Cargando…
RNA-seq analysis and reconstruction of gene networks involved in response to salinity stress in quinoa (cv. Titicaca)
To better understand the mechanisms involved in salinity stress, the adaptability of quinoa cv. Titicaca—a halophytic plant—was investigated at the transcriptome level under saline and non-saline conditions. RNA-sequencing analysis of leaf tissue at the four-leaf stage by Illumina paired—end method...
Autores principales: | , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2023
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10163252/ https://www.ncbi.nlm.nih.gov/pubmed/37147414 http://dx.doi.org/10.1038/s41598-023-34534-9 |
_version_ | 1785037847794810880 |
---|---|
author | Hosseini, Sahar Sadat Ramezanpour, Seyedeh Sanaz Soltanloo, Hassan Seifati, Seyed Ebrahim |
author_facet | Hosseini, Sahar Sadat Ramezanpour, Seyedeh Sanaz Soltanloo, Hassan Seifati, Seyed Ebrahim |
author_sort | Hosseini, Sahar Sadat |
collection | PubMed |
description | To better understand the mechanisms involved in salinity stress, the adaptability of quinoa cv. Titicaca—a halophytic plant—was investigated at the transcriptome level under saline and non-saline conditions. RNA-sequencing analysis of leaf tissue at the four-leaf stage by Illumina paired—end method was used to compare salt stress treatment (four days after stress at 13.8 dsm(−1)) and control. Among the obtained 30,846,354 transcripts sequenced, 30,303 differentially expressed genes from the control and stress treatment samples were identified, with 3363 genes expressed ≥ 2 and false discovery rate (FDR) of < 0.001. Six differential expression genes were then selected and qRT-PCR was used to confirm the RNA-seq results. Some of the genes (Include; CML39, CBSX5, TRX1, GRXC9, SnRKγ1 and BAG6) and signaling pathways discussed in this paper not been previously studied in quinoa. Genes with ≥ 2 were used to design the gene interaction network using Cytoscape software, and AgriGO software and STRING database were used for gene ontology. The results led to the identification of 14 key genes involved in salt stress. The most effective hub genes involved in salt tolerance were the heat shock protein gene family. The transcription factors that showed a significant increase in expression under stress conditions mainly belonged to the WRKY, bZIP and MYB families. Ontology analysis of salt stress-responsive genes and hub genes revealed that metabolic pathways, binding, cellular processes and cellular anatomical entity are among the most effective processes involved in salt stress. |
format | Online Article Text |
id | pubmed-10163252 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-101632522023-05-07 RNA-seq analysis and reconstruction of gene networks involved in response to salinity stress in quinoa (cv. Titicaca) Hosseini, Sahar Sadat Ramezanpour, Seyedeh Sanaz Soltanloo, Hassan Seifati, Seyed Ebrahim Sci Rep Article To better understand the mechanisms involved in salinity stress, the adaptability of quinoa cv. Titicaca—a halophytic plant—was investigated at the transcriptome level under saline and non-saline conditions. RNA-sequencing analysis of leaf tissue at the four-leaf stage by Illumina paired—end method was used to compare salt stress treatment (four days after stress at 13.8 dsm(−1)) and control. Among the obtained 30,846,354 transcripts sequenced, 30,303 differentially expressed genes from the control and stress treatment samples were identified, with 3363 genes expressed ≥ 2 and false discovery rate (FDR) of < 0.001. Six differential expression genes were then selected and qRT-PCR was used to confirm the RNA-seq results. Some of the genes (Include; CML39, CBSX5, TRX1, GRXC9, SnRKγ1 and BAG6) and signaling pathways discussed in this paper not been previously studied in quinoa. Genes with ≥ 2 were used to design the gene interaction network using Cytoscape software, and AgriGO software and STRING database were used for gene ontology. The results led to the identification of 14 key genes involved in salt stress. The most effective hub genes involved in salt tolerance were the heat shock protein gene family. The transcription factors that showed a significant increase in expression under stress conditions mainly belonged to the WRKY, bZIP and MYB families. Ontology analysis of salt stress-responsive genes and hub genes revealed that metabolic pathways, binding, cellular processes and cellular anatomical entity are among the most effective processes involved in salt stress. Nature Publishing Group UK 2023-05-05 /pmc/articles/PMC10163252/ /pubmed/37147414 http://dx.doi.org/10.1038/s41598-023-34534-9 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 Hosseini, Sahar Sadat Ramezanpour, Seyedeh Sanaz Soltanloo, Hassan Seifati, Seyed Ebrahim RNA-seq analysis and reconstruction of gene networks involved in response to salinity stress in quinoa (cv. Titicaca) |
title | RNA-seq analysis and reconstruction of gene networks involved in response to salinity stress in quinoa (cv. Titicaca) |
title_full | RNA-seq analysis and reconstruction of gene networks involved in response to salinity stress in quinoa (cv. Titicaca) |
title_fullStr | RNA-seq analysis and reconstruction of gene networks involved in response to salinity stress in quinoa (cv. Titicaca) |
title_full_unstemmed | RNA-seq analysis and reconstruction of gene networks involved in response to salinity stress in quinoa (cv. Titicaca) |
title_short | RNA-seq analysis and reconstruction of gene networks involved in response to salinity stress in quinoa (cv. Titicaca) |
title_sort | rna-seq analysis and reconstruction of gene networks involved in response to salinity stress in quinoa (cv. titicaca) |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10163252/ https://www.ncbi.nlm.nih.gov/pubmed/37147414 http://dx.doi.org/10.1038/s41598-023-34534-9 |
work_keys_str_mv | AT hosseinisaharsadat rnaseqanalysisandreconstructionofgenenetworksinvolvedinresponsetosalinitystressinquinoacvtiticaca AT ramezanpourseyedehsanaz rnaseqanalysisandreconstructionofgenenetworksinvolvedinresponsetosalinitystressinquinoacvtiticaca AT soltanloohassan rnaseqanalysisandreconstructionofgenenetworksinvolvedinresponsetosalinitystressinquinoacvtiticaca AT seifatiseyedebrahim rnaseqanalysisandreconstructionofgenenetworksinvolvedinresponsetosalinitystressinquinoacvtiticaca |