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Dynamic transcriptome analysis unravels key regulatory genes of maize root growth and development in response to potassium deficiency
MAIN CONCLUSION: Integrated root phenotypes and transcriptome analysis have revealed key candidate genes responsible for maize root growth and development in potassium deficiency. ABSTRACT: Potassium (K) is a vital macronutrient for plant growth, but our understanding of its regulatory mechanisms in...
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer Berlin Heidelberg
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10576708/ https://www.ncbi.nlm.nih.gov/pubmed/37837470 http://dx.doi.org/10.1007/s00425-023-04260-7 |
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author | Guo, Song Liu, Zhigang Sheng, Huajin Olukayode, Toluwase Zhou, Zijun Liu, Yonghong Wang, Meng He, Mingjiang Kochian, Leon Qin, Yusheng |
author_facet | Guo, Song Liu, Zhigang Sheng, Huajin Olukayode, Toluwase Zhou, Zijun Liu, Yonghong Wang, Meng He, Mingjiang Kochian, Leon Qin, Yusheng |
author_sort | Guo, Song |
collection | PubMed |
description | MAIN CONCLUSION: Integrated root phenotypes and transcriptome analysis have revealed key candidate genes responsible for maize root growth and development in potassium deficiency. ABSTRACT: Potassium (K) is a vital macronutrient for plant growth, but our understanding of its regulatory mechanisms in maize root system architecture (RSA) and K(+) uptake remains limited. To address this, we conducted hydroponic and field trials at different growth stages. K(+) deficiency significantly inhibited maize root growth, with metrics like total root length, primary root length, width and maximum root number reduced by 50% to 80% during early seedling stages. In the field, RSA traits exhibited maximum values at the silking stage but continued to decline thereafter. Furthermore, K deprivation had a pronounced negative impact on root morphology and RSA growth and grain yield. RNA-Seq analysis identified 5972 differentially expressed genes (DEGs), including 17 associated with K(+) signaling, transcription factors, and transporters. Weighted gene co-expression network analysis revealed 23 co-expressed modules, with enrichment of transcription factors at different developmental stages under K deficiency. Several DEGs and transcription factors were predicted as potential candidate genes responsible for maize root growth and development. Interestingly, some of these genes exhibited homology to well-known regulators of root architecture or development in Arabidopsis, such as Zm00001d014467 (AtRCI3), Zm00001d011237 (AtWRKY9), and Zm00001d030862 (AtAP2/ERF). Identifying these key genes helps to provide a deeper understanding of the molecular mechanisms governing maize root growth and development under nutrient deficient conditions offering potential benefits for enhancing maize production and improving stress resistance through targeted manipulation of RSA traits in modern breeding efforts. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s00425-023-04260-7. |
format | Online Article Text |
id | pubmed-10576708 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Springer Berlin Heidelberg |
record_format | MEDLINE/PubMed |
spelling | pubmed-105767082023-10-16 Dynamic transcriptome analysis unravels key regulatory genes of maize root growth and development in response to potassium deficiency Guo, Song Liu, Zhigang Sheng, Huajin Olukayode, Toluwase Zhou, Zijun Liu, Yonghong Wang, Meng He, Mingjiang Kochian, Leon Qin, Yusheng Planta Original Article MAIN CONCLUSION: Integrated root phenotypes and transcriptome analysis have revealed key candidate genes responsible for maize root growth and development in potassium deficiency. ABSTRACT: Potassium (K) is a vital macronutrient for plant growth, but our understanding of its regulatory mechanisms in maize root system architecture (RSA) and K(+) uptake remains limited. To address this, we conducted hydroponic and field trials at different growth stages. K(+) deficiency significantly inhibited maize root growth, with metrics like total root length, primary root length, width and maximum root number reduced by 50% to 80% during early seedling stages. In the field, RSA traits exhibited maximum values at the silking stage but continued to decline thereafter. Furthermore, K deprivation had a pronounced negative impact on root morphology and RSA growth and grain yield. RNA-Seq analysis identified 5972 differentially expressed genes (DEGs), including 17 associated with K(+) signaling, transcription factors, and transporters. Weighted gene co-expression network analysis revealed 23 co-expressed modules, with enrichment of transcription factors at different developmental stages under K deficiency. Several DEGs and transcription factors were predicted as potential candidate genes responsible for maize root growth and development. Interestingly, some of these genes exhibited homology to well-known regulators of root architecture or development in Arabidopsis, such as Zm00001d014467 (AtRCI3), Zm00001d011237 (AtWRKY9), and Zm00001d030862 (AtAP2/ERF). Identifying these key genes helps to provide a deeper understanding of the molecular mechanisms governing maize root growth and development under nutrient deficient conditions offering potential benefits for enhancing maize production and improving stress resistance through targeted manipulation of RSA traits in modern breeding efforts. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s00425-023-04260-7. Springer Berlin Heidelberg 2023-10-14 2023 /pmc/articles/PMC10576708/ /pubmed/37837470 http://dx.doi.org/10.1007/s00425-023-04260-7 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 | Original Article Guo, Song Liu, Zhigang Sheng, Huajin Olukayode, Toluwase Zhou, Zijun Liu, Yonghong Wang, Meng He, Mingjiang Kochian, Leon Qin, Yusheng Dynamic transcriptome analysis unravels key regulatory genes of maize root growth and development in response to potassium deficiency |
title | Dynamic transcriptome analysis unravels key regulatory genes of maize root growth and development in response to potassium deficiency |
title_full | Dynamic transcriptome analysis unravels key regulatory genes of maize root growth and development in response to potassium deficiency |
title_fullStr | Dynamic transcriptome analysis unravels key regulatory genes of maize root growth and development in response to potassium deficiency |
title_full_unstemmed | Dynamic transcriptome analysis unravels key regulatory genes of maize root growth and development in response to potassium deficiency |
title_short | Dynamic transcriptome analysis unravels key regulatory genes of maize root growth and development in response to potassium deficiency |
title_sort | dynamic transcriptome analysis unravels key regulatory genes of maize root growth and development in response to potassium deficiency |
topic | Original Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10576708/ https://www.ncbi.nlm.nih.gov/pubmed/37837470 http://dx.doi.org/10.1007/s00425-023-04260-7 |
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