Transcriptome and Co-Expression Network Analysis Reveals the Molecular Mechanism of Rice Root Systems in Response to Low-Nitrogen Conditions

被引:13
作者
Wang, Weiping [1 ,2 ]
Xin, Wei [1 ,2 ]
Chen, Ning [1 ,2 ]
Yang, Fan [1 ,2 ]
Li, Jia [1 ,2 ]
Qu, Guize [1 ,2 ]
Jiang, Xingdong [1 ,2 ]
Xu, Lu [1 ,2 ]
Zhao, Shijiao [1 ,2 ]
Liu, Hualong [1 ,2 ]
Yang, Luomiao [1 ,2 ]
Zheng, Hongliang [1 ,2 ]
Zou, Detang [1 ,2 ]
Wang, Jingguo [1 ,2 ]
机构
[1] Northeast Agr Univ, Coll Agr, Harbin 150030, Peoples R China
[2] Minist Educ, Key Lab Germplasm Enhancement & Physiol & Ecol Foo, Harbin 150030, Peoples R China
基金
中国国家自然科学基金;
关键词
low-nitrogen conditions; rice (Oryza sativa); RNA-seq; WGCNA; USE EFFICIENCY; NITRATE TRANSPORTERS; PLANT-GROWTH; ORYZA-SATIVA; GRAIN-YIELD; EXPRESSION; ARCHITECTURE; ARABIDOPSIS; AUXIN; METABOLISM;
D O I
10.3390/ijms24065290
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Nitrogen is an important nutrient for plant growth and essential metabolic processes. Roots integrally obtain nutrients from soil and are closely related to the growth and development of plants. In this study, the morphological analysis of rice root tissues collected at different time points under low-nitrogen and normal nitrogen conditions demonstrated that, compared with normal nitrogen treatment, the root growth and nitrogen use efficiency (NUE) of rice under low-nitrogen treatment were significantly improved. To better understand the molecular mechanisms of the rice root system's response to low-nitrogen conditions, a comprehensive transcriptome analysis of rice seedling roots under low-nitrogen and control conditions was conducted in this study. As a result, 3171 differentially expressed genes (DEGs) were identified. Rice seedling roots enhance NUE and promote root development by regulating the genes related to nitrogen absorption and utilization, carbon metabolism, root growth and development, and phytohormones, thereby adapting to low-nitrogen conditions. A total of 25,377 genes were divided into 14 modules using weighted gene co-expression network analysis (WGCNA). Two modules were significantly associated with nitrogen absorption and utilization. A total of 8 core genes and 43 co-expression candidates related to nitrogen absorption and utilization were obtained in these two modules. Further studies on these genes will contribute to the understanding of low-nitrogen adaptation and nitrogen utilization mechanisms in rice.
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页数:18
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共 94 条
[1]   Flooding stress: Acclimations and genetic diversity [J].
Bailey-Serres, J. ;
Voesenek, L. A. C. J. .
ANNUAL REVIEW OF PLANT BIOLOGY, 2008, 59 :313-339
[2]   Transcriptome analysis of nitrogen-efficient rice over-expressing alanine aminotransferase [J].
Beatty, Perrin H. ;
Shrawat, Ashok K. ;
Carroll, Rebecka T. ;
Zhu, Tong ;
Good, Allen G. .
PLANT BIOTECHNOLOGY JOURNAL, 2009, 7 (06) :562-576
[3]   REDUCTANT FOR GLUTAMATE SYNTHASE IS GENERATED BY THE OXIDATIVE PENTOSE-PHOSPHATE PATHWAY IN NONPHOTOSYNTHETIC ROOT PLASTIDS [J].
BOWSHER, CG ;
BOULTON, EL ;
ROSE, JKC ;
NAYAGAM, S ;
EMES, MJ .
PLANT JOURNAL, 1992, 2 (06) :893-898
[4]   Transcriptome response to nitrogen starvation in rice [J].
Cai, Hongmei ;
Lu, Yongen ;
Xie, Weibo ;
Zhu, Tong ;
Lian, Xingming .
JOURNAL OF BIOSCIENCES, 2012, 37 (04) :731-747
[5]   Genome-Wide Analysis of Dynamin Gene Family in cassava (Manihot esculenta Crantz) and Transcriptional Regulation of Family Members ARC5 in Hormonal Treatments [J].
Cao, Peng ;
Liu, Xiaohan ;
Guo, Jianchun ;
Chen, Yinhua ;
Li, Shuangbao ;
Wang, Congcong ;
Huang, Wu ;
Min, Yi .
INTERNATIONAL JOURNAL OF MOLECULAR SCIENCES, 2019, 20 (20)
[6]   Comparative transcriptome analysis of arsenate and arsenite stresses in rice seedlings [J].
Chakrabarty, Debasis ;
Trivedi, Prabodh Kumar ;
Misra, Prashant ;
Tiwari, Manish ;
Shri, Manju ;
Shukla, Devesh ;
Kumar, Smita ;
Rai, Arti ;
Pandey, Ashutosh ;
Nigam, Deepti ;
Tripathi, Rudra Dev ;
Tuli, Rakesh .
CHEMOSPHERE, 2009, 74 (05) :688-702
[7]   The WRKY45-2 WRKY13 WRKY42 Transcriptional Regulatory Cascade Is Required for Rice Resistance to Fungal Pathogen [J].
Cheng, Hongtao ;
Liu, Hongbo ;
Deng, Yong ;
Xiao, Jinghua ;
Li, Xianghua ;
Wang, Shiping .
PLANT PHYSIOLOGY, 2015, 167 (03) :1087-+
[8]   Regulatory role of the OsWOX3A transcription factor in rice root development [J].
Cho, Sung-Hwan ;
Paek, Nam-Chon .
PLANT SIGNALING & BEHAVIOR, 2016, 11 (06)
[9]   Metabolic and co-expression network-based analyses associated with nitrate response in rice [J].
Coneva, Viktoriya ;
Simopoulos, Caitlin ;
Casaretto, Jose A. ;
El-kereamy, Ashraf ;
Guevara, David R. ;
Cohn, Jonathan ;
Zhu, Tong ;
Guo, Lining ;
Alexander, Danny C. ;
Bi, Yong-Mei ;
McNicholas, Paul D. ;
Rothstein, Steven J. .
BMC GENOMICS, 2014, 15
[10]   Oxygen deprivation stress in a changing environment [J].
Crawford, RMM ;
Braendle, R .
JOURNAL OF EXPERIMENTAL BOTANY, 1996, 47 (295) :145-159