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Huang J, Cheng CY, Brooks MD, Jeffers TL, Doner NM, Shih HJ, Frangos S, Katari MS, Coruzzi GM. Model-to-crop conserved NUE Regulons enhance machine learning predictions of nitrogen use efficiency. THE PLANT CELL 2025; 37:koaf093. [PMID: 40365911 PMCID: PMC12124406 DOI: 10.1093/plcell/koaf093] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/19/2025] [Accepted: 04/07/2025] [Indexed: 05/15/2025]
Abstract
Systems biology aims to uncover gene regulatory networks (GRNs) for agricultural traits, but validating them in crops is challenging. We addressed this challenge by learning and validating model-to-crop transcription factor (TF) regulons governing nitrogen use efficiency (NUE). First, a fine-scale time-course nitrogen (N) response transcriptome analysis revealed a conserved temporal N response cascade in maize (Zea mays) and Arabidopsis (Arabidopsis thaliana). These data were used to infer time-based causal TF target edges in N-regulated GRNs. By validating 23 maize TFs in a cell-based TF-perturbation assay (Transient Assay Reporting Genome-wide Effects of Transcription factors), precision/recall analysis enabled us to prune high-confidence edges between ∼200 TFs/700 maize target genes. We next learned gene-to-NUE trait scores using XGBoost machine learning models trained on conserved N-responsive genes across maize and Arabidopsis accessions. By integrating NUE gene scores within our N-GRN, we ranked maize TFs based on a cumulative NUE Regulon score. NUE Regulons for top-ranked TFs were validated using the cell-based TARGET assay in maize (e.g. ZmMYB34/R3→24 targets) and the Arabidopsis ZmMYB34/R3 ortholog (e.g. AtDIV1→23 targets). The genes in this NUE Regulon significantly enhanced the ability of XGBoost models to predict NUE traits in both maize and Arabidopsis. Thus, our pipeline for identifying TF regulons that combines GRN inference, machine learning, and orthologous network regulons offers a strategic framework for crop trait improvement.
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Affiliation(s)
- Ji Huang
- Department of Biology, Center for Genomics and Systems Biology, New York University, New York, NY 10003, USA
| | - Chia-Yi Cheng
- Department of Biology, Center for Genomics and Systems Biology, New York University, New York, NY 10003, USA
- Department of Life Science, College of Life Science, National Taiwan University, Taipei 10663, Taiwan
| | - Matthew D Brooks
- Global Change and Photosynthesis Research Unit, USDA-ARS, Urbana, IL 61801, USA
| | - Tim L Jeffers
- Department of Biology, Center for Genomics and Systems Biology, New York University, New York, NY 10003, USA
| | - Nathan M Doner
- Department of Biology, Center for Genomics and Systems Biology, New York University, New York, NY 10003, USA
| | - Hung-Jui Shih
- Department of Biology, Center for Genomics and Systems Biology, New York University, New York, NY 10003, USA
| | - Samantha Frangos
- Department of Biology, Center for Genomics and Systems Biology, New York University, New York, NY 10003, USA
| | - Manpreet Singh Katari
- Department of Biology, Center for Genomics and Systems Biology, New York University, New York, NY 10003, USA
| | - Gloria M Coruzzi
- Department of Biology, Center for Genomics and Systems Biology, New York University, New York, NY 10003, USA
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Yang F, Li X, Liu S, Lyu J, Ge Z, Bai MY. TabHLH489 suppresses nitrate signaling by inhibiting the function of TaNLP7-3A in wheat. JOURNAL OF INTEGRATIVE PLANT BIOLOGY 2025; 67:1162-1178. [PMID: 39737613 DOI: 10.1111/jipb.13832] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/07/2024] [Accepted: 12/10/2024] [Indexed: 01/01/2025]
Abstract
Nitrate not only serves as the primary nitrogen source for terrestrial plants but also serves as a critical signal in regulating plant growth and development. Understanding how plant responses to nitrate availability is essential for improving nitrogen use efficiency in crops. Herein, we demonstrated that the basic helix-loop-helix (bHLH) transcription factor TabHLH489 plays a crucial negative regulatory role in wheat nitrate signaling. Overexpressing TabHLH489 significantly reduced nitrate-promoted wheat growth and grain yield. Transcriptomic analysis showed that approximately 75% of nitrate-responsive genes were no longerregulated by nitrate in the TabHLH489 overexpression lines. TabHLH489 directly interacts with TaNLP7-3A, the wheat homolog protein of NIN-like protein 7 (NLP7), a central transcription factor in nitrate signaling. This interaction impairs TaNLP7-3A's ability to bind DNA, thereby inhibiting its transcriptional activity. Moreover, TabHLH489 induces the accumulation of reactive oxygen species (ROS) to reduce the nuclear localization of TaNLP7-3A, thereby diminishing its effectiveness in regulating the plant nitrogen response. These findings highlight the intricate regulatory mechanism by which TabHLH489 modulates TaNLP7-3A activity through direct interaction and ROS-mediated inhibition of nuclear localization. Our research highlights the critical roles of TabHLH489 and TaNLP7-3A in modulating nitrate signaling, providing new gene targets for developing wheat varieties with enhanced nitrogen use efficiency.
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Affiliation(s)
- Fan Yang
- The Key Laboratory of Plant Development and Environmental Adaptation Biology, Ministry of Education; Shandong Key Laboratory of Precision Molecular Crop Design and Breeding; School of Life Sciences, Shandong University, Qingdao, 266237, China
| | - Xuepeng Li
- The Key Laboratory of Plant Development and Environmental Adaptation Biology, Ministry of Education; Shandong Key Laboratory of Precision Molecular Crop Design and Breeding; School of Life Sciences, Shandong University, Qingdao, 266237, China
| | - Songyu Liu
- State Key Laboratory of Maize Bio-breeding, National Maize Improvement Center, Frontiers Science Center for Molecular Design Breeding, College of Agronomy and Biotechnology, China Agricultural University, Beijing, 100193, China
| | - Jinyang Lyu
- The Key Laboratory of Plant Development and Environmental Adaptation Biology, Ministry of Education; Shandong Key Laboratory of Precision Molecular Crop Design and Breeding; School of Life Sciences, Shandong University, Qingdao, 266237, China
| | - Zixuan Ge
- The Key Laboratory of Plant Development and Environmental Adaptation Biology, Ministry of Education; Shandong Key Laboratory of Precision Molecular Crop Design and Breeding; School of Life Sciences, Shandong University, Qingdao, 266237, China
| | - Ming-Yi Bai
- The Key Laboratory of Plant Development and Environmental Adaptation Biology, Ministry of Education; Shandong Key Laboratory of Precision Molecular Crop Design and Breeding; School of Life Sciences, Shandong University, Qingdao, 266237, China
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Guo HL, Tian MZ, Ri X, Chen YF. Phosphorus acquisition, translocation, and redistribution in maize. J Genet Genomics 2025; 52:287-296. [PMID: 39389460 DOI: 10.1016/j.jgg.2024.09.018] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2024] [Revised: 09/27/2024] [Accepted: 09/27/2024] [Indexed: 10/12/2024]
Abstract
Phosphorus (P) is an essential nutrient for crop growth, making it important for maintaining food security as the global population continues to increase. Plants acquire P primarily via the uptake of inorganic phosphate (Pi) in soil through their roots. Pi, which is usually sequestered in soils, is not easily absorbed by plants and represses plant growth. Plants have developed a series of mechanisms to cope with P deficiency. Moreover, P fertilizer applications are critical for maximizing crop yield. Maize is a major cereal crop cultivated worldwide. Increasing its P-use efficiency is important for optimizing maize production. Over the past two decades, considerable progresses have been achieved in studies aimed at adapting maize varieties to changes in environmental P supply. Here, we present an overview of the morphological, physiological, and molecular mechanisms involved in P acquisition, translocation, and redistribution in maize and combine the advances in Arabidopsis and rice, to better elucidate the progress of P nutrition. Additionally, we summarize the correlation between P and abiotic stress responses. Clarifying the mechanisms relevant to improving P absorption and use in maize can guide future research on sustainable agriculture.
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Affiliation(s)
- Hui-Ling Guo
- State Key Laboratory of Plant Environmental Resilience, Frontiers Science Center for Molecular Design Breeding (MOE), Center for Maize Functional Genomics and Molecular Breeding, College of Biological Sciences, China Agricultural University, Beijing 100193, China
| | - Meng-Zhi Tian
- State Key Laboratory of Plant Environmental Resilience, Frontiers Science Center for Molecular Design Breeding (MOE), Center for Maize Functional Genomics and Molecular Breeding, College of Biological Sciences, China Agricultural University, Beijing 100193, China
| | - Xian Ri
- State Key Laboratory of Plant Environmental Resilience, Frontiers Science Center for Molecular Design Breeding (MOE), Center for Maize Functional Genomics and Molecular Breeding, College of Biological Sciences, China Agricultural University, Beijing 100193, China
| | - Yi-Fang Chen
- State Key Laboratory of Plant Environmental Resilience, Frontiers Science Center for Molecular Design Breeding (MOE), Center for Maize Functional Genomics and Molecular Breeding, College of Biological Sciences, China Agricultural University, Beijing 100193, China.
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Li J, Cao H, Li S, Dong X, Zhao Z, Jia Z, Yuan L. Genetic and molecular mechanisms underlying nitrogen use efficiency in maize. J Genet Genomics 2025; 52:276-286. [PMID: 39515641 DOI: 10.1016/j.jgg.2024.10.007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/09/2024] [Revised: 10/23/2024] [Accepted: 10/23/2024] [Indexed: 11/16/2024]
Abstract
Nitrogen (N) is vital for crop growth and yield, impacting food quality. However, excessive use of N fertilizers leads to high agricultural costs and environmental challenges. This review offers a thorough synthesis of the genetic and molecular regulation of N uptake, assimilation, and remobilization in maize, emphasizing the role of key genes and metabolic pathways in enhancing N use efficiency (NUE). We summarize the genetic regulators of N transports for nitrate (NO3-) and ammonium (NH4+) that contribute to efficient N uptake and transportation. We further discuss the molecular mechanisms by which root system development adapts to N distribution and how N influences root system development and growth. Given the advancements in high-throughput microbiome studies, we delve into the impact of rhizosphere microorganisms on NUE and the complex plant-microbe interactions that regulate maize NUE. Additionally, we conclude with intricate regulatory mechanisms of N assimilation and remobilization in maize, involving key enzymes, transcription factors, and amino acid transporters. We also scrutinize the known N signaling perception and transduction mechanisms in maize. This review underscores the challenges in improving maize NUE and advocates for an integrative research approach that leverages genetic diversity and synthetic biology, paving the way for sustainable agriculture.
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Affiliation(s)
- Jianfang Li
- State Key Laboratory of Nutrient Use and Management, College of Resources and Environmental Sciences, National Academy of Agriculture Green Development, China Agricultural University, Beijing 100193, China.
| | - Huairong Cao
- State Key Laboratory of Nutrient Use and Management, College of Resources and Environmental Sciences, National Academy of Agriculture Green Development, China Agricultural University, Beijing 100193, China
| | - Shuxin Li
- State Key Laboratory of Nutrient Use and Management, College of Resources and Environmental Sciences, National Academy of Agriculture Green Development, China Agricultural University, Beijing 100193, China
| | - Xiaonan Dong
- State Key Laboratory of Nutrient Use and Management, College of Resources and Environmental Sciences, National Academy of Agriculture Green Development, China Agricultural University, Beijing 100193, China
| | - Zheng Zhao
- State Key Laboratory of Nutrient Use and Management, College of Resources and Environmental Sciences, National Academy of Agriculture Green Development, China Agricultural University, Beijing 100193, China
| | - Zhongtao Jia
- State Key Laboratory of Nutrient Use and Management, College of Resources and Environmental Sciences, National Academy of Agriculture Green Development, China Agricultural University, Beijing 100193, China
| | - Lixing Yuan
- State Key Laboratory of Nutrient Use and Management, College of Resources and Environmental Sciences, National Academy of Agriculture Green Development, China Agricultural University, Beijing 100193, China; Frontiers Science Center for Molecular Design Breeding (MOE), Center for Crop Functional Genomics and Molecular Breeding, China Agricultural University, Beijing 100193, China.
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Zhang M, Wang Y, Wu Q, Sun Y, Zhao C, Ge M, Zhou L, Zhang T, Zhang W, Qian Y, Ruan L, Zhao H. Time-course transcriptomic analysis reveals transcription factors involved in modulating nitrogen sensibility in maize. J Genet Genomics 2025; 52:400-410. [PMID: 39395686 DOI: 10.1016/j.jgg.2024.09.021] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/09/2024] [Revised: 09/29/2024] [Accepted: 09/30/2024] [Indexed: 10/14/2024]
Abstract
Nitrogen (N) serves both as a vital macronutrient and a signaling molecule for plants. Unveiling key regulators involved in N metabolism helps dissect the mechanisms underlying N metabolism, which is essential for developing maize with high N use efficiency. Two maize lines, B73 and Ki11, show differential chlorate and low-N tolerance. Time-course transcriptomic analysis reveals that the expression of N utilization genes (NUGs) in B73 and Ki11 have distinct responsive patterns to nitrate variation. By the coexpression networks, significant differences in the number of N response modules and regulatory networks of transcription factors (TFs) are revealed between B73 and Ki11. There are 23 unique TFs in B73 and 41 unique TFs in Ki11. MADS26 is a unique TF in the B73 N response network, with different expression levels and N response patterns in B73 and Ki11. Overexpression of MADS26 enhances the sensitivity to chlorate and the utilization of nitrate in maize, at least partially explaining the differential chlorate tolerance and low-N sensitivity between B73 and Ki11. The findings in this work provide unique insights and promising candidates for maize breeding to reduce unnecessary N overuse.
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Affiliation(s)
- Mingliang Zhang
- Institute of Crop Germplasm and Biotechnology, Jiangsu Provincial Key Laboratory of Agrobiology, Jiangsu Academy of Agricultural Sciences, Nanjing, Jiangsu 210014, China
| | - Yuancong Wang
- Institute of Crop Germplasm and Biotechnology, Jiangsu Provincial Key Laboratory of Agrobiology, Jiangsu Academy of Agricultural Sciences, Nanjing, Jiangsu 210014, China
| | - Qi Wu
- Institute of Crop Germplasm and Biotechnology, Jiangsu Provincial Key Laboratory of Agrobiology, Jiangsu Academy of Agricultural Sciences, Nanjing, Jiangsu 210014, China
| | - Yangming Sun
- Institute of Crop Germplasm and Biotechnology, Jiangsu Provincial Key Laboratory of Agrobiology, Jiangsu Academy of Agricultural Sciences, Nanjing, Jiangsu 210014, China
| | - Chenxu Zhao
- Institute of Crop Germplasm and Biotechnology, Jiangsu Provincial Key Laboratory of Agrobiology, Jiangsu Academy of Agricultural Sciences, Nanjing, Jiangsu 210014, China
| | - Min Ge
- Institute of Crop Germplasm and Biotechnology, Jiangsu Provincial Key Laboratory of Agrobiology, Jiangsu Academy of Agricultural Sciences, Nanjing, Jiangsu 210014, China
| | - Ling Zhou
- Institute of Crop Germplasm and Biotechnology, Jiangsu Provincial Key Laboratory of Agrobiology, Jiangsu Academy of Agricultural Sciences, Nanjing, Jiangsu 210014, China
| | - Tifu Zhang
- Institute of Crop Germplasm and Biotechnology, Jiangsu Provincial Key Laboratory of Agrobiology, Jiangsu Academy of Agricultural Sciences, Nanjing, Jiangsu 210014, China
| | - Wei Zhang
- Crop Institute, Anhui Academy of Agricultural Sciences, Hefei, Anhui 230041, China
| | - Yiliang Qian
- Crop Institute, Anhui Academy of Agricultural Sciences, Hefei, Anhui 230041, China
| | - Long Ruan
- Crop Institute, Anhui Academy of Agricultural Sciences, Hefei, Anhui 230041, China
| | - Han Zhao
- Institute of Crop Germplasm and Biotechnology, Jiangsu Provincial Key Laboratory of Agrobiology, Jiangsu Academy of Agricultural Sciences, Nanjing, Jiangsu 210014, China.
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Wu Q, Xu J, Zhao Y, Wang Y, Zhou L, Ning L, Shabala S, Zhao H. Transcription factor ZmEREB97 regulates nitrate uptake in maize (Zea mays) roots. PLANT PHYSIOLOGY 2024; 196:535-550. [PMID: 38743701 PMCID: PMC11376383 DOI: 10.1093/plphys/kiae277] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/06/2024] [Revised: 03/28/2024] [Accepted: 04/12/2024] [Indexed: 05/16/2024]
Abstract
Maize (Zea mays L.) has very strong requirements for nitrogen. However, the molecular mechanisms underlying the regulations of nitrogen uptake and translocation in this species are not fully understood. Here, we report that an APETALA2/ETHYLENE RESPONSE FACTOR (AP2/ERF) transcription factor ZmEREB97 functions as an important regulator in the N signaling network in maize. Predominantly expressed and accumulated in main root and lateral root primordia, ZmEREB97 rapidly responded to nitrate treatment. By overlapping the analyses of differentially expressed genes and conducting a DAP-seq assay, we identified 1,446 potential target genes of ZmEREB97. Among these, 764 genes were coregulated in 2 lines of zmereb97 mutants. Loss of function of ZmEREB97 substantially weakened plant growth under both hydroponic and soil conditions. Physiological characterization of zmereb97 mutant plants demonstrated that reduced biomass and grain yield were both associated with reduced nitrate influx, decreased nitrate content, and less N accumulation. We further demonstrated that ZmEREB97 directly targets and regulates the expression of 6 ZmNRT genes by binding to the GCC-box-related sequences in gene promoters. Collectively, these data suggest that ZmEREB97 is a major positive regulator of the nitrate response and that it plays an important role in optimizing nitrate uptake, offering a target for improvement of nitrogen use efficiency in crops.
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Affiliation(s)
- Qi Wu
- Provincial Key Laboratory of Agrobiology, Jiangsu Academy of Agricultural Sciences, Nanjing 210014, China
- Institute of Crop Germplasm and Biotechnology, Jiangsu Academy of Agricultural Sciences, Nanjing 210014, China
| | - Jinyan Xu
- Provincial Key Laboratory of Agrobiology, Jiangsu Academy of Agricultural Sciences, Nanjing 210014, China
- Institute of Crop Germplasm and Biotechnology, Jiangsu Academy of Agricultural Sciences, Nanjing 210014, China
| | - Yingdi Zhao
- Institute of Crop Germplasm and Biotechnology, Jiangsu Academy of Agricultural Sciences, Nanjing 210014, China
| | - Yuancong Wang
- Provincial Key Laboratory of Agrobiology, Jiangsu Academy of Agricultural Sciences, Nanjing 210014, China
- Institute of Crop Germplasm and Biotechnology, Jiangsu Academy of Agricultural Sciences, Nanjing 210014, China
| | - Ling Zhou
- Provincial Key Laboratory of Agrobiology, Jiangsu Academy of Agricultural Sciences, Nanjing 210014, China
- Institute of Crop Germplasm and Biotechnology, Jiangsu Academy of Agricultural Sciences, Nanjing 210014, China
| | - Lihua Ning
- Provincial Key Laboratory of Agrobiology, Jiangsu Academy of Agricultural Sciences, Nanjing 210014, China
- Institute of Crop Germplasm and Biotechnology, Jiangsu Academy of Agricultural Sciences, Nanjing 210014, China
| | - Sergey Shabala
- School of Biological Science, University of Western Australia, Crawley, WA 6009, Australia
- Department of Horticulture and International Research Centre for Environmental Membrane Biology, Foshan University, Foshan 528000, China
| | - Han Zhao
- Provincial Key Laboratory of Agrobiology, Jiangsu Academy of Agricultural Sciences, Nanjing 210014, China
- Institute of Crop Germplasm and Biotechnology, Jiangsu Academy of Agricultural Sciences, Nanjing 210014, China
- Key Laboratory of Germplasm Innovation in Downstream of Huaihe River, Jiangsu Academy of Agricultural Science, Nanjing 210014, China
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