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Transcriptome-based strategies for identifying aluminum tolerance genes in popcorn (Zea mays L. var. everta)

Aluminum (Al) toxicity limits crop production worldwide. Although studies have identified genes associated with Al tolerance in crops, a large amount of data remains unexplored using other strategies. Here, we searched for single substitutions and InDels across differentially expressed genes (DEGs),...

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Autores principales: Pinto, Vitor Batista, Vidigal, Pedro Marcus Pereira, Dal-Bianco, Maximiller, Almeida-Silva, Fabricio, Venancio, Thiago Motta, Viana, José Marcelo Soriano
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10632369/
https://www.ncbi.nlm.nih.gov/pubmed/37938583
http://dx.doi.org/10.1038/s41598-023-46810-9
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author Pinto, Vitor Batista
Vidigal, Pedro Marcus Pereira
Dal-Bianco, Maximiller
Almeida-Silva, Fabricio
Venancio, Thiago Motta
Viana, José Marcelo Soriano
author_facet Pinto, Vitor Batista
Vidigal, Pedro Marcus Pereira
Dal-Bianco, Maximiller
Almeida-Silva, Fabricio
Venancio, Thiago Motta
Viana, José Marcelo Soriano
author_sort Pinto, Vitor Batista
collection PubMed
description Aluminum (Al) toxicity limits crop production worldwide. Although studies have identified genes associated with Al tolerance in crops, a large amount of data remains unexplored using other strategies. Here, we searched for single substitutions and InDels across differentially expressed genes (DEGs), linked DEGs to Al-tolerance QTLs reported in the literature for common maize, and investigated the alternative splicing regulated by Al(3+) toxicity. We found 929 substitutions between DEGs in Al-tolerant and 464 in Al-sensitive inbred lines, of which 165 and 80 were non-synonymous, respectively. Only 12 NS variants had deleterious predicted effect on protein function in Al-tolerant and 13 in Al-sensitive. Moreover, 378 DEGs were mapped in Al-QTL regions for the Al-tolerant and 213 for the Al-sensitive. Furthermore, Al stress is primarily regulated at the transcriptional level in popcorn. Important genes identified, such as HDT1, SWEET4a, GSTs, SAD9, PIP2-2, CASP-like 5, and AGP, may benefit molecular assisted popcorn breeding or be useful in biotechnological approaches. These findings offer insights into the mechanisms of Al tolerance in popcorn and provide a ‘hypothesis-free’ strategy for identifying and prioritizing candidate genes that could be used to develop molecular markers or cultivars resilient to acidic soils.
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spelling pubmed-106323692023-11-10 Transcriptome-based strategies for identifying aluminum tolerance genes in popcorn (Zea mays L. var. everta) Pinto, Vitor Batista Vidigal, Pedro Marcus Pereira Dal-Bianco, Maximiller Almeida-Silva, Fabricio Venancio, Thiago Motta Viana, José Marcelo Soriano Sci Rep Article Aluminum (Al) toxicity limits crop production worldwide. Although studies have identified genes associated with Al tolerance in crops, a large amount of data remains unexplored using other strategies. Here, we searched for single substitutions and InDels across differentially expressed genes (DEGs), linked DEGs to Al-tolerance QTLs reported in the literature for common maize, and investigated the alternative splicing regulated by Al(3+) toxicity. We found 929 substitutions between DEGs in Al-tolerant and 464 in Al-sensitive inbred lines, of which 165 and 80 were non-synonymous, respectively. Only 12 NS variants had deleterious predicted effect on protein function in Al-tolerant and 13 in Al-sensitive. Moreover, 378 DEGs were mapped in Al-QTL regions for the Al-tolerant and 213 for the Al-sensitive. Furthermore, Al stress is primarily regulated at the transcriptional level in popcorn. Important genes identified, such as HDT1, SWEET4a, GSTs, SAD9, PIP2-2, CASP-like 5, and AGP, may benefit molecular assisted popcorn breeding or be useful in biotechnological approaches. These findings offer insights into the mechanisms of Al tolerance in popcorn and provide a ‘hypothesis-free’ strategy for identifying and prioritizing candidate genes that could be used to develop molecular markers or cultivars resilient to acidic soils. Nature Publishing Group UK 2023-11-08 /pmc/articles/PMC10632369/ /pubmed/37938583 http://dx.doi.org/10.1038/s41598-023-46810-9 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Pinto, Vitor Batista
Vidigal, Pedro Marcus Pereira
Dal-Bianco, Maximiller
Almeida-Silva, Fabricio
Venancio, Thiago Motta
Viana, José Marcelo Soriano
Transcriptome-based strategies for identifying aluminum tolerance genes in popcorn (Zea mays L. var. everta)
title Transcriptome-based strategies for identifying aluminum tolerance genes in popcorn (Zea mays L. var. everta)
title_full Transcriptome-based strategies for identifying aluminum tolerance genes in popcorn (Zea mays L. var. everta)
title_fullStr Transcriptome-based strategies for identifying aluminum tolerance genes in popcorn (Zea mays L. var. everta)
title_full_unstemmed Transcriptome-based strategies for identifying aluminum tolerance genes in popcorn (Zea mays L. var. everta)
title_short Transcriptome-based strategies for identifying aluminum tolerance genes in popcorn (Zea mays L. var. everta)
title_sort transcriptome-based strategies for identifying aluminum tolerance genes in popcorn (zea mays l. var. everta)
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10632369/
https://www.ncbi.nlm.nih.gov/pubmed/37938583
http://dx.doi.org/10.1038/s41598-023-46810-9
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