Maize responsiveness to Azospirillum brasilense: Insights into genetic control, heterosis and genomic prediction.
Several studies have shown differences in the abilities of maize genotypes to facilitate or impede Azospirillum brasilense colonization and to receive benefits from this association. Hence, our aim was to study the genetic control, heterosis effect and the prediction accuracy of the shoot and root t...
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doaj-abf356c9e22844e180e4a4678f2199e22021-03-03T20:38:21ZengPublic Library of Science (PLoS)PLoS ONE1932-62032019-01-01146e021757110.1371/journal.pone.0217571Maize responsiveness to Azospirillum brasilense: Insights into genetic control, heterosis and genomic prediction.Miriam Suzane VidottiFilipe Inácio MatiasFilipe Couto AlvesPaulino Pérez-RodríguezGregório Alvarado BeltranJuan BurgueñoJosé CrossaRoberto Fritsche-NetoSeveral studies have shown differences in the abilities of maize genotypes to facilitate or impede Azospirillum brasilense colonization and to receive benefits from this association. Hence, our aim was to study the genetic control, heterosis effect and the prediction accuracy of the shoot and root traits of maize in response to A. brasilense. For that, we evaluated 118 hybrids under two contrasting scenarios: i) N stress (control) and ii) N stress plus A. brasilense inoculation. The diallel analyses were performed using mixed model equations, and the genomic prediction models accounted for the general and specific combining ability (GCA and SCA, respectively) and the presence or not of G×E effects. In addition, the genomic models were fitted considering parametric (G-BLUP) and semi-parametric (RKHS) kernels. The genotypes showed significant inoculation effect for five root traits, and the GCA and SCA were significant for both. The GCA in the inoculated treatment presented a greater magnitude than the control, whereas the opposite was observed for SCA. Heterosis was weakly influenced by the inoculation, and the heterozygosity and N status in the plant can have a role in the benefits that can be obtained from this Plant Growth-Promoting Bacteria (PGPB). Prediction accuracies for N stress plus A. brasilense ranged from 0.42 to 0.78, depending on the scenario and trait, and were higher, in most cases, than the non-inoculated treatment. Finally, our findings provide an understanding of the quantitative variation of maize responsiveness to A. brasilense and important insights to be applied in maize breeding aiming the development of superior hybrids for this association.https://doi.org/10.1371/journal.pone.0217571 |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Miriam Suzane Vidotti Filipe Inácio Matias Filipe Couto Alves Paulino Pérez-Rodríguez Gregório Alvarado Beltran Juan Burgueño José Crossa Roberto Fritsche-Neto |
spellingShingle |
Miriam Suzane Vidotti Filipe Inácio Matias Filipe Couto Alves Paulino Pérez-Rodríguez Gregório Alvarado Beltran Juan Burgueño José Crossa Roberto Fritsche-Neto Maize responsiveness to Azospirillum brasilense: Insights into genetic control, heterosis and genomic prediction. PLoS ONE |
author_facet |
Miriam Suzane Vidotti Filipe Inácio Matias Filipe Couto Alves Paulino Pérez-Rodríguez Gregório Alvarado Beltran Juan Burgueño José Crossa Roberto Fritsche-Neto |
author_sort |
Miriam Suzane Vidotti |
title |
Maize responsiveness to Azospirillum brasilense: Insights into genetic control, heterosis and genomic prediction. |
title_short |
Maize responsiveness to Azospirillum brasilense: Insights into genetic control, heterosis and genomic prediction. |
title_full |
Maize responsiveness to Azospirillum brasilense: Insights into genetic control, heterosis and genomic prediction. |
title_fullStr |
Maize responsiveness to Azospirillum brasilense: Insights into genetic control, heterosis and genomic prediction. |
title_full_unstemmed |
Maize responsiveness to Azospirillum brasilense: Insights into genetic control, heterosis and genomic prediction. |
title_sort |
maize responsiveness to azospirillum brasilense: insights into genetic control, heterosis and genomic prediction. |
publisher |
Public Library of Science (PLoS) |
series |
PLoS ONE |
issn |
1932-6203 |
publishDate |
2019-01-01 |
description |
Several studies have shown differences in the abilities of maize genotypes to facilitate or impede Azospirillum brasilense colonization and to receive benefits from this association. Hence, our aim was to study the genetic control, heterosis effect and the prediction accuracy of the shoot and root traits of maize in response to A. brasilense. For that, we evaluated 118 hybrids under two contrasting scenarios: i) N stress (control) and ii) N stress plus A. brasilense inoculation. The diallel analyses were performed using mixed model equations, and the genomic prediction models accounted for the general and specific combining ability (GCA and SCA, respectively) and the presence or not of G×E effects. In addition, the genomic models were fitted considering parametric (G-BLUP) and semi-parametric (RKHS) kernels. The genotypes showed significant inoculation effect for five root traits, and the GCA and SCA were significant for both. The GCA in the inoculated treatment presented a greater magnitude than the control, whereas the opposite was observed for SCA. Heterosis was weakly influenced by the inoculation, and the heterozygosity and N status in the plant can have a role in the benefits that can be obtained from this Plant Growth-Promoting Bacteria (PGPB). Prediction accuracies for N stress plus A. brasilense ranged from 0.42 to 0.78, depending on the scenario and trait, and were higher, in most cases, than the non-inoculated treatment. Finally, our findings provide an understanding of the quantitative variation of maize responsiveness to A. brasilense and important insights to be applied in maize breeding aiming the development of superior hybrids for this association. |
url |
https://doi.org/10.1371/journal.pone.0217571 |
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