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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Main Authors: Miriam Suzane Vidotti, Filipe Inácio Matias, Filipe Couto Alves, Paulino Pérez-Rodríguez, Gregório Alvarado Beltran, Juan Burgueño, José Crossa, Roberto Fritsche-Neto
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2019-01-01
Series:PLoS ONE
Online Access:https://doi.org/10.1371/journal.pone.0217571
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spelling 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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