Weather-based prediction of anthracnose severity using artificial neural network models

Data were collected and analysed from seven field sites in Australia, Brazil and Colombia on weather conditions and the severity of anthracnose disease of the tropical pasture legume Stylosanthes scabra caused by Colletotrichum gloeosporioides. Disease severity and weather data were analysed using artificial neural network (ANN) models developed using data from some or all field sites in Australia and/or South America to predict severity at other sites. Three series of models were developed using different weather summaries. of these, ANN models with weather for the day of disease assessment and the previous 24 h period had the highest prediction success, and models trained on data from all sites within one continent correctly predicted disease severity in the other continent on more than 75% of days; the overall prediction error was 21.9% for the Australian and 22.1% for the South American model. of the six cross-continent ANN models trained on pooled data for five sites from two continents to predict severity for the remaining sixth site, the model developed without data from Planaltina in Brazil was the most accurate, with >85% prediction success, and the model without Carimagua in Colombia was the least accurate, with only 54% success. In common with multiple regression models, moisture-related variables such as rain, leaf surface wetness and variables that influence moisture availability such as radiation and wind on the day of disease severity assessment or the day before assessment were the most important weather variables in all ANN models. A set of weights from the ANN models was used to calculate the overall risk of anthracnose for the various sites. Sites with high and low anthracnose risk are present in both continents, and weather conditions at centres of diversity in Brazil and Colombia do not appear to be more conducive than conditions in Australia to serious anthracnose development.

Pathogenic variation in Colletotrichum gloeosporioides infecting Stylosanthes spp. in a center of diversity in Brazil

Pathogenic variation in Colletotrichum gloeosporioides infecting species of the tropical pasture legume Stylosanthes at its center of diversity was determined from 296 isolates collected from wild host population and selected germ plasm of S. capitata, S. guianensis, S. scabra, and S. macrocephala in Brazil. A putative host differential set comprising 11 accessions was selected from a bioassay of 18 isolates on 19 host accessions using principal component analysis. A similar analysis of anthracnose severity data for a subset of 195 isolates on the 11 differentials indicated that an adequate summary of pathogenic variation could be obtained using only five of these differentials. of the five differentials, S. seabrana 'Primar' was resistant and S. scabra 'Fitzroy' was susceptible to most isolates. A cluster analysis was used to determine eight natural race clusters using the 195 isolates. Linear discriminant functions were developed for eight race clusters using the 195 isolates as the training data set, and these were applied to classify a test data set of the remaining 101 isolates. All except 11 isolates of the test data set were classified into one of the eight race clusters. Over 10% of the 296 isolates were weakly pathogenic to all five differentials and another 40% were virulent on just one differential. The unclassified isolates represent six new races with unique virulence combinations, of which one isolate is virulent on all five differentials. The majority of isolates came from six field sites, and Shannon's index of diversity indicated considerable variation between sites. Pathogenic diversity was extensive at three sites where selected germ plasm were under evaluation, and complex race clusters and unclassified isolates representing new races were more prevalent at these sites compared with sites containing wild Stylosanthes populations.

Effect of sowing time on phytomass production during early growth of two varieties of Stylosanthes guianensis (Aubl.) Sw.

The objective of this research was to determine the effect of two sowing times on phytomass production of two varieties of Slylosanthes guianensis (var. pauciflora and var. vulgaris). Two experimental periods were studied (1: January - May/1998 and 2: November/1998 - March/1999) using a completely randomized factorial design 2 x 2 x 14 (two periods, two varieties and fourteen ages of evaluation), with four replications. The results showed a difference between the periods concerning the growth and development of Stylosanthes, and that period 2 was the most favourable to this forage plant. There was, also, different adaptability between the two varieties concerning the sowing times. The var. pauciflora was more adapted in period 1, and the var. vulgaris, in period 2. The data showed the possibility of selecting Stylosanthes cultivars adapted to different seasonal conditions.

Influência de diferentes níveis de cálcio em plantas de estilosantes (Stylosanthes guyanensis (Aubl.) Sw. cv. Cook), avaliados através de alguns parâmetros fisiológicos

O objetivo do presente trabalho foi estudar os efeitos de diferentes níveis de cálcio, no desenvolvimento de plantas de Stylosanthes guyanensis (Aubl.) Sw. cv. Cook, através de alguns parâmetros que compõem a análise fisiológica de crescimento. Para tal foram empregados 4 tratamentos a saber: T1 (200 mg de cálcio/litro); T2 (133,33 mg de cálcio/litro); T3 (66,66 mg de cálcio/litro) e T4 (omisso em cálcio). O trabalho foi montado em cultivo hidropônico, utilizando-se a solução nutritiva n° 1 de Hoagland & Arnon e conduzido em casa de vegetação. Foram realizadas observações em intervalos entre 5 coletas, distribuidas da seguinte maneira: intervalo I (entre 24° e 38° dia pós-germinação; intervalo II ( do 38° ao 52° dia); intervalo III (do 52° ao 66° dia) e intervalo IV (do 66° ao 80° dia). Os parâmetros estudados foram: a. taxa assimilatória líquida (TAL); b. taxa de crescimento relativo (TCR) e c. razão alfa. Dos resultados obtidos pode-se concluir que soluções com 200 e 133,33 mg de cálcio/litro, foram mais eficientes em promover o desenvolvimento de plantas de estilosantes.

Diferentes níveis de cálcio e o desenvolvimento de plantas de estilosantes (Stylosanthes guyanensis (Aubl.) Sw. cv Cook)

O presente experimento teve como finalidade estudar os efeitos de níveis de cálcio no desenvolvimento de plantas de Stylosanthes guyanensis (Aubl.) Sw. cv Cook, em sua fase vegetativa, através dos parâmetros que compõem a análise fisiológica de crescimento e de que forma estes parâmetros se alteram, em função dos tratamentos utilizados. Delinearam-se quatro tratamentos, a saber: T1 (200 mg de cálcio/litro); T2 (133,33 mg de cálcio/litro); T3 (66,66 mg de cálcio/litro); T4 (omisso em cálcio). O experimento foi instalado em cultivo hidropônico, empregando-se solução nutritiva n° 1 de Hoagland & Arnon (1950) e conduzido em casa de vegetação. O experimento, inteiramente casualizado, obedeceu ao delineamento de parcelas sub-divididas, considerando-se as cinco coletas, realizadas a intervalos de 14 dias como parcelas, sendo os tratamentos empregados definidos como sub-parcelas. A influência dos diferentes tratamentos, foi avaliada através da área foliar (AF), área foliar específica (AFE), razão de massa foliar (RMF) e razão de área foliar (RAF). Dos resultados obtidos, pôde-se concluir que plantas de estilosantes, durante a fase de crescimento vegetativo, alcançaram melhor desenvolvimento em níveis de 200 mg de cálcio/litro de solução nutritiva.

Crescimento de Stylosanthes cv. Campo Grande em diferentes níveis de densidade de um Latossolo Vermelho

O Stylosanthes spp. cv. Campo Grande é uma leguminosa recomendada para a recuperação de áreas de pastagens degradadas, entretanto são escassas as informações sobre seu desenvolvimento em solos compactados. Assim, objetivou-se com o presente trabalho avaliar o desenvolvimento do Stylosanthes cv. Campo Grande em diferentes níveis de densidade de um Latossolo Vermelho eutroférrico (LVef). O experimento foi desenvolvido no período entre setembro de 2007 e março de 2008, em cultivo protegido. O delineamento experimental utilizado foi inteiramente casualizado. Os tratamentos consistiram de cinco níveis de compactação do solo em sub-superfície (1,0; 1,2; 1,4; 1,6 e 1,8 Mg m-3) com quatro repetições. As unidades experimentais foram compostas por vasos montados a partir de anéis de PVC sobrepostos. No solo estudado (LVef) o máximo crescimento do Stylosanthes cv. Campo Grande ocorre com a densidade de solo em torno de 1,27 Mg m-3; e densidades de solo acima de 1,00 Mg m-3 limitam o desenvolvimento radicular desta leguminosa.

EFFECT OF WATER POTENTIAL ON GERMINATION OF SEEDS OF STYLOSANTHES-GUIANENSIS (AUBL) SW

Effect of water potential on germination of seeds of Slylosanthes guianensis (Aubl.) Sw. To evaluate the water potential effect on germination of S. guianensis two experiments were performed.The first one used osmotic pre-treatment in the imbibition phase and after this period (14 h) the seeds were germinated on filter paper moistened with distilled water. In the second experiment, besides the imbibition phase, seeds were kept in a range of water potentials during all the process. The potentials ranged from 0 to -18 bars, with 3 bars increments, induced by mannitol or by polyethylene glycol. Each treatment was replicated 3 times with 100 seeds per replication. The seeds pre-treated during imbibition had high germination percentage, the highest being the ones in polhyetylene glycol. In the second experiment the polyethylene glycol solutions reduced dramatically the germination percentage in relation to mannitol. From -12 bars on germination ceased in the polyethylene glycol treatments, while in mannitol solution there was 52,67% of germination, in the same water potential.

A novel technique to produce polygenic resistance to anthracnose in Stylosanthes capitata

An improved cultivar, based on 17 genotypes of S. capitata and six of S.macrocephala, was developed at the wEmbrapa Beef Cattle Research Center, Campo Grande, Brazil. The aim was to create durable, race non-specific resistance to anthracnose controlled by polygenic factors. A mass hybridisation technique was employed to produce a high degree of genetic diversity and sizeable quantities of seed of hybrid-derived progenies of Brazilian and Venezuelan genotypes of S. capitata. Outcrossing resulted in a significant improvement in the forage production of progeny of Venezuelan accessions. The multicross was evaluated in multilocational trials, each representing a large tract of country in the Cerrados ecosystem along a north-south transect from lat.6degrees S to 20degrees S. The genetic shift that occurred in S. capitata was a key element in the formation of the new cultivar. It is a complex mixture of two species, and a recombination of much desired forage traits of Brazilian x Venezuelan genotypes, high forage and seed yields coupled with anthracnose resistance. The new cultivar with its diverse genetic make-up has a wide application in the acid-soil savannas of tropical America. It was released by Embrapa for the Cerrados in 2000.

New Stylosanthes guianensis for tropical grasslands

Hybrid stylos (Stylosanthes guianensis var. vulgaris x var. pauciflora) with durable, quantitative resistance to anthracnose, mid-season harvest maturity date (early-July), high DM and seed yields have been selected at the Embrapa Beef Cattle Research Center, Campo Grande, Brazil. The hybrids displayed improved forage traits in Brazil, the native habitat and major center of diversity of the species and its pathogen, as well as in vastly different ecosystems. Dry forage yields and anthracnose resistance of superior selections and their composites were equal, in some instances, significantly better, than those of cv. Mineir (a) over tildeo in multilocational trials situated in the Cerrados from lat. 6degrees S to lat. 20degrees S. Selected hybrids performed well in comparison with the highly successful CIAT 184 (cv.Reyan II) on Hainan Island, China. Composites have also shown good promise in seed multiplication plots in Queensland, Australia. A positive attribute of composite hybrids is their great genetic diversity in contrast to pure-line cultivars with a relatively narrow genetic base. These truly tropical forms of stylo are best adapted to regions with >1500mm average annual rainfall.

Genetic diversity in Colletotrichum gloeosporioides from Stylosanthes spp. at Centers of origin and utilization

Using molecular markers, this work compares the genetic diversity in Colletotrichum gloeosporioides infecting species of the tropical forage legume Stylosanthes at the center of origin in Brazil and Colombia with that of Australia, China, and India, where Srylosanthes spp. have been introduced for commercial use. There was extensive diversity in the pathogen population from Brazil, Colombia, China, and India. The Australian pathogen population was least diverse probably due to its geographical isolation and effective quarantine. The extensive diversity in China and India means that threats from exotic pathogen races to Stylosanthes pastures can potentially come from countries outside the South American center of origin. In Brazil and India, both with native Stylosanthes populations, a high level of genetic differentiation in the pathogen population was associated with sites where native or naturalized host population was widely distributed. There was limited genetic diversity at germplasm evaluation sites, with a large proportion of isolates having identical haplotypes. This contrasts recent pathogenicity results for 78 of the Brazilian isolates that show hot spots of complex races are more common around research stations where host germplasm are tested, but few are found at sites containing wild host populations. For a pathogen in which the same races arise convergently from different genetic backgrounds, this study highlights the importance of using both virulence and selectively neutral markers to understand pathogen population structure.

Disponibilidade, composição bromatológica e consumo de matéria seca em pastagem consorciada de Brachiaria decumbens com Stylosanthes guianensis

The objective of this work was to evaluate the herbage availability, nutritive value, dry matter intake and grass and legume percentage in diet of crossbred Holstein-Zebu cows, in pasture with Brachiaria decumbens cv. Basilisk, Stylosanthes guianensis var. vulgaris cv. Mineirão and tree legumes. To estimate the fecal output, it was used 10 g cow -1 day -1 of chromium oxide during ten consecutive days. Extrusa samples were used to determine the chemical composition and in vitro dry matter digestibility. B. decumbens availability varied with climatic conditions, while S. guianensis availability decreased linearly along the experimental period. Dry matter intake was higher in May/2001 (1.9% body weight) and did not differ among other months (1.5% body weight). Low dry matter intake values were related to low in vitro dry matter digestibility coefficients (42.1 % to 48.0%) and high neutral detergent fiber content (70.2% to 79.4%). Dry matter intake was directly related to legume percentage in the pasture. This observation could indicate the potential of mixed pasture for improving nutritive value in dairy cattle diet.

Efeito do sombreamento em variedades de Stylosanthes guianensis

Coordenação de Aperfeiçoamento de Pessoal de Nível Superior (CAPES)

Resistência de progênies de Stylosanthes capitata e S. macrocephala à antracnose causada por Colletotrichum gloeosporioides

Pós-graduação em Agronomia (Proteção de Plantas) - FCA

Análise de crescimento em amendoinzeiro (Arachis hypogaea L.) submetido à matocompetição

Foram verificados os efeitos de diferentes períodos de controle e convivência de plantas daninhas (0; 14; 28; 42; 56; 70; 84 e 98 dias) na cultura do amendoinzeiro (Arachis hypogaea L.) em Moji-Guaçu (SP). As principais espécies invasoras da área experimental foram: Acanthospermum australe (Loef.) O. Kuntz, Waltheria indica L., Borreria alata DC., Richardia scabra L., Rhynchelytrum repens (Nees) Stapf. et Hubb. e Diodia teres Walt. de maneira geral, durante quase todo o ciclo, a espécie de maior importância relativa foi A. australe, sendo suplantada por outras espécies apenas na colheita, quando já estava encerrando seu ciclo de desenvolvimento. O período inicial de controle das plantas daninhas, além de reduzir a densidade da comunidade infestante, diminuiu sua riqueza em espécies e alterou a importância relativa das populações. A matocompetição resultou na redução do crescimento do amendoinzeiro, principalmente a partir de 42 dias de convivência, afetando a altura das plantas, a área foliar, o índice de área foliar e o acúmulo epígeo de matéria seca. Não foram afetados os números de ramos e de folíolos por planta, nem a qualidade dos grãos e o vigor das sementes do amendoim. A produção de frutos foi reduzida ao redor de 31,5% em decorrência da interferência das plantas daninhas. O período total de prevenção da interferência na produção foi de 14 dias e o período anterior à interferência foi de 70 dias.

Emergência de plantas daninhas em lavouras de feijão e de trigo após o cultivo de espécies de cobertura de solo

O objetivo do trabalho foi avaliar a emergência das espécies de plantas daninhas Euphorbia heterophylla e Bidens pilosa em áreas de produção de feijão e de trigo, após o cultivo de plantas de cobertura. O trabalho foi conduzido em área sob sistema de plantio direto na palha, manejado por cinco anos consecutivos, na Fazenda Capivara, da Empresa Brasileira de Pesquisa Agropecuária (EMBRAPA) Arroz e Feijão, localizada no município de Santo Antônio de Goiás, GO. O solo do local é classificado como Latossolo Vermelho distrófico. Os tratamentos foram constituídos pela combinação de sete plantas de cobertura de solo: braquiarão (Brachiaria brizantha) - cv. Marandu; braquiarão em consórcio com o milho (Zea mays) - híbrido HT BRS 3150; guandu-anão (Cajanus cajan); milheto (Pennisetum glaucum) - cv. BN-2; mombaça (Panicum maximum) cv. Mombaça; sorgo granífero (Sorghum bicolor) - cv. BR 304; e estilosantes (Stylosanthes guianensis) - cv. Mineirão e por duas culturas cultivadas em sucessão nas áreas: feijão cv. Pérola e trigo - Empresa Brasileira de Pesquisa Agropecuária (EMBRAPA) 42. Todas as plantas de cobertura foram cortadas no mesmo dia, utilizando-se um triturador de palhada, e deixadas na superfície do solo. As semeaduras do feijão e do trigo foram realizadas sessenta dias após o corte das culturas de cobertura. Foram realizadas duas contagens do número de plantas emergidas de E. heterophylla e de B. pilosa, separadas em três estágios de crescimento (plantas com menos de duas folhas, de duas a quatro folhas e com mais de quatro folhas). Entre as plantas de cobertura testadas, braquiarão e mombaça se mostraram as mais promissoras em reduzir a emergência de plantas daninhas em cultivos subseqüentes, apresentando resultados significativos na diminuição do número de plantas de E. heterophylla estabelecidas nas áreas cultivadas com feijão ou com trigo. Não se constataram diferenças quanto à capacidade das culturas de feijão e de trigo em reduzir a população de E. heterophylla e B. pilosa.