Artificial neural networks reveal efficiency in genetic value prediction

The objective of this study was to evaluate the efficiency of artificial neural networks (ANNs) for predicting genetic value in experiments carried out in randomized blocks. Sixteen scenarios were simulated with different values of heritability (10, 20, 30, and 40%), coefficient of variation (5 and 10%), and the number of genotypes per block (150 and 200 for validation, and 5000 for neural network training). One hundred validation populations were used in each scenario. Accuracy of ANNs was evaluated by comparing the correlation of network value with genetic value, and of phenotypic value with genetic value. Neural networks were efficient in predicting genetic value with a 0.64 to 10.3% gain compared to the phenotypic value, regardless the simulated population size, heritability, or coefficient of variation. Thus, the artificial neural network is a promising technique for predicting genetic value in balanced experiments

Selection in sugarcane based on inbreeding depression

This study aimed to evaluate the gene action associated with yield-related traits, including mean stalk weight (MSW), tons of sugarcane per hectare (TCH), and fiber content (FIB) in sugarcane. Moreover, the viability of individual reciprocal recurrent selection (RRSI-S1) was verified, and the effect of inbreeding depression on progenies was checked. The results were also used to select promising genotypes in S1 progenies. Eight clones (RB925345, RB867515, RB739359, SP80-1816, RB928064, RB865230, RB855536, and RB943365) and their respective progenies, derived from selfing (S1), were evaluated. Several traits, including the number of stalks, MSW, soluble solids content determined in the field, stalk height, stalk diameter, TCH, soluble solids content determined in the laboratory, sucrose content, and FIB were evaluated in a randomized block design with hierarchical classification. The results showed that the traits with predominant gene action associated with the dominance variance of MSW and TCH were most affected by inbreeding depression. The FIB, with predominant additive control, was not affected by selfing of the clones, and the RB867515⊗, RB928064⊗, RB739359⊗ and RB925345⊗ progenies performed best. Therefore, the use of S1 progenies for RRSI-S1 in sugarcane breeding programs is promising, and it should be explored for the future breeding of clones with high FIB levels

Selection of strawberry cultivars with tolerance to Tetranychus urticae (Acari: Tetranychidae) and high yield under different managements.

Tetranychus urticae Koch (Acari: Tetranychidae) is considered the main pest of strawberry. Several factors can favor its development, among them the genotype susceptibility and cropping system. The aims of this study were to evaluate the agronomic performance of strawberry cultivars under different managements and to identify strawberry cultivars that meet tolerance to T. urticae and high fruit yield. Thirteen cultivars of strawberry ('Albion', 'Aleluia', 'Aromas', 'Camarosa', 'Camino Real', 'Campinas', 'Diamante', 'Dover', 'Festival', 'Seascape', 'Toyonoka', 'Tudla', and 'Ventana') under three managements (open field, low tunnel, and high tunnel) were evaluated. The T. urticae attack to different cultivars was influenced by managements, being low tunnel the one that provided higher infestations in the most evaluated cultivars. 'Camarosa' was the cultivar with the lower incidence of pest and 'Dover' had the higher infestation. The genotype most suitable for growing under different managements is the 'Festival' genotype, since it meets tolerance to T. urticae, high fruit yield, and phenotypic stability

Cultura de embrião e indução de brotos in vitro para micropropagação do pinhão-manso

O objetivo deste trabalho foi otimizar o cultivo e desenvolvimento de embriões, bem como avaliar a indução da micropropagação do pinhão-manso (Jatropha curcas) in vitro. Na primeira etapa, foi avaliada a influência da sacarose (concentrações 0, 15, 30 e 60 g L-1) no desenvolvimento de embriões em meio basal MS. Das plântulas geradas no cultivo de embriões, foram excisadas microestacas e colocadas em meio MS suplementado com os reguladores vegetais 6-benziladenina (BA), 6-benzilaminopurina (BAP), cinetina (6-furfuriladenina) (KIN) e ácido 4-(3-indolil) butírico (AIB), nas concentrações 0,5, 1,0, 2,0 e 3,0 mg L-1. Os resultados evidenciaram que a faixa de 15 a 30 g L-1 de suplementação exógena da sacarose promove o melhor alongamento da parte aérea das plantas; a rizogênese, contudo, é mais vigorosa na faixa de 30 a 60 g L-1, em que ocorre aumento significativo do número de raízes. Na fase de micropropagação, o BAP à concentração de 2,0 mg L-1 induz maior número de brotações, enquanto a KIN (1,0 e 2,0 mg L-1) promove maior número de folhas. Ocorre calogênese na base das brotações, mais significativa na suplementação com 2,0 mg L-1 de 6-BAP. A melhor concentração de sacarose, quanto ao vigor vegetal e rapidez na obtenção de explantes, é de 30 g L-1. Na micropropagação, os melhores resultados da organogênese direta de brotações ocorrem à concentração de 2,0 mg L-1 de BAP

Tamanho de população ideal para mapeamento genético em famílias de irmãos completos.

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