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...

Descripción completa

Detalles Bibliográficos
Autores principales: Hosseini, Sahar Sadat, Ramezanpour, Seyedeh Sanaz, Soltanloo, Hassan, Seifati, Seyed Ebrahim
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