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Wang B, Gu S, Wang J, Chen B, Wen W, Guo X, Zhao C. Maximizing the Radiation Use Efficiency by Matching the Leaf Area and Leaf Nitrogen Vertical Distributions in a Maize Canopy: A Simulation Study. PLANT PHENOMICS (WASHINGTON, D.C.) 2024; 6:0217. [PMID: 39077120 PMCID: PMC11284131 DOI: 10.34133/plantphenomics.0217] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/30/2023] [Accepted: 06/19/2024] [Indexed: 07/31/2024]
Abstract
The radiation use efficiency (RUE) is one of the most important functional traits determining crop productivity. The coordination of the vertical distribution of light and leaf nitrogen has been proven to be effective in boosting the RUE from both experimental and computational evidence. However, previous simulation studies have primarily assumed that the leaf area is uniformly distributed along the canopy depth, rarely considering the optimization of the leaf area distribution, especially for C4 crops. The present study hypothesizes that the RUE may be maximized by matching the leaf area and leaf nitrogen vertical distributions in the canopy. To test this hypothesis, various virtual maize canopies were generated by combining the leaf inclination angle, vertical leaf area distribution, and vertical leaf nitrogen distribution and were further evaluated by an improved multilayer canopy photosynthesis model. We found that a greater fraction of leaf nitrogen is preferentially allocated to canopy layers with greater leaf areas to maximize the RUE. The coordination of light and nitrogen emerged as a property from the simulations to maximize the RUE in most scenarios, particularly in dense canopies. This study not only facilitates explicit and precise profiling of ideotypes for maximizing the RUE but also represents a primary step toward high-throughput phenotyping and screening of the RUE for massive numbers of inbred lines and cultivars.
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Affiliation(s)
- Baiyan Wang
- Beijing Key Lab of Digital Plant, Information Technology Research Center,
Beijing Academy of Agriculture and Forestry Sciences, Beijing 100097, China
- Nanjing Agricultural University,
MSU Institute, Nanjing 210095, China
| | - Shenghao Gu
- Beijing Key Lab of Digital Plant, Information Technology Research Center,
Beijing Academy of Agriculture and Forestry Sciences, Beijing 100097, China
| | - Junhao Wang
- Beijing Key Lab of Digital Plant, Information Technology Research Center,
Beijing Academy of Agriculture and Forestry Sciences, Beijing 100097, China
- China Agricultural University,
College of Resources and Environmental Sciences, Beijing 100193, China
| | - Bo Chen
- Beijing Key Lab of Digital Plant, Information Technology Research Center,
Beijing Academy of Agriculture and Forestry Sciences, Beijing 100097, China
| | - Weiliang Wen
- Beijing Key Lab of Digital Plant, Information Technology Research Center,
Beijing Academy of Agriculture and Forestry Sciences, Beijing 100097, China
| | - Xinyu Guo
- Beijing Key Lab of Digital Plant, Information Technology Research Center,
Beijing Academy of Agriculture and Forestry Sciences, Beijing 100097, China
| | - Chunjiang Zhao
- Beijing Key Lab of Digital Plant, Information Technology Research Center,
Beijing Academy of Agriculture and Forestry Sciences, Beijing 100097, China
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2
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Li M, Cai Q, Liang Y, Zhao Y, Hao Y, Qin Y, Qiao X, Han Y, Li H. Mapping and Screening of Candidate Gene Regulating the Biomass Yield of Sorghum ( Sorghum bicolor L.). Int J Mol Sci 2024; 25:796. [PMID: 38255870 PMCID: PMC10815252 DOI: 10.3390/ijms25020796] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/10/2023] [Revised: 01/01/2024] [Accepted: 01/03/2024] [Indexed: 01/24/2024] Open
Abstract
Biomass yield is one of the important traits of sorghum, which is greatly affected by leaf morphology. In this study, a lobed-leaf mutant (sblob) was screened and identified, and its F2 inbred segregating line was constructed. Subsequently, MutMap and whole-genome sequencing were employed to identify the candidate gene (sblob1), the locus of which is Sobic.003G010300. Pfam and homologous analysis indicated that sblob1 encodes a Cytochrome P450 protein and plays a crucial role in the plant serotonin/melatonin biosynthesis pathway. Structural and functional changes in the sblob1 protein were elucidated. Hormone measurements revealed that sblob1 regulates both leaf morphology and sorghum biomass through regulation of the melatonin metabolic pathway. These findings provide valuable insights for further research and the enhancement of breeding programs, emphasizing the potential to optimize biomass yield in sorghum cultivation.
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Affiliation(s)
- Mao Li
- Shanxi Key Laboratory of Minor Crops Germplasm Innovation and Molecular Breeding, Shanxi Agricultural University, Taigu, Jinzhong 030800, China; (M.L.); (Q.C.); (Y.L.); (Y.Z.); (Y.H.); (Y.Q.)
- College of Life Sciences, Shanxi Agricultural University, Taigu, Jinzhong 030800, China;
| | - Qizhe Cai
- Shanxi Key Laboratory of Minor Crops Germplasm Innovation and Molecular Breeding, Shanxi Agricultural University, Taigu, Jinzhong 030800, China; (M.L.); (Q.C.); (Y.L.); (Y.Z.); (Y.H.); (Y.Q.)
- College of Agriculture, Shanxi Agricultural University, Taigu, Jinzhong 030800, China
| | - Yinpei Liang
- Shanxi Key Laboratory of Minor Crops Germplasm Innovation and Molecular Breeding, Shanxi Agricultural University, Taigu, Jinzhong 030800, China; (M.L.); (Q.C.); (Y.L.); (Y.Z.); (Y.H.); (Y.Q.)
- College of Agriculture, Shanxi Agricultural University, Taigu, Jinzhong 030800, China
| | - Yaofei Zhao
- Shanxi Key Laboratory of Minor Crops Germplasm Innovation and Molecular Breeding, Shanxi Agricultural University, Taigu, Jinzhong 030800, China; (M.L.); (Q.C.); (Y.L.); (Y.Z.); (Y.H.); (Y.Q.)
- College of Agriculture, Shanxi Agricultural University, Taigu, Jinzhong 030800, China
| | - Yaoshan Hao
- Shanxi Key Laboratory of Minor Crops Germplasm Innovation and Molecular Breeding, Shanxi Agricultural University, Taigu, Jinzhong 030800, China; (M.L.); (Q.C.); (Y.L.); (Y.Z.); (Y.H.); (Y.Q.)
- College of Life Sciences, Shanxi Agricultural University, Taigu, Jinzhong 030800, China;
| | - Yingying Qin
- Shanxi Key Laboratory of Minor Crops Germplasm Innovation and Molecular Breeding, Shanxi Agricultural University, Taigu, Jinzhong 030800, China; (M.L.); (Q.C.); (Y.L.); (Y.Z.); (Y.H.); (Y.Q.)
- College of Life Sciences, Shanxi Agricultural University, Taigu, Jinzhong 030800, China;
| | - Xinrui Qiao
- College of Life Sciences, Shanxi Agricultural University, Taigu, Jinzhong 030800, China;
| | - Yuanhuai Han
- Shanxi Key Laboratory of Minor Crops Germplasm Innovation and Molecular Breeding, Shanxi Agricultural University, Taigu, Jinzhong 030800, China; (M.L.); (Q.C.); (Y.L.); (Y.Z.); (Y.H.); (Y.Q.)
- College of Agriculture, Shanxi Agricultural University, Taigu, Jinzhong 030800, China
| | - Hongying Li
- Shanxi Key Laboratory of Minor Crops Germplasm Innovation and Molecular Breeding, Shanxi Agricultural University, Taigu, Jinzhong 030800, China; (M.L.); (Q.C.); (Y.L.); (Y.Z.); (Y.H.); (Y.Q.)
- College of Agriculture, Shanxi Agricultural University, Taigu, Jinzhong 030800, China
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Takanashi H. Genetic control of morphological traits useful for improving sorghum. BREEDING SCIENCE 2023; 73:57-69. [PMID: 37168813 PMCID: PMC10165342 DOI: 10.1270/jsbbs.22069] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 08/17/2022] [Accepted: 11/14/2022] [Indexed: 05/13/2023]
Abstract
Global climate change and global warming, coupled with the growing population, have raised concerns about sustainable food supply and bioenergy demand. Sorghum [Sorghum bicolor (L.) Moench] ranks fifth among cereals produced worldwide; it is a C4 crop with a higher stress tolerance than other major cereals and has a wide range of uses, such as grains, forage, and biomass. Therefore, sorghum has attracted attention as a promising crop for achieving sustainable development goals (SDGs). In addition, sorghum is a suitable genetic model for C4 grasses because of its high morphological diversity and relatively small genome size compared to other C4 grasses. Although sorghum breeding and genetic studies have lagged compared to other crops such as rice and maize, recent advances in research have identified several genes and many quantitative trait loci (QTLs) that control important agronomic traits in sorghum. This review outlines traits and genetic information with a focus on morphogenetic aspects that may be useful in sorghum breeding for grain and biomass utilization.
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Affiliation(s)
- Hideki Takanashi
- Graduate School of Agricultural and Life Sciences, The University of Tokyo, 1-1-1 Yayoi, Bunkyo-ku, Tokyo 113-8657, Japan
- Corresponding author (e-mail: )
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Shao P, Peng Y, Wu Y, Wang J, Pan Z, Yang Y, Aini N, Guo C, Shui G, Chao L, Tian X, An Q, Yang Q, You C, Lu L, Zhang X, Wang M, Nie X. Genome-wide association study and transcriptome analysis reveal key genes controlling fruit branch angle in cotton. FRONTIERS IN PLANT SCIENCE 2022; 13:988647. [PMID: 36212380 PMCID: PMC9532966 DOI: 10.3389/fpls.2022.988647] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 07/07/2022] [Accepted: 08/22/2022] [Indexed: 06/16/2023]
Abstract
Fruit branch angle (FBA), a pivotal component of cotton plant architecture, is vital for field and mechanical harvesting. However, the molecular mechanism of FBA formation is poorly understood in cotton. To uncover the genetic basis for FBA formation in cotton, we performed a genome-wide association study (GWAS) of 163 cotton accessions with re-sequencing data. A total of 55 SNPs and 18 candidate genes were significantly associated with FBA trait. By combining GWAS and transcriptome analysis, four genes underlying FBA were identified. An FBA-associated candidate gene Ghi_A09G08736, which is homologous to SAUR46 in Arabidopsis thaliana, was detected in our study. In addition, transcriptomic evidence was provided to show that gravity and light were implicated in the FBA formation. This study provides new insights into the genetic architecture of FBA that informs architecture breeding in cotton.
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Affiliation(s)
- Panxia Shao
- Key Laboratory of Oasis Ecology Agricultural of Xinjiang Production and Construction Corps, Agricultural College, Shihezi University, Shihezi, Xinjiang, China
| | - Yabin Peng
- National Key Laboratory of Crop Genetic Improvement, Hubei Hongshan Laboratory, Huazhong Agricultural University, Wuhan, Hubei, China
| | - Yuanlong Wu
- Key Laboratory of Oasis Ecology Agricultural of Xinjiang Production and Construction Corps, Agricultural College, Shihezi University, Shihezi, Xinjiang, China
| | - Jing Wang
- College of Informatics, Huazhong Agricultural University, Wuhan, Hubei, China
| | - Zhenyuan Pan
- Key Laboratory of Oasis Ecology Agricultural of Xinjiang Production and Construction Corps, Agricultural College, Shihezi University, Shihezi, Xinjiang, China
| | - Yang Yang
- Institute of Nuclear Technology and Biotechnology, Xinjiang Academy of Agricultural Sciences, Urumqi, Xinjiang, China
| | - Nurimanguli Aini
- Key Laboratory of Oasis Ecology Agricultural of Xinjiang Production and Construction Corps, Agricultural College, Shihezi University, Shihezi, Xinjiang, China
| | - Chunping Guo
- Key Laboratory of Oasis Ecology Agricultural of Xinjiang Production and Construction Corps, Agricultural College, Shihezi University, Shihezi, Xinjiang, China
| | - Guangling Shui
- Key Laboratory of Oasis Ecology Agricultural of Xinjiang Production and Construction Corps, Agricultural College, Shihezi University, Shihezi, Xinjiang, China
| | - Lei Chao
- Key Laboratory of Oasis Ecology Agricultural of Xinjiang Production and Construction Corps, Agricultural College, Shihezi University, Shihezi, Xinjiang, China
| | - Xiaomin Tian
- Key Laboratory of Oasis Ecology Agricultural of Xinjiang Production and Construction Corps, Agricultural College, Shihezi University, Shihezi, Xinjiang, China
| | - Qiushuang An
- Key Laboratory of Oasis Ecology Agricultural of Xinjiang Production and Construction Corps, Agricultural College, Shihezi University, Shihezi, Xinjiang, China
| | - Qingyong Yang
- College of Informatics, Huazhong Agricultural University, Wuhan, Hubei, China
| | - Chunyuan You
- National Key Laboratory of Crop Genetic Improvement, Hubei Hongshan Laboratory, Huazhong Agricultural University, Wuhan, Hubei, China
- Cotton Research Institute of the Shihezi Academy of Agriculture Science, Shihezi, Xinjiang, China
| | - Lu Lu
- Key Laboratory of Oasis Ecology Agricultural of Xinjiang Production and Construction Corps, Agricultural College, Shihezi University, Shihezi, Xinjiang, China
| | - Xianlong Zhang
- National Key Laboratory of Crop Genetic Improvement, Hubei Hongshan Laboratory, Huazhong Agricultural University, Wuhan, Hubei, China
| | - Maojun Wang
- National Key Laboratory of Crop Genetic Improvement, Hubei Hongshan Laboratory, Huazhong Agricultural University, Wuhan, Hubei, China
| | - Xinhui Nie
- Key Laboratory of Oasis Ecology Agricultural of Xinjiang Production and Construction Corps, Agricultural College, Shihezi University, Shihezi, Xinjiang, China
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Zhi X, Hammer G, Borrell A, Tao Y, Wu A, Hunt C, van Oosterom E, Massey-Reed SR, Cruickshank A, Potgieter AB, Jordan D, Mace E, George-Jaeggli B. Genetic basis of sorghum leaf width and its potential as a surrogate for transpiration efficiency. TAG. THEORETICAL AND APPLIED GENETICS. THEORETISCHE UND ANGEWANDTE GENETIK 2022; 135:3057-3071. [PMID: 35933636 PMCID: PMC9482571 DOI: 10.1007/s00122-022-04167-z] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/22/2022] [Accepted: 06/27/2022] [Indexed: 06/08/2023]
Abstract
Leaf width was correlated with plant-level transpiration efficiency and associated with 19 QTL in sorghum, suggesting it could be a surrogate for transpiration efficiency in large breeding program. Enhancing plant transpiration efficiency (TE) by reducing transpiration without compromising photosynthesis and yield is a desirable selection target in crop improvement programs. While narrow individual leaf width has been correlated with greater intrinsic water use efficiency in C4 species, the extent to which this translates to greater plant TE has not been investigated. The aims of this study were to evaluate the correlation of leaf width with TE at the whole-plant scale and investigate the genetic control of leaf width in sorghum. Two lysimetry experiments using 16 genotypes varying for stomatal conductance and three field trials using a large sorghum diversity panel (n = 701 lines) were conducted. Negative associations of leaf width with plant TE were found in the lysimetry experiments, suggesting narrow leaves may result in reduced plant transpiration without trade-offs in biomass accumulation. A wide range in width of the largest leaf was found in the sorghum diversity panel with consistent ranking among sorghum races, suggesting that environmental adaptation may have a role in modifying leaf width. Nineteen QTL were identified by genome-wide association studies on leaf width adjusted for flowering time. The QTL identified showed high levels of correspondence with those in maize and rice, suggesting similarities in the genetic control of leaf width across cereals. Three a priori candidate genes for leaf width, previously found to regulate dorsoventrality, were identified based on a 1-cM threshold. This study provides useful physiological and genetic insights for potential manipulation of leaf width to improve plant adaptation to diverse environments.
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Affiliation(s)
- Xiaoyu Zhi
- Queensland Alliance for Agriculture and Food Innovation (QAAFI), Centre for Crop Science, The University of Queensland, Warwick, QLD, Australia.
- Zhengzhou Research Base, State Key Laboratory of Cotton Biology, Institute of Cotton Research of Chinese Academy of Agricultural Sciences, Henan, China.
| | - Graeme Hammer
- Queensland Alliance for Agriculture and Food Innovation (QAAFI), Centre for Crop Science, The University of Queensland, St Lucia, QLD, Australia
| | - Andrew Borrell
- Queensland Alliance for Agriculture and Food Innovation (QAAFI), Centre for Crop Science, The University of Queensland, Warwick, QLD, Australia
| | - Yongfu Tao
- Queensland Alliance for Agriculture and Food Innovation (QAAFI), Centre for Crop Science, The University of Queensland, Warwick, QLD, Australia
| | - Alex Wu
- Queensland Alliance for Agriculture and Food Innovation (QAAFI), Centre for Crop Science, The University of Queensland, St Lucia, QLD, Australia
| | - Colleen Hunt
- Queensland Alliance for Agriculture and Food Innovation (QAAFI), Centre for Crop Science, The University of Queensland, Warwick, QLD, Australia
- Department of Agriculture and Fisheries (DAF), Hermitage Research Facility, Agri-Science Queensland, Warwick, QLD, Australia
| | - Erik van Oosterom
- Queensland Alliance for Agriculture and Food Innovation (QAAFI), Centre for Crop Science, The University of Queensland, St Lucia, QLD, Australia
| | - Sean Reynolds Massey-Reed
- Queensland Alliance for Agriculture and Food Innovation (QAAFI), Centre for Crop Science, The University of Queensland, Warwick, QLD, Australia
| | - Alan Cruickshank
- Department of Agriculture and Fisheries (DAF), Hermitage Research Facility, Agri-Science Queensland, Warwick, QLD, Australia
| | - Andries B Potgieter
- Queensland Alliance for Agriculture and Food Innovation (QAAFI), Centre for Crop Science, The University of Queensland, Gatton, QLD, Australia
| | - David Jordan
- Queensland Alliance for Agriculture and Food Innovation (QAAFI), Centre for Crop Science, The University of Queensland, Warwick, QLD, Australia.
- Department of Agriculture and Fisheries (DAF), Hermitage Research Facility, Agri-Science Queensland, Warwick, QLD, Australia.
| | - Emma Mace
- Queensland Alliance for Agriculture and Food Innovation (QAAFI), Centre for Crop Science, The University of Queensland, Warwick, QLD, Australia.
- Department of Agriculture and Fisheries (DAF), Hermitage Research Facility, Agri-Science Queensland, Warwick, QLD, Australia.
| | - Barbara George-Jaeggli
- Queensland Alliance for Agriculture and Food Innovation (QAAFI), Centre for Crop Science, The University of Queensland, Warwick, QLD, Australia.
- Department of Agriculture and Fisheries (DAF), Hermitage Research Facility, Agri-Science Queensland, Warwick, QLD, Australia.
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