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Identification of core genes associated with different phosphorus levels in quinoa seedlings by weighted gene co-expression network analysis
BACKGROUND: Quinoa is a highly nutritious and novel crop that is resistant to various abiotic stresses. However, its growth and development is restricted due to its limited utilization of soil phosphorus. Studies on the levels of phosphorus in quinoa seedlings are limited; therefore, we analyzed tra...
Autores principales: | , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10349421/ https://www.ncbi.nlm.nih.gov/pubmed/37454047 http://dx.doi.org/10.1186/s12864-023-09507-x |
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author | Zhang, Shan Liu, Jian Shi, Lian Wang, Qianchao Zhang, Ping Wang, Hongxin Liu, Junna Li, Hanxue Li, Li Li, Xinyi Huang, Liubin Qin, Peng |
author_facet | Zhang, Shan Liu, Jian Shi, Lian Wang, Qianchao Zhang, Ping Wang, Hongxin Liu, Junna Li, Hanxue Li, Li Li, Xinyi Huang, Liubin Qin, Peng |
author_sort | Zhang, Shan |
collection | PubMed |
description | BACKGROUND: Quinoa is a highly nutritious and novel crop that is resistant to various abiotic stresses. However, its growth and development is restricted due to its limited utilization of soil phosphorus. Studies on the levels of phosphorus in quinoa seedlings are limited; therefore, we analyzed transcriptome data from quinoa seedlings treated with different concentrations of phosphorus. RESULTS: To identify core genes involved in responding to various phosphorus levels, the weighted gene co-expression network analysis method was applied. From the 12,085 expressed genes, an analysis of the gene co-expression network was done. dividing the expressed genes into a total of twenty-five different modules out of which two modules were strongly correlated with phosphorus levels. Subsequently we identified five core genes that correlated strongly either positively or negatively with the phosphorus levels. Gene ontology and assessments of the Kyoto Encyclopedia of Genes and Genomes have uncovered important biological processes and metabolic pathways that are involved in the phosphorus level response. CONCLUSIONS: We discovered crucial new core genes that encode proteins from various transcription factor families, such as MYB, WRKY, and ERF, which are crucial for abiotic stress resistance. This new library of candidate genes associated with the phosphorus level responses in quinoa seedlings will help in breeding varieties that are tolerant to phosphorus levels. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12864-023-09507-x. |
format | Online Article Text |
id | pubmed-10349421 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-103494212023-07-16 Identification of core genes associated with different phosphorus levels in quinoa seedlings by weighted gene co-expression network analysis Zhang, Shan Liu, Jian Shi, Lian Wang, Qianchao Zhang, Ping Wang, Hongxin Liu, Junna Li, Hanxue Li, Li Li, Xinyi Huang, Liubin Qin, Peng BMC Genomics Research BACKGROUND: Quinoa is a highly nutritious and novel crop that is resistant to various abiotic stresses. However, its growth and development is restricted due to its limited utilization of soil phosphorus. Studies on the levels of phosphorus in quinoa seedlings are limited; therefore, we analyzed transcriptome data from quinoa seedlings treated with different concentrations of phosphorus. RESULTS: To identify core genes involved in responding to various phosphorus levels, the weighted gene co-expression network analysis method was applied. From the 12,085 expressed genes, an analysis of the gene co-expression network was done. dividing the expressed genes into a total of twenty-five different modules out of which two modules were strongly correlated with phosphorus levels. Subsequently we identified five core genes that correlated strongly either positively or negatively with the phosphorus levels. Gene ontology and assessments of the Kyoto Encyclopedia of Genes and Genomes have uncovered important biological processes and metabolic pathways that are involved in the phosphorus level response. CONCLUSIONS: We discovered crucial new core genes that encode proteins from various transcription factor families, such as MYB, WRKY, and ERF, which are crucial for abiotic stress resistance. This new library of candidate genes associated with the phosphorus level responses in quinoa seedlings will help in breeding varieties that are tolerant to phosphorus levels. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12864-023-09507-x. BioMed Central 2023-07-15 /pmc/articles/PMC10349421/ /pubmed/37454047 http://dx.doi.org/10.1186/s12864-023-09507-x 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/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
spellingShingle | Research Zhang, Shan Liu, Jian Shi, Lian Wang, Qianchao Zhang, Ping Wang, Hongxin Liu, Junna Li, Hanxue Li, Li Li, Xinyi Huang, Liubin Qin, Peng Identification of core genes associated with different phosphorus levels in quinoa seedlings by weighted gene co-expression network analysis |
title | Identification of core genes associated with different phosphorus levels in quinoa seedlings by weighted gene co-expression network analysis |
title_full | Identification of core genes associated with different phosphorus levels in quinoa seedlings by weighted gene co-expression network analysis |
title_fullStr | Identification of core genes associated with different phosphorus levels in quinoa seedlings by weighted gene co-expression network analysis |
title_full_unstemmed | Identification of core genes associated with different phosphorus levels in quinoa seedlings by weighted gene co-expression network analysis |
title_short | Identification of core genes associated with different phosphorus levels in quinoa seedlings by weighted gene co-expression network analysis |
title_sort | identification of core genes associated with different phosphorus levels in quinoa seedlings by weighted gene co-expression network analysis |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10349421/ https://www.ncbi.nlm.nih.gov/pubmed/37454047 http://dx.doi.org/10.1186/s12864-023-09507-x |
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