Integrated RNA-Seq Analysis and Meta-QTLs Mapping Provide Insights into Cold Stress Response in Rice Seedling Roots

Rice (<i>Oryza sativa</i> L.) is a widely cultivated food crop around the world, especially in Asia. However, rice seedlings often suffer from cold stress, which affects their growth and yield. Here, RNA-seq analysis and Meta-QTLs mapping were performed to understand the molecular mechan...

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Main Authors: Weilong Kong, Chenhao Zhang, Yalin Qiang, Hua Zhong, Gangqing Zhao, Yangsheng Li
Format: Article
Language:English
Published: MDPI AG 2020-06-01
Series:International Journal of Molecular Sciences
Subjects:
Online Access:https://www.mdpi.com/1422-0067/21/13/4615
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spelling doaj-86136ef103e04f1c8a1b704de95169ae2020-11-25T03:14:12ZengMDPI AGInternational Journal of Molecular Sciences1661-65961422-00672020-06-01214615461510.3390/ijms21134615Integrated RNA-Seq Analysis and Meta-QTLs Mapping Provide Insights into Cold Stress Response in Rice Seedling RootsWeilong Kong0Chenhao Zhang1Yalin Qiang2Hua Zhong3Gangqing Zhao4Yangsheng Li5State Key Laboratory of Hybrid Rice, College of Life Sciences, Wuhan University, Wuhan 430072, ChinaState Key Laboratory of Hybrid Rice, College of Life Sciences, Wuhan University, Wuhan 430072, ChinaState Key Laboratory of Hybrid Rice, College of Life Sciences, Wuhan University, Wuhan 430072, ChinaState Key Laboratory of Hybrid Rice, College of Life Sciences, Wuhan University, Wuhan 430072, ChinaState Key Laboratory of Hybrid Rice, College of Life Sciences, Wuhan University, Wuhan 430072, ChinaState Key Laboratory of Hybrid Rice, College of Life Sciences, Wuhan University, Wuhan 430072, ChinaRice (<i>Oryza sativa</i> L.) is a widely cultivated food crop around the world, especially in Asia. However, rice seedlings often suffer from cold stress, which affects their growth and yield. Here, RNA-seq analysis and Meta-QTLs mapping were performed to understand the molecular mechanisms underlying cold tolerance in the roots of 14-day-old seedlings of rice (RPY geng, cold-tolerant genotype). A total of 4779 of the differentially expressed genes (DEGs) were identified, including 2457 up-regulated and 2322 down-regulated DEGs. The GO, COG, KEEG, and Mapman enrichment results of DEGs revealed that DEGs are mainly involved in carbohydrate transport and metabolism, signal transduction mechanisms (plant hormone signal transduction), biosynthesis, transport and catabolism of secondary metabolites (phenylpropanoid biosynthesis), defense mechanisms, and large enzyme families mechanisms. Notably, the AP2/ERF-ERF, NAC, WRKY, MYB, C2H2, and bHLH transcription factors participated in rice’s cold–stress response and tolerance. On the other hand, we mapped the identified DEGs to 44 published cold–stress-related genes and 41 cold-tolerant Meta-QTLs regions. Of them, 12 DEGs were the published cold–stress-related genes and 418 DEGs fell into the cold-tolerant Meta-QTLs regions. In this study, the identified DEGs and the putative molecular regulatory network can provide insights for understanding the mechanism of cold stress tolerance in rice. In addition, DEGs in KEGG term-enriched terms or cold-tolerant Meta-QTLs will help to secure key candidate genes for further functional studies on the molecular mechanism of cold stress response in rice.https://www.mdpi.com/1422-0067/21/13/4615cold stress<i>Oryza sativa</i> (rice)RNA-seq analysisMeta-QTLsdifferentially expressed genes (DEGs)
collection DOAJ
language English
format Article
sources DOAJ
author Weilong Kong
Chenhao Zhang
Yalin Qiang
Hua Zhong
Gangqing Zhao
Yangsheng Li
spellingShingle Weilong Kong
Chenhao Zhang
Yalin Qiang
Hua Zhong
Gangqing Zhao
Yangsheng Li
Integrated RNA-Seq Analysis and Meta-QTLs Mapping Provide Insights into Cold Stress Response in Rice Seedling Roots
International Journal of Molecular Sciences
cold stress
<i>Oryza sativa</i> (rice)
RNA-seq analysis
Meta-QTLs
differentially expressed genes (DEGs)
author_facet Weilong Kong
Chenhao Zhang
Yalin Qiang
Hua Zhong
Gangqing Zhao
Yangsheng Li
author_sort Weilong Kong
title Integrated RNA-Seq Analysis and Meta-QTLs Mapping Provide Insights into Cold Stress Response in Rice Seedling Roots
title_short Integrated RNA-Seq Analysis and Meta-QTLs Mapping Provide Insights into Cold Stress Response in Rice Seedling Roots
title_full Integrated RNA-Seq Analysis and Meta-QTLs Mapping Provide Insights into Cold Stress Response in Rice Seedling Roots
title_fullStr Integrated RNA-Seq Analysis and Meta-QTLs Mapping Provide Insights into Cold Stress Response in Rice Seedling Roots
title_full_unstemmed Integrated RNA-Seq Analysis and Meta-QTLs Mapping Provide Insights into Cold Stress Response in Rice Seedling Roots
title_sort integrated rna-seq analysis and meta-qtls mapping provide insights into cold stress response in rice seedling roots
publisher MDPI AG
series International Journal of Molecular Sciences
issn 1661-6596
1422-0067
publishDate 2020-06-01
description Rice (<i>Oryza sativa</i> L.) is a widely cultivated food crop around the world, especially in Asia. However, rice seedlings often suffer from cold stress, which affects their growth and yield. Here, RNA-seq analysis and Meta-QTLs mapping were performed to understand the molecular mechanisms underlying cold tolerance in the roots of 14-day-old seedlings of rice (RPY geng, cold-tolerant genotype). A total of 4779 of the differentially expressed genes (DEGs) were identified, including 2457 up-regulated and 2322 down-regulated DEGs. The GO, COG, KEEG, and Mapman enrichment results of DEGs revealed that DEGs are mainly involved in carbohydrate transport and metabolism, signal transduction mechanisms (plant hormone signal transduction), biosynthesis, transport and catabolism of secondary metabolites (phenylpropanoid biosynthesis), defense mechanisms, and large enzyme families mechanisms. Notably, the AP2/ERF-ERF, NAC, WRKY, MYB, C2H2, and bHLH transcription factors participated in rice’s cold–stress response and tolerance. On the other hand, we mapped the identified DEGs to 44 published cold–stress-related genes and 41 cold-tolerant Meta-QTLs regions. Of them, 12 DEGs were the published cold–stress-related genes and 418 DEGs fell into the cold-tolerant Meta-QTLs regions. In this study, the identified DEGs and the putative molecular regulatory network can provide insights for understanding the mechanism of cold stress tolerance in rice. In addition, DEGs in KEGG term-enriched terms or cold-tolerant Meta-QTLs will help to secure key candidate genes for further functional studies on the molecular mechanism of cold stress response in rice.
topic cold stress
<i>Oryza sativa</i> (rice)
RNA-seq analysis
Meta-QTLs
differentially expressed genes (DEGs)
url https://www.mdpi.com/1422-0067/21/13/4615
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