Estimation and classification of popping expansion capacity in popcorn breeding programs using NIR spectroscopy
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abstract
One of the most important quality traits in popcorn breeding programs is the popping expansion (PE) capacity of the kernel, which is the ratio of the volume of the popcorn to the weight of the kernel. In this study, we evaluated whether near infrared spectroscopy (NIR spectroscopy) could be used as a tool in popcorn breeding programs to routinely predict and/or discriminate popcorn genotypes on the basis of their PE. Three generations (F, F, and F:) were developed in three planting seasons by manual cross-pollination and self-pollination. A total of 376 ears from the F: generation were selected, shelled, and subjected to phenotypic analysis. Genetic variability was observed in the F and F: generations, and their average PE value was 31.56.7mLg. PE prediction models using partial least square (PLS) regression were developed, and the root mean square error of calibration (RMSEC) was 6.08mLg, while the coefficient of determination (RC) was 0.26. The model developed by principal component analysis with quadratic discriminant analysis (PCA-QDA) was the best for discriminating the kernels with low PE (30mLg) from those with high PE (>30mLg) with an accuracy of 78%, sensitivity of 81.2%, and specificity of 72.2%. Although NIR spectroscopy appears to be a promising non-destructive method for assessing the PE of intact popcorn kernels for narrow breeding populations, greater variability and larger sample sizes would help improve the robustness of the predictive and classificatory models.
Ferreira de Oliveira, G. H., Murray, S. C., Cunha Junior, L. C., Gomes de Lima, K. M., Medeiros de Morais, C., de Almeida Teixeira, G. H., & Moro, G. V.
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Ferreira de Oliveira, Gustavo Hugo||Murray, Seth C||Cunha Junior, Luis Carlos||Gomes de Lima, Kassio Michell||Medeiros de Morais, Camilo de Lelis||de Almeida Teixeira, Gustavo Henrique||Moro, Gustavo Vitti
