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Transcriptome dynamics uncovers long non-coding RNAs response to salinity stress in Chenopodium quinoa

Chenopodium quinoa is a crop with outstanding tolerance to saline soil, but long non-coding RNAs (LncRNAs) expression profile driven by salt stress in quinoa has rarely been observed yet. Based on the high-quality quinoa reference genome and high-throughput RNA sequencing (RNA-seq), genome-wide iden...

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Autores principales: Luo, Chuping, He, Bing, Shi, Pibiao, Xi, Jinlong, Gui, Hongbing, Pang, Bingwen, Cheng, Junjie, Hu, Fengqin, Chen, Xi, Lv, Yuanda
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9530330/
https://www.ncbi.nlm.nih.gov/pubmed/36204077
http://dx.doi.org/10.3389/fpls.2022.988845
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author Luo, Chuping
He, Bing
Shi, Pibiao
Xi, Jinlong
Gui, Hongbing
Pang, Bingwen
Cheng, Junjie
Hu, Fengqin
Chen, Xi
Lv, Yuanda
author_facet Luo, Chuping
He, Bing
Shi, Pibiao
Xi, Jinlong
Gui, Hongbing
Pang, Bingwen
Cheng, Junjie
Hu, Fengqin
Chen, Xi
Lv, Yuanda
author_sort Luo, Chuping
collection PubMed
description Chenopodium quinoa is a crop with outstanding tolerance to saline soil, but long non-coding RNAs (LncRNAs) expression profile driven by salt stress in quinoa has rarely been observed yet. Based on the high-quality quinoa reference genome and high-throughput RNA sequencing (RNA-seq), genome-wide identification of LncRNAs was performed, and their dynamic response under salt stress was then investigated. In total, 153,751 high-confidence LncRNAs were discovered and dispersed intensively in chromosomes. Expression profile analysis demonstrated significant differences between LncRNAs and coding RNAs. Under salt stress conditions, 4,460 differentially expressed LncRNAs were discovered, of which only 54 were differentially expressed at all the stress time points. Besides, strongly significantly correlation was observed between salt-responsive LncRNAs and their closest neighboring genes (r = 0.346, p-value < 2.2e-16). Furthermore, a weighted co-expression network was then constructed to infer the potential biological functions of LncRNAs. Seven modules were significantly correlated with salt treatments, resulting in 210 hub genes, including 22 transcription factors and 70 LncRNAs. These results indicated that LncRNAs might interact with transcription factors to respond to salinity stress. Gene ontology enrichment of the coding genes of these modules showed that they were highly related to regulating metabolic processes, biological regulation and response to stress. This study is the genome-wide analysis of the LncRNAs responding to salt stress in quinoa. The findings will provide a solid framework for further functional research of salt responsive LncRNAs, contributing to quinoa genetic improvement.
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spelling pubmed-95303302022-10-05 Transcriptome dynamics uncovers long non-coding RNAs response to salinity stress in Chenopodium quinoa Luo, Chuping He, Bing Shi, Pibiao Xi, Jinlong Gui, Hongbing Pang, Bingwen Cheng, Junjie Hu, Fengqin Chen, Xi Lv, Yuanda Front Plant Sci Plant Science Chenopodium quinoa is a crop with outstanding tolerance to saline soil, but long non-coding RNAs (LncRNAs) expression profile driven by salt stress in quinoa has rarely been observed yet. Based on the high-quality quinoa reference genome and high-throughput RNA sequencing (RNA-seq), genome-wide identification of LncRNAs was performed, and their dynamic response under salt stress was then investigated. In total, 153,751 high-confidence LncRNAs were discovered and dispersed intensively in chromosomes. Expression profile analysis demonstrated significant differences between LncRNAs and coding RNAs. Under salt stress conditions, 4,460 differentially expressed LncRNAs were discovered, of which only 54 were differentially expressed at all the stress time points. Besides, strongly significantly correlation was observed between salt-responsive LncRNAs and their closest neighboring genes (r = 0.346, p-value < 2.2e-16). Furthermore, a weighted co-expression network was then constructed to infer the potential biological functions of LncRNAs. Seven modules were significantly correlated with salt treatments, resulting in 210 hub genes, including 22 transcription factors and 70 LncRNAs. These results indicated that LncRNAs might interact with transcription factors to respond to salinity stress. Gene ontology enrichment of the coding genes of these modules showed that they were highly related to regulating metabolic processes, biological regulation and response to stress. This study is the genome-wide analysis of the LncRNAs responding to salt stress in quinoa. The findings will provide a solid framework for further functional research of salt responsive LncRNAs, contributing to quinoa genetic improvement. Frontiers Media S.A. 2022-09-20 /pmc/articles/PMC9530330/ /pubmed/36204077 http://dx.doi.org/10.3389/fpls.2022.988845 Text en Copyright © 2022 Luo, He, Shi, Xi, Gui, Pang, Cheng, Hu, Chen and Lv. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Plant Science
Luo, Chuping
He, Bing
Shi, Pibiao
Xi, Jinlong
Gui, Hongbing
Pang, Bingwen
Cheng, Junjie
Hu, Fengqin
Chen, Xi
Lv, Yuanda
Transcriptome dynamics uncovers long non-coding RNAs response to salinity stress in Chenopodium quinoa
title Transcriptome dynamics uncovers long non-coding RNAs response to salinity stress in Chenopodium quinoa
title_full Transcriptome dynamics uncovers long non-coding RNAs response to salinity stress in Chenopodium quinoa
title_fullStr Transcriptome dynamics uncovers long non-coding RNAs response to salinity stress in Chenopodium quinoa
title_full_unstemmed Transcriptome dynamics uncovers long non-coding RNAs response to salinity stress in Chenopodium quinoa
title_short Transcriptome dynamics uncovers long non-coding RNAs response to salinity stress in Chenopodium quinoa
title_sort transcriptome dynamics uncovers long non-coding rnas response to salinity stress in chenopodium quinoa
topic Plant Science
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9530330/
https://www.ncbi.nlm.nih.gov/pubmed/36204077
http://dx.doi.org/10.3389/fpls.2022.988845
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