, p.948-954, 2012. DOI: 10.1590/S0100-204X2012000700011.
https://doi.org/10.1590/S0100-204X201200...
evaluated the genetic diversity between cowpea genotypes with resistance to the cowpea aphid, and the best combinations among resistant genotypes, and confirmed that 'BRS Guariba' is favorable to genetic combinations and suitable for breeding programs as a source of resistance to the aphid.

In subgroup 1, among the genotypes considered susceptible to the cowpea aphid are 'BR 17-Gurguéia', MNCO4-795F-153, MNCO4-782F-104, and MNCO4-795F-154 (Table 2). In this genotype group, 'BR 17-Gurguéia' has been recognized as susceptible to the cowpea aphid by several authors (Moraes & Bleicher, 2007 MORAES, J.G.L.; BLEICHER, E. Preferência do pulgão-preto, Aphis craccivora Koch, a diferentes genótipos de feijão-de-corda, Vigna unguiculata (L.) Walp. Ciência Rural, v.37, p.1554-1557, 2007. DOI: 10.1590/S0103-84782007000600008.
https://doi.org/10.1590/S0103-8478200700...
; Silva & Bleicher, 2010SILVA, J.F. da; BLEICHER, E. Resistência de genótipos de feijão-de-corda ao pulgão-preto. Pesquisa Agropecuária Brasileira, v.45, p.1089-1094, 2010. DOI: 10.1590/S0100-204X2010001000006.
https://doi.org/10.1590/S0100-204X201000...
). In subgroup 2, the genotypes MNCO4-769F-48, MNCO4-795F-159, MNCO4-792F-148, MNCO4-795F-168, 'Vita-7', and MNCO4-769F-30 are considered highly susceptible to the cowpea aphid (Table 2).

The production of fertility-life tables enabled us to estimate the demographic parameters of A. craccivora. Accordingly, in the present work, the survival at the time of first offspring production (S 1st O) was affected when aphids were bred on the MNCO4-762F-03 and MNCO4-762F-09 lines. In contrast, with the 100% survival on other genotypes, the survival on lines MNCO4-762F-03 and MNCO4-762F-09 was only 30% (Table 3). Therefore, when developing on MNCO4-762F-03 and MNCO4-762F-09, cowpea aphid nymphs have a considerably lower likelihood of reaching adulthood and breeding, compared with those infesting other genotypes. The high-mortality rates on MNCO4-762F-03 and MNCO4-762F-09 indicate antibiosis as the resistance mechanism of these plants, which is presumably due to the production of certain antibiotic compounds that are toxic to the insect.

Table 3.
Demographic parameters: survival at production of the first offspring (S 1st O), gross reproduction rate (GRR), net reproduction rate (RO), RO/GRR ratio, average interval between generations (T), time to the doubling of the population (TD), intrinsic rate of increase (rm), finite rate of increase (λ), and rank sum (∑r) of Aphis craccivora on semi-erect cowpea (Vigna unguiculata) genotypes(1).

In the present study, the gross reproduction rate (GRR) of A. craccivora varied from 16.50 to 63.93 produced nymphs. When bred on the MNCO4-762F-09 and MNCO4-762F-03 lines, the reproductive capacity of the species was low (16.50 and 17.50 nymphs), in comparison with those on lines supporting a high-gross rate of reproduction (Table 3). According to Panizzi & Parra (2009) PANIZZI, A.R.; PARRA, J.R.P. (Ed.). Bioecologia e nutrição de insetos: base para o manejo integrado de pragas. Brasília: Embrapa Informação Tecnológica, 2009. 1164p., a decrease of the reproductive capacity of the insect may be related to the presence of secondary metabolites and plant nutritional factors, which could directly affect the fecundity of the pest.

There were significant differences between the plant genotypes for the net reproduction rate (RO) of cowpea aphid. The highest values of RO were observed for aphids on 'Vita-7' and 'BRS Tumucumaque' (61.6 and 48.7, respectively), and the lowest values for aphids on MNCO4-762F-09 and MNCO4-762F-03 (2.5 and 3.0, respectively) (Table 3). There was a decrease of the reproductive potential of A. craccivora when bred on MNCO4-762F-09 and MNCO4-762F-03, indicating that these lines were less suitable hosts for insect reproduction than 'Vita-7' and 'BRS Tumucumaque'.

Similarly, for the (RO)/(GRR) ratio, the genotypes 'Vita-7' (0.96) and 'BRS Tumucumaque' (0.86) were the more favorable hosts for insect feeding, whereas the MNCO4-762F-09 and MNCO4-762F-03 lines were the least favorable ones (0.15 and 0.17) (Table 3). The lower preference for these latter two lines led to decreased consumption, as the plants presumably contain certain compounds that render the host unfavorable to the insect. The presence of secondary compounds such as alkaloids, limonoids, and cucurbitacins tends to reduce palatability, thereby making plants a less preferred host food source for insects (Aoyama & Labinas, 2012 AOYAMA, E.M.; LABINAS, A.M. Características estruturais das plantas contra a herbivoria por insetos. Enciclopédia Biosfera, v.8, p.365-386, 2012.).

The mean interval between generations (T) and the time to doubling the population (TD) did not differ between the genotypes (Table 3). According to Machacha et al. (2012)MACHACHA, M.; OBOPILE, M.; TSHEGOFATSO, A.B.N.; TIROESELE, B.; GWAFILA, C.; RAMOKAPANE, M. Demographic parameters of cowpea aphid Aphis craccivora (Homoptera: Aphididae) on different Botswana cowpea landraces. International Journal of Tropical Insect Science, v.32, p.189-193, 2012. DOI: 10.1017/S1742758412000318.
https://doi.org/10.1017/S174275841200031...
, the higher the resistance of the genotype to the pest attack, the higher are the values for T and TD. Aphis craccivora takes, on average, from six to nine days to complete one generation. Although the values observed in the present work were within this range, the insect mortality occurring on the MNCO4-762F-09 and MNCO4-762F-03 lines increased the coefficient of variation, affecting the result of the analysis.

Significant differences among the treatments were observed for the intrinsic rate of increase (rm), whose values varied from 0.15 to 0.63 (Table 3). The insects feeding on the MNCO4-762F-09 and MNCO4-762F-03 lines showed a reduced performance. However, when bred on other genotypes, their performance was satisfactory, particularly when feeding on the 'Vita-7' and MNCO4-795F-168 genotypes, which are more suitable hosts for the development and reproduction of A. craccivora (Table 3). Therefore, due to their low rm values, resulting from a decreased reproductive capacity, populations of cowpea aphids could not increase satisfactorily if feeding only on the MNCO4-762F-09 and MNCO4-762F-03 lines, as a consequence of the antibiosis mechanism of these plants (Laamari et al., 2008LAAMARI, M.; KHELFA, L.; COEUR D’ACIER, A. Resistance source to cowpea aphid (Aphis craccivora Koch) in broad bean (Vicia faba L.) Algerian landrace collection. African Journal of Biotechnology, v.7, p.2486-2490, 2008.; Obopile & Ositile, 2010OBOPILE, M.; OSITILE, B. Life table and population parameters of cowpea aphid, Aphis craccivora Koch (Homoptera: Aphididae) on five cowpea Vigna unguiculata (L. Walp.) varieties. Journal of Pest Science, v.83, p.9-14, 2010. DOI: 10.1007/s10340-009-0262-0.
https://doi.org/10.1007/s10340-009-0262-...
).

The rm values, obtained for the genotypes considered as susceptible in the present work, corroborate the finding one by De La Pava & Sepúlveda-Cano (2015) DE LA PAVA, N.S.; SEPÚLVEDA-CANO, P.A. Biología del áfido negro (Aphis craccivora: Aphididae) sobre fríjol caupi (Vigna Unguiculata, Fabaceae). Acta Biológica Colombiana, v.20, p.93-97, 2015. DOI: 10.15446/abc.v20n3.43064.
https://doi.org/10.15446/abc.v20n3.43064...
, who described the demographic parameters of A. craccivora on cowpea, and obtained rm of 0.51, which confirmed that this plant is susceptible to the pest. Similarly, Obopile & Ositile (2010)OBOPILE, M.; OSITILE, B. Life table and population parameters of cowpea aphid, Aphis craccivora Koch (Homoptera: Aphididae) on five cowpea Vigna unguiculata (L. Walp.) varieties. Journal of Pest Science, v.83, p.9-14, 2010. DOI: 10.1007/s10340-009-0262-0.
https://doi.org/10.1007/s10340-009-0262-...
described the genotype IT835-720-20 as resistant to cowpea aphid, with an rm value of (0.13), which is close to the values obtained for the MNCO4-762F-09 and MNCO4-762F-03 lines evaluated in the present work.

As to the finite rate of increase variable (λ), significant differences were observed among the genotypes. The lowest values were obtained for aphids on MNCO4-762F-09 and MNCO4-762F-03 (1.16 and 1.18, respectively), whereas the highest values were obtained for aphids on 'Vita-7', MNCO4-795F-168, 'BRS Tumucumaque', and MNCO4-769F-30 (1.89, 1.82, 1.79, and 1.71, respectively) (Table 3). According to Hafiz (2006)HAFIZ, N.A. Use of life tables to asses host plant resistance in cowpea to Aphis craccivora Koch (Homoptera: Aphididae). Assiut University Bulletin Environmental Researches, v.9, p.1-6, 2006., the ideal condition for the development of aphids on a host occurs when the insects have a finite rate of increase that is greater than 1.2, and a positive intrinsic rate of increase, as obtained in the present work for aphids bred on 'Vita-7', MNCO4-795F-168, 'BRS Tumucumaque', and MNCO4-769F-30. In this case, aphid populations would breed well on the aforementioned genotypes, without major host effect, such as resistance mechanisms. In contrast, insect population outbreaks of this species would rarely occur on the MNCO4-762F-09 and MNCO4-762F-03 lines.

Using the methodology by Mulamba & Mock (1978) MULAMBA, N.N.; MOCK, J.J. Improvement of yield potential of the Eto Blanco maize (Zea mays L.) population by breeding for plant traits. Egyptian Journal of Genetics and Cytology, v.7, p.40-51, 1978., it was observed that the lines MNCO4-762F-09 and MNCO4-762F-03 showed the lowest value for the rank sum (∑r) (Table 3). This analysis is a more accurate confirmation of resistance, highlighting that these two lines are the most promising materials based on the parameters evaluated. These lines are highly resistant to cowpea aphid, as they can significantly reduce the reproductive potential of the insect, and increase its mortality during the nymphal phase. This high mortality and low fertility confirms an antibiosis mechanism of resistance (Obopile & Ositile, 2010OBOPILE, M.; OSITILE, B. Life table and population parameters of cowpea aphid, Aphis craccivora Koch (Homoptera: Aphididae) on five cowpea Vigna unguiculata (L. Walp.) varieties. Journal of Pest Science, v.83, p.9-14, 2010. DOI: 10.1007/s10340-009-0262-0.
https://doi.org/10.1007/s10340-009-0262-...
; Kamphuis et al., 2013 KAMPHUIS, L.G.; LICHTENZVEIG, J.; PENG, K.; GUO, S.-M.; KLINGLER, J.P.; SIDDIQUE, K.H.M.; GAO, L.-L.; SINGH, K.B. Characterization and genetic dissection of resistance to spotted alfalfa aphid (Therioaphis trifolii) in Medicago truncatula . Journal of Experimental Botany, v.64, p.5157-5172, 2013. DOI: 10.1093/jxb/ert305.
https://doi.org/10.1093/jxb/ert305...
).

On the basis of the preliminary preference/resistance screening and estimation of the demographic parameters of A. craccivora presented here, it was possible to confirm, to a greater degree of precision, the genotypes that are more resistant or susceptible to cowpea aphid.

It is important to mention that the screening of a large numbers of genotypes allowed an adequate separation of the genotypes by groups of susceptibility to A. craccivora, when associated with the methodology of Mulamba & Mock (1978) MULAMBA, N.N.; MOCK, J.J. Improvement of yield potential of the Eto Blanco maize (Zea mays L.) population by breeding for plant traits. Egyptian Journal of Genetics and Cytology, v.7, p.40-51, 1978. for the number of live adults, live nymphs, effective resistance, and their analysis using the Scott-Knott test.

The development of fertility-life tables, and their use to estimate demographic parameters of pest insects on different host plant genotypes, enables the prediction of risks related to the launch of new cultivars, for both financial and environmental costs, if the genotypes are planted under conditions favorable to the cowpea aphid. Therefore, it is imperative to incorporate this methodology in V. unguiculata breeding programs.

Conclusions

  1. The MNCO4-762F-03 and MNCO4-762F-09 cowpea (Vigna unguiculata) lines are resistant to Aphis craccivora and show an antibiosis mechanism of resistance against this insect pest.

  2. The cowpea genotypes 'Vita-7', MNCO4-795F-168, and MNCO4-769F-30 are suitable hosts for the development and population increase of A. craccivora.

  3. Under favorable conditions, the cultivation of 'BRS Tumucumaque' may lead to A. craccivora outbreaks.

Acknowledgments

To Conselho Nacional de Desenvolvimento Científico e Tecnológico (CNPq), for financial support

References

  • AGROFIT: Sistema de Agrotóxicos Fitossanitários. Available at: <http://agrofit.agricultura.gov.br/agrofit_cons/principal_agrofit_cons>. Accessed on: Dec. 22 2016.
    » http://agrofit.agricultura.gov.br/agrofit_cons/principal_agrofit_cons
  • ALIYU, H.; ISHIYAKU, M.F. Identification of novel resistance gene sources to cowpea aphid (Aphis craccivora Koch) in cowpea (Vigna unguiculata L.). Pakistan Journal of Biological Sciences, v.16, p.743-746, 2013. DOI: 10.3923/pjbs.2013.743.746.
    » https://doi.org/10.3923/pjbs.2013.743.746
  • AOYAMA, E.M.; LABINAS, A.M. Características estruturais das plantas contra a herbivoria por insetos. Enciclopédia Biosfera, v.8, p.365-386, 2012.
  • BABURA, S.R.; MUSTAPHA, Y. Screening for development of host plant resistance to infestation by Aphid (Aphis craccivora Koch) in cowpea (Vigna unguiculata [L.] Walp). Bajopas, v.5, p.44-47, 2012. DOI: 10.4314/bajopas.v5i1.9.
    » https://doi.org/10.4314/bajopas.v5i1.9
  • BANDEIRA, H.F. da S.; LIMA, A.C.S.; STRUCKER, A.; TRASSATO, L.B.; DIONISIO, L.F.S. Preferência do pulgão-preto e da cigarrinha-verde em diferentes genótipos de feijão-caupi em Roraima. Revista Agro@mbiente On-line, v.9, p.79-85, 2015. DOI: 10.5327/Z1982-8470201500011998.
    » https://doi.org/10.5327/Z1982-8470201500011998
  • BARTLETT, M.S. Properties of sufficiency and statistical tests. Proceedings of the Royal Society A, v.160, p.268-282, 1937. DOI: 10.1098/rspa.1937.0109.
    » https://doi.org/10.1098/rspa.1937.0109
  • DE LA PAVA, N.S.; SEPÚLVEDA-CANO, P.A. Biología del áfido negro (Aphis craccivora: Aphididae) sobre fríjol caupi (Vigna Unguiculata, Fabaceae). Acta Biológica Colombiana, v.20, p.93-97, 2015. DOI: 10.15446/abc.v20n3.43064.
    » https://doi.org/10.15446/abc.v20n3.43064
  • FREIRE FILHO, F.R.; RIBEIRO, V.Q.; RODRIGUES, J.E.L.F.; VIEIRA, P.F.M.J. A cultura: aspectos socioeconômicos. In: DOVALE, J.C.; BERTINI, C.; BORÉM, A. (Ed.). Feijão-caupi: do plantio à colheita. Viçosa: Ed. da UFV, 2017. p.9-34.
  • HAFIZ, N.A. Use of life tables to asses host plant resistance in cowpea to Aphis craccivora Koch (Homoptera: Aphididae). Assiut University Bulletin Environmental Researches, v.9, p.1-6, 2006.
  • HOQUE, M.F.; ISLAM, W.; KHALEQUZZAMAN, M. Life tables of two-spotted spider mite Tetranychus urticae Koch (Acari: Tetranychidae) and its predator Phytoseiulus persimilis Athias-Henriot (Acari: Phytoseiidae). Journal of Bio-Science, v.16, p.1-10, 2008. DOI: 10.3329/jbs.v16i0.3733.
    » https://doi.org/10.3329/jbs.v16i0.3733
  • HUYNH, B.-L.; EHLERS, J.D.; NDEVE, A.; WANAMAKER, S.; LUCAS, M.R.; CLOSE, T.J.; ROBERTS, P.A. Genetic mapping and legume synteny of aphid resistance in African cowpea (Vigna unguiculata L. Walp.) grown in California. Molecular Breeding, v.35, p.1-9, 2015. DOI: 10.1007/s11032-015-0254-0.
    » https://doi.org/10.1007/s11032-015-0254-0
  • KAMPHUIS, L.G.; LICHTENZVEIG, J.; PENG, K.; GUO, S.-M.; KLINGLER, J.P.; SIDDIQUE, K.H.M.; GAO, L.-L.; SINGH, K.B. Characterization and genetic dissection of resistance to spotted alfalfa aphid (Therioaphis trifolii) in Medicago truncatula . Journal of Experimental Botany, v.64, p.5157-5172, 2013. DOI: 10.1093/jxb/ert305.
    » https://doi.org/10.1093/jxb/ert305
  • LAAMARI, M.; KHELFA, L.; COEUR D’ACIER, A. Resistance source to cowpea aphid (Aphis craccivora Koch) in broad bean (Vicia faba L.) Algerian landrace collection. African Journal of Biotechnology, v.7, p.2486-2490, 2008.
  • MACHACHA, M.; OBOPILE, M.; TSHEGOFATSO, A.B.N.; TIROESELE, B.; GWAFILA, C.; RAMOKAPANE, M. Demographic parameters of cowpea aphid Aphis craccivora (Homoptera: Aphididae) on different Botswana cowpea landraces. International Journal of Tropical Insect Science, v.32, p.189-193, 2012. DOI: 10.1017/S1742758412000318.
    » https://doi.org/10.1017/S1742758412000318
  • MAIA, A. de H.N.; LUIZ, A.J.B.; CAMPANHOLA, C. Statistical inference on associated fertility life table parameters using jackknife technique: computational aspects. Journal of Economic Entomology, v.93, p.511-518, 2000. DOI: 10.1603/0022-0493-93.2.511.
    » https://doi.org/10.1603/0022-0493-93.2.511
  • MELVILLE, C.C.; LIMA, A.C.S.; MORAIS, E.G.F. de; OLIVEIRA, N.T. de. Preferência do pulgão-preto, Aphis craccivora Koch (Hemiptera: Aphididae), a genótipos de feijão-caupi. Revista Agro@mbiente On-line, v.10, p.153-160, 2016. DOI: 10.18227/1982-8470ragro.v10i2.3042.
    » https://doi.org/10.18227/1982-8470ragro.v10i2.3042
  • MORAES, J.G.L.; BLEICHER, E. Preferência do pulgão-preto, Aphis craccivora Koch, a diferentes genótipos de feijão-de-corda, Vigna unguiculata (L.) Walp. Ciência Rural, v.37, p.1554-1557, 2007. DOI: 10.1590/S0103-84782007000600008.
    » https://doi.org/10.1590/S0103-84782007000600008
  • MULAMBA, N.N.; MOCK, J.J. Improvement of yield potential of the Eto Blanco maize (Zea mays L.) population by breeding for plant traits. Egyptian Journal of Genetics and Cytology, v.7, p.40-51, 1978.
  • OBOPILE, M.; OSITILE, B. Life table and population parameters of cowpea aphid, Aphis craccivora Koch (Homoptera: Aphididae) on five cowpea Vigna unguiculata (L. Walp.) varieties. Journal of Pest Science, v.83, p.9-14, 2010. DOI: 10.1007/s10340-009-0262-0.
    » https://doi.org/10.1007/s10340-009-0262-0
  • OLIVEIRA, C.R.R. de; FREIRE FILHO, F.R.; NOGUEIRA, M. do S. da R.; BARROS, G.B.; EIRAS, M.; RIBEIRO, V.Q.; LOPES, A.C. de A. Reação de genótipos de feijão-caupi revela resistência às infecções pelo Cucumber mosaic virus, Cowpea aphid-borne mosaic virus e Cowpea severe mosaic virus Bragantia, v.71, p.59-66, 2012. DOI: 10.1590/S0006-87052012005000007.
    » https://doi.org/10.1590/S0006-87052012005000007
  • PANIZZI, A.R.; PARRA, J.R.P. (Ed.). Bioecologia e nutrição de insetos: base para o manejo integrado de pragas. Brasília: Embrapa Informação Tecnológica, 2009. 1164p.
  • PATHAK, R.S. Genetics of resistance to aphid in cowpea. Crop Science, v.28, p.474-476, 1988. DOI: 10.2135/cropsci1988.0011183X002800030008x.
    » https://doi.org/10.2135/cropsci1988.0011183X002800030008x
  • PAZ, J.K. da S. Resistência de genótipos de Vigna unguiculata L. (Walp.) a Aphis craccivora Koch e seus aspectos biológicos e demográficos. 2016. 81p. Tese (Doutorado) - Universidade Federal do Ceará, Fortaleza.
  • RODRIGUES, S.R.; CECCON, G.; OLIVEIRA JUNIOR, O. de; ABOT, A.R.; NOGUEIRA, G.A. de L.; CORREA, A.M. Preferência do pulgão preto Aphis craccivora Koch, 1854 (Hemiptera: Aphididae) por genótipos de feijão-caupi Vigna unguiculata (L.) Walp. (Fabaceae). Bioscience Journal, v.28, p.678-686, 2012.
  • SHAPIRO, S.S.; WILK, M.B. An analysis of variance test for normality (complete samples). Biometrika, v.52, p.591-611, 1965. DOI: 10.1093/biomet/52.3-4.591.
    » https://doi.org/10.1093/biomet/52.3-4.591
  • SILVA, C.M.R. da. Uso do teste de Scott-Knott e da análise de agrupamentos, na obtenção de grupos de locais para experimentos com cana-de-açúcar. 2007. 48p. Dissertação (Mestrado) - Universidade de São Paulo, Piracicaba. DOI: 10.11606/D.11.2008.tde-12032008-151057.
    » https://doi.org/10.11606/D.11.2008.tde-12032008-151057
  • SILVA, J.F. da; BERTINI, C.H.C. de M.; BLEICHER, E.; MORAES, J.G.L. Divergência genética de genótipos de feijão-de-corda quanto à resistência ao pulgão-preto. Pesquisa Agropecuária Brasileira, v.47, p.948-954, 2012. DOI: 10.1590/S0100-204X2012000700011.
    » https://doi.org/10.1590/S0100-204X2012000700011
  • SILVA, J.F. da; BLEICHER, E. Resistência de genótipos de feijão-de-corda ao pulgão-preto. Pesquisa Agropecuária Brasileira, v.45, p.1089-1094, 2010. DOI: 10.1590/S0100-204X2010001000006.
    » https://doi.org/10.1590/S0100-204X2010001000006
  • SINGH, S.R. Cowpea cultivars resistant to insect pests in world germplasm collection. Tropical Grain Legume Bulletin, v.9, p.3-7, 1977.
  • SOULEYMANE, A.; AKEN’OVA, M.E.; FATOKUN, C.A.; ALABI, O.Y. Screening for resistance to cowpea aphid (Aphis craccivora Koch) in wild and cultivated cowpea (Vigna unguiculata L. Walp.) accessions. International Journal of Science, Environment and Technology, v.2, p.611-621, 2013.
  • TORRES, F.E.; TEODORO, P.E.; SAGRILO, E.; CECCON, G.; CORREA, A.M. Interação genótipo x ambiente em genótipos de feijão-caupi semiprostrado via modelos mistos. Bragantia, v.74, p.255-260, 2015. DOI: 10.1590/1678-4499.0099.
    » https://doi.org/10.1590/1678-4499.0099
  • VILARINHO, A.A.; FREIRE FILHO, F.R.; ROCHA, M. de M.; RIBEIRO, V.Q. Cultivar de feijão-caupi BRS Cauamé: nova cultivar para Roraima. Boa Vista: Embrapa Roraima, 2008. 5p. (Embrapa Roraima. Comunicado técnico, 15)

Publication Dates

  • Publication in this collection
    Aug 2018

History

  • Received
    10 May 2017
  • Accepted
    07 Nov 2017
Embrapa Secretaria de Pesquisa e Desenvolvimento; Pesquisa Agropecuária Brasileira Caixa Postal 040315, 70770-901 Brasília DF Brazil, Tel. +55 61 3448-1813, Fax +55 61 3340-5483 - Brasília - DF - Brazil
E-mail: pab@embrapa.br