ArticleInternational journal of molecular sciences2023
Transcriptome and Co-Expression Network Analysis Reveals the Molecular Mechanism of Rice Root Systems in Response to Low-Nitrogen Conditions.
Article in International journal of molecular sciences, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 10 papers.
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10 citing papers in PubMed, 15 citations in OpenAlex.
- Transcriptional reprogramming and co-expression network underlying enhanced ammonium uptake in intraspecific hybrids ofFrontiers in plant science · 2026Article
- WGCNA analysis reveals hub genes in the Hemarthria compressa roots in response to waterlogging stress.Scientific reports · 2025Article
- WGCNA analysis and identification of key genes in tobacco in response to different nitrogen levels.BMC plant biology · 2025Article
- Cellular and Molecular Regulatory Signals in Root Growth and Development.International journal of molecular sciences · 2025Article
- Article
- CN metabolism and nitrogen use efficiency of rice with different nitrogen form and rate.PloS one · 2025Article
- GWAS and RNA-seq reveal novel loci and genes of low-nitrogen tolerance in cucumber (Frontiers in plant science · 2025Article
- Nitrate Starvation Induces Lateral Root Organogenesis inInternational journal of molecular sciences · 2024Article
- Article
- Transcriptome analysis of high- and low-selenium genotypes identifies genes responsible for selenium absorption, translocation, and accumulation.Frontiers in plant science · 2024Article
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Authors and funding
14 authors at 1 institution in 1 country.
Funding
Abstract
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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