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Zhu C, Yu H, Lu T, Li Y, Jiang W, Li Q. Deep learning-based association analysis of root image data and cucumber yield. THE PLANT JOURNAL : FOR CELL AND MOLECULAR BIOLOGY 2024; 118:696-716. [PMID: 38193347 DOI: 10.1111/tpj.16627] [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: 07/30/2023] [Revised: 11/30/2023] [Accepted: 12/27/2023] [Indexed: 01/10/2024]
Abstract
The root system is important for the absorption of water and nutrients by plants. Cultivating and selecting a root system architecture (RSA) with good adaptability and ultrahigh productivity have become the primary goals of agricultural improvement. Exploring the correlation between the RSA and crop yield is important for cultivating crop varieties with high-stress resistance and productivity. In this study, 277 cucumber varieties were collected for root system image analysis and yield using germination plates and greenhouse cultivation. Deep learning tools were used to train ResNet50 and U-Net models for image classification and segmentation of seedlings and to perform quality inspection and productivity prediction of cucumber seedling root system images. The results showed that U-Net can automatically extract cucumber root systems with high quality (F1_score ≥ 0.95), and the trained ResNet50 can predict cucumber yield grade through seedling root system image, with the highest F1_score reaching 0.86 using 10-day-old seedlings. The root angle had the strongest correlation with yield, and the shallow- and steep-angle frequencies had significant positive and negative correlations with yield, respectively. RSA and nutrient absorption jointly affected the production capacity of cucumber plants. The germination plate planting method and automated root system segmentation model used in this study are convenient for high-throughput phenotypic (HTP) research on root systems. Moreover, using seedling root system images to predict yield grade provides a new method for rapidly breeding high-yield RSA in crops such as cucumbers.
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Affiliation(s)
- Cuifang Zhu
- State Key Laboratory of Vegetable Biobreeding, Institute of Vegetables and Flowers, Chinese Academy of Agricultural Sciences, Beijing, 100081, China
| | - Hongjun Yu
- State Key Laboratory of Vegetable Biobreeding, Institute of Vegetables and Flowers, Chinese Academy of Agricultural Sciences, Beijing, 100081, China
| | - Tao Lu
- State Key Laboratory of Vegetable Biobreeding, Institute of Vegetables and Flowers, Chinese Academy of Agricultural Sciences, Beijing, 100081, China
| | - Yang Li
- State Key Laboratory of Vegetable Biobreeding, Institute of Vegetables and Flowers, Chinese Academy of Agricultural Sciences, Beijing, 100081, China
| | - Weijie Jiang
- State Key Laboratory of Vegetable Biobreeding, Institute of Vegetables and Flowers, Chinese Academy of Agricultural Sciences, Beijing, 100081, China
- College of Horticulture, Xinjiang Agricultural University, Urumqi, 830052, China
| | - Qiang Li
- State Key Laboratory of Vegetable Biobreeding, Institute of Vegetables and Flowers, Chinese Academy of Agricultural Sciences, Beijing, 100081, China
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Chen M, Dai Y, Liao J, Wu H, Lv Q, Huang Y, Liu L, Feng Y, Lv H, Zhou B, Peng D. TARGET OF MONOPTEROS: key transcription factors orchestrating plant development and environmental response. JOURNAL OF EXPERIMENTAL BOTANY 2024; 75:2214-2234. [PMID: 38195092 DOI: 10.1093/jxb/erae005] [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: 09/06/2023] [Accepted: 01/04/2024] [Indexed: 01/11/2024]
Abstract
Plants have an incredible ability to sustain root and vascular growth after initiation of the embryonic root and the specification of vascular tissue in early embryos. Microarray assays have revealed that a group of transcription factors, TARGET OF MONOPTEROS (TMO), are important for embryonic root initiation in Arabidopsis. Despite the discovery of their auxin responsiveness early on, their function and mode of action remained unknown for many years. The advent of genome editing has accelerated the study of TMO transcription factors, revealing novel functions for biological processes such as vascular development, root system architecture, and response to environmental cues. This review covers recent achievements in understanding the developmental function and the genetic mode of action of TMO transcription factors in Arabidopsis and other plant species. We highlight the transcriptional and post-transcriptional regulation of TMO transcription factors in relation to their function, mainly in Arabidopsis. Finally, we provide suggestions for further research and potential applications in plant genetic engineering.
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Affiliation(s)
- Min Chen
- Faculty of Life Science and Biotechnology of Central South University of Forestry and Technology, 410004, Changsha, Hunan, China
| | - Yani Dai
- Faculty of Life Science and Biotechnology of Central South University of Forestry and Technology, 410004, Changsha, Hunan, China
| | - Jiamin Liao
- Faculty of Life Science and Biotechnology of Central South University of Forestry and Technology, 410004, Changsha, Hunan, China
| | - Huan Wu
- Faculty of Life Science and Biotechnology of Central South University of Forestry and Technology, 410004, Changsha, Hunan, China
| | - Qiang Lv
- Faculty of Life Science and Biotechnology of Central South University of Forestry and Technology, 410004, Changsha, Hunan, China
| | - Yu Huang
- Faculty of Life Science and Biotechnology of Central South University of Forestry and Technology, 410004, Changsha, Hunan, China
| | - Lichang Liu
- Faculty of Life Science and Biotechnology of Central South University of Forestry and Technology, 410004, Changsha, Hunan, China
| | - Yu Feng
- Faculty of Life Science and Biotechnology of Central South University of Forestry and Technology, 410004, Changsha, Hunan, China
| | - Hongxuan Lv
- Faculty of Life Science and Biotechnology of Central South University of Forestry and Technology, 410004, Changsha, Hunan, China
| | - Bo Zhou
- Faculty of Life Science and Biotechnology of Central South University of Forestry and Technology, 410004, Changsha, Hunan, China
- Huitong National Field Station for Scientific Observation and Research of Chinese Fir Plantation Ecosystem in Hunan Province, 438107, Huaihua, Hunan, China
- National Engineering Laboratory of Applied Technology for Forestry and Ecology in Southern China, 410004, Changsha, Hunan, China
- Forestry Biotechnology Hunan Key Laboratories, Hunan, China
- Key Laboratory of Cultivation and Protection for Non-Wood Forest Trees, Ministry of Education, Central South University of Forestry and Technology, 410004, Changsha, Hunan, China
- Yuelushan Laboratory Carbon Sinks Forests Variety Innovation Center, 410004, Changsha, Hunan, China
| | - Dan Peng
- Faculty of Life Science and Biotechnology of Central South University of Forestry and Technology, 410004, Changsha, Hunan, China
- Huitong National Field Station for Scientific Observation and Research of Chinese Fir Plantation Ecosystem in Hunan Province, 438107, Huaihua, Hunan, China
- Forestry Biotechnology Hunan Key Laboratories, Hunan, China
- Yuelushan Laboratory Carbon Sinks Forests Variety Innovation Center, 410004, Changsha, Hunan, China
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Yao Q, Feng Y, Wang J, Zhang Y, Yi F, Li Z, Zhang M. Integrated Metabolome and Transcriptome Analysis of Gibberellins Mediated the Circadian Rhythm of Leaf Elongation by Regulating Lignin Synthesis in Maize. Int J Mol Sci 2024; 25:2705. [PMID: 38473951 DOI: 10.3390/ijms25052705] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/20/2024] [Revised: 02/08/2024] [Accepted: 02/24/2024] [Indexed: 03/14/2024] Open
Abstract
Plant growth exhibits rhythmic characteristics, and gibberellins (GAs) are involved in regulating cell growth, but it is still unclear how GAs crosstalk with circadian rhythm to regulate cell elongation. The study analyzed growth characteristics of wild-type (WT), zmga3ox and zmga3ox with GA3 seedlings. We integrated metabolomes and transcriptomes to study the interaction between GAs and circadian rhythm in mediating leaf elongation. The rates of leaf growth were higher in WT than zmga3ox, and zmga3ox cell length was shorter when proliferated in darkness than light, and GA3 restored zmga3ox leaf growth. The differentially expressed genes (DEGs) between WT and zmga3ox were mainly enriched in hormone signaling and cell wall synthesis, while DEGs in zmga3ox were restored to WT by GA3. Moreover, the number of circadian DEGs that reached the peak expression in darkness was more than light, and the upregulated circadian DEGs were mainly enriched in cell wall synthesis. The differentially accumulated metabolites (DAMs) were mainly attributed to flavonoids and phenolic acid. Twenty-two DAMs showed rhythmic accumulation, especially enriched in lignin synthesis. The circadian DEGs ZmMYBr41/87 and ZmHB34/70 were identified as regulators of ZmHCT8 and ZmBM1, which were enzymes in lignin synthesis. Furthermore, GAs regulated ZmMYBr41/87 and ZmHB34/70 to modulate lignin biosynthesis for mediating leaf rhythmic growth.
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Affiliation(s)
- Qingqing Yao
- State Key Laboratory of Plant Environmental Resilience, Engineering Research Center of Plant Growth Regulator, Ministry of Education, College of Agronomy and Biotechnology, China Agricultural University, No 2 Yuanmingyuan West Road, Haidian District, Beijing 100193, China
| | - Ying Feng
- State Key Laboratory of Plant Environmental Resilience, Engineering Research Center of Plant Growth Regulator, Ministry of Education, College of Agronomy and Biotechnology, China Agricultural University, No 2 Yuanmingyuan West Road, Haidian District, Beijing 100193, China
| | - Jiajie Wang
- State Key Laboratory of Plant Environmental Resilience, Engineering Research Center of Plant Growth Regulator, Ministry of Education, College of Agronomy and Biotechnology, China Agricultural University, No 2 Yuanmingyuan West Road, Haidian District, Beijing 100193, China
| | - Yushi Zhang
- State Key Laboratory of Plant Environmental Resilience, Engineering Research Center of Plant Growth Regulator, Ministry of Education, College of Agronomy and Biotechnology, China Agricultural University, No 2 Yuanmingyuan West Road, Haidian District, Beijing 100193, China
| | - Fei Yi
- State Key Laboratory of Plant Environmental Resilience, Engineering Research Center of Plant Growth Regulator, Ministry of Education, College of Agronomy and Biotechnology, China Agricultural University, No 2 Yuanmingyuan West Road, Haidian District, Beijing 100193, China
| | - Zhaohu Li
- State Key Laboratory of Plant Environmental Resilience, Engineering Research Center of Plant Growth Regulator, Ministry of Education, College of Agronomy and Biotechnology, China Agricultural University, No 2 Yuanmingyuan West Road, Haidian District, Beijing 100193, China
| | - Mingcai Zhang
- State Key Laboratory of Plant Environmental Resilience, Engineering Research Center of Plant Growth Regulator, Ministry of Education, College of Agronomy and Biotechnology, China Agricultural University, No 2 Yuanmingyuan West Road, Haidian District, Beijing 100193, China
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Guo P, Yang Q, Wang Y, Yang Z, Xie Q, Chen G, Chen X, Hu Z. Overexpression of SlPRE3 alters the plant morphologies in Solanum lycopersicum. PLANT CELL REPORTS 2023; 42:1907-1925. [PMID: 37776371 DOI: 10.1007/s00299-023-03070-1] [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: 07/27/2023] [Accepted: 09/11/2023] [Indexed: 10/02/2023]
Abstract
KEY MESSAGE Overexpression of SlPRE3 is detrimental to the photosynthesis and alters plant morphology and root development. SlPRE3 interacts with SlAIF1/SlAIF2/SlPAR1/SlIBH1 to regulate cell expansion. Basic helix-loop-helix (bHLH) transcription factors play crucial roles as regulators in plant growth and development. In this study, we isolated and characterized SlPRE3, an atypical bHLH transcription factor gene. SlPRE3 exhibited predominant expression in the root and moderate expression in the senescent leaves. Comparative analysis with the wild type revealed significant differences in plant morphology in the 35S:SlPRE3 lines. These differences included increased internode length, rolling leaves with reduced chlorophyll accumulation, and elongated yet fewer adventitious roots. Additionally, 35S:SlPRE3 lines displayed elevated levels of GA3 (gibberellin A3) and reduced starch accumulation. Furthermore, utilizing the Y2H (Yeast two-hybrid) and the BiFC (Bimolecular Fluorescent Complimentary) techniques, we identified physical interactions between SlPRE3 and SlAIF1 (ATBS1-interacting factor 1)/SlAIF2 (ATBS1-interacting factor 2)/SlPAR1 (PHYTOCHROME RAPIDLY REGULATED 1)/SlIBH1 (ILI1-binding bHLH 1). RNA-seq analysis of root tissues revealed significant alterations in transcript levels of genes involved in gibberellin metabolism and signal transduction, cell expansion, and root development. In summary, our study sheds light on the crucial regulatory role of SlPRE3 in determining plant morphology and root development.
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Affiliation(s)
- Pengyu Guo
- Laboratory of Molecular Biology of Tomato, Bioengineering College, Chongqing University, Room 521, Campus B, 174 Shapingba Main Street, Chongqing, 400044, People's Republic of China
| | - Qingling Yang
- Laboratory of Molecular Biology of Tomato, Bioengineering College, Chongqing University, Room 521, Campus B, 174 Shapingba Main Street, Chongqing, 400044, People's Republic of China
| | - Yunshu Wang
- Laboratory of Molecular Biology of Tomato, Bioengineering College, Chongqing University, Room 521, Campus B, 174 Shapingba Main Street, Chongqing, 400044, People's Republic of China
| | - Zhijie Yang
- Laboratory of Molecular Biology of Tomato, Bioengineering College, Chongqing University, Room 521, Campus B, 174 Shapingba Main Street, Chongqing, 400044, People's Republic of China
| | - Qiaoli Xie
- Laboratory of Molecular Biology of Tomato, Bioengineering College, Chongqing University, Room 521, Campus B, 174 Shapingba Main Street, Chongqing, 400044, People's Republic of China
| | - Guoping Chen
- Laboratory of Molecular Biology of Tomato, Bioengineering College, Chongqing University, Room 521, Campus B, 174 Shapingba Main Street, Chongqing, 400044, People's Republic of China
| | - Xuqing Chen
- Institute of Grassland, Flowers and Ecology, Beijing Academy of Agriculture and Forestry Sciences, 11 Shuguanghuayuan Middle Road, Haidian, Beijing, 100097, People's Republic of China.
| | - Zongli Hu
- Laboratory of Molecular Biology of Tomato, Bioengineering College, Chongqing University, Room 521, Campus B, 174 Shapingba Main Street, Chongqing, 400044, People's Republic of China.
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Jiang L, Li R, Yang J, Yao Z, Cao S. Ethylene response factor ERF022 is involved in regulating Arabidopsis root growth. PLANT MOLECULAR BIOLOGY 2023; 113:1-17. [PMID: 37553544 DOI: 10.1007/s11103-023-01373-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/06/2023] [Accepted: 07/05/2023] [Indexed: 08/10/2023]
Abstract
Ethylene response factors (ERFs) are involved in the regulation of plant development processes and stress responses. In this study, we provide evidence for the role of ERF022, a member of the ERF transcription factor group III, in regulating Arabidopsis root growth. We found that ERF022-loss-of-function mutants exhibited increased primary root length and lateral root numbers, and also morphological growth advantages compared to wild-type. Further studies showed that mutants had enhanced cell size in length in the root elongation zones. These results were accompanied by significant increase in the expression of cell elongation and cell wall expansion related genes SAUR10, GASA14, LRX2, XTH19 in mutants. Moreover, ERF022-mediated root growth was associated with the enhanced endogenous auxin and gibberellins levels. Our results suggest that loss-of-function of ERF022 up-regulated the expression of cell elongation and cell wall related genes through auxin and gibberellins signal in the regulation of root growth. Unexpectedly, ERF022 overexpression lines also showed longer primary roots and more lateral roots compared to wild-type, and had longer root apical meristematic zone with increased cell numbers. Overexpression of ERF022 significantly up-regulated cell proliferation, organ growth and auxin biosynthesis genes EXO, HB2, GALK2, LBD26, YUC5, which contribute to enhanced root growth. Altogether, our results provide genetic evidence that ERF022 plays an important role in regulating root growth in Arabidopsis thaliana.
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Affiliation(s)
- Li Jiang
- School of Food and Biological Engineering, Hefei University of Technology, Hefei, 230009, China.
| | - Ruyin Li
- School of Food and Biological Engineering, Hefei University of Technology, Hefei, 230009, China
| | - Juan Yang
- School of Food and Biological Engineering, Hefei University of Technology, Hefei, 230009, China
| | - Zhicheng Yao
- School of Food and Biological Engineering, Hefei University of Technology, Hefei, 230009, China
| | - Shuqing Cao
- School of Food and Biological Engineering, Hefei University of Technology, Hefei, 230009, China
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Zhang M, Wang F, Hu Z, Wang X, Yi Q, Feng J, Zhao X, Zhu S. CcRR5 interacts with CcRR14 and CcSnRK2s to regulate the root development in citrus. FRONTIERS IN PLANT SCIENCE 2023; 14:1170825. [PMID: 37139114 PMCID: PMC10150009 DOI: 10.3389/fpls.2023.1170825] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 02/21/2023] [Accepted: 03/27/2023] [Indexed: 05/05/2023]
Abstract
Response regulator (RR) is an important component of the cytokinin (CK) signal transduction system associated with root development and stress resistance in model plants. However, the function of RR gene and the molecular mechanism on regulating the root development in woody plants such as citrus remain unclear. Here, we demonstrate that CcRR5, a member of the type A RR, regulates the morphogenesis of root through interacting with CcRR14 and CcSnRK2s in citrus. CcRR5 is mainly expressed in root tips and young leaves. The activity of CcRR5 promoter triggered by CcRR14 was proved with transient expression assay. Seven SnRK2 family members with highly conserved domains were identified in citrus. Among them, CcSnRK2.3, CcSnRK2.6, CcSnRK2.7, and CcSnRK2.8 can interact with CcRR5 and CcRR14. Phenotypic analysis of CcRR5 overexpressed transgenic citrus plants indicated that the transcription level of CcRR5 was associated with root length and lateral root numbers. This was also correlated to the expression of root-related genes and thus confirmed that CcRR5 is involved in the root development. Taken together, the results of this study indicate that CcRR5 is a positive regulator of root growth and CcRR14 directly regulates the expression of CcRR5. Both CcRR5 and CcRR14 can interact with CcSnRK2s.
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Affiliation(s)
- Manman Zhang
- Citrus Research Institute, Southwest University, Chongqing, China
- National Citrus Engineering Research Center, Southwest University, Chongqing, China
| | - Fusheng Wang
- Citrus Research Institute, Southwest University, Chongqing, China
- National Citrus Engineering Research Center, Southwest University, Chongqing, China
| | - Zhou Hu
- Citrus Research Institute, Southwest University, Chongqing, China
- National Citrus Engineering Research Center, Southwest University, Chongqing, China
| | - Xiaoli Wang
- Citrus Research Institute, Southwest University, Chongqing, China
- National Citrus Engineering Research Center, Southwest University, Chongqing, China
| | - Qian Yi
- Citrus Research Institute, Southwest University, Chongqing, China
- National Citrus Engineering Research Center, Southwest University, Chongqing, China
| | - Jipeng Feng
- Citrus Research Institute, Southwest University, Chongqing, China
- National Citrus Engineering Research Center, Southwest University, Chongqing, China
| | - Xiaochun Zhao
- Citrus Research Institute, Southwest University, Chongqing, China
- National Citrus Engineering Research Center, Southwest University, Chongqing, China
- *Correspondence: Xiaochun Zhao, ; Shiping Zhu,
| | - Shiping Zhu
- Citrus Research Institute, Southwest University, Chongqing, China
- National Citrus Engineering Research Center, Southwest University, Chongqing, China
- *Correspondence: Xiaochun Zhao, ; Shiping Zhu,
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