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Bandyopadhyay T, Swarbreck SM, Jaiswal V, Maurya J, Gupta R, Bentley AR, Griffiths H, Prasad M. GWAS identifies genetic loci underlying nitrogen responsiveness in the climate resilient C 4 model Setaria italica (L.). J Adv Res 2022; 42:249-261. [PMID: 36513416 PMCID: PMC9788950 DOI: 10.1016/j.jare.2022.01.010] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/08/2021] [Revised: 01/21/2022] [Accepted: 01/23/2022] [Indexed: 12/27/2022] Open
Abstract
INTRODUCTION N responsiveness is the capacity to perceive and induce morpho-physiological adaptation to external and internal Nitrogen (N). Crop productivity is propelled by N fertilizer and requires the breeding/selection of cultivars with intrinsically high N responsiveness. This trait has many advantages in being more meaningful in commercial/environmental context, facilitating in-season N management and not being inversely correlated with N availability over processes regulating NUE. Current lack of its understanding at the physio-genetic basis is an impediment to select for cultivars with a predictably high N response. OBJECTIVES To dissect physio-genetic basis of N responsiveness in 142 diverse population of foxtail millet, Setaria italica (L.) by employing contrasting N fertilizer nutrition regimes. METHODS We phenotyped S. italica accessions for major yield related traits under low (N10, N25) and optimal (N100) growth conditions and genotyped them to subsequently perform a genome-wide association study to identify genetic loci associated with nitrogen responsiveness trait. Groups of accessions showing contrasting trait performance and allelic forms of specific linked genetic loci (showing haplotypes) were further accessed for N dependent transcript abundances of their proximal genes. RESULTS Our study show that N dependent yield rise in S. italica is driven by grain number whose responsiveness to N availability is genetically underlined. We identify 22 unique SNP loci strongly associated with this trait out of which six exhibit haplotypes and consistent allelic variation between lines with contrasting N dependent grain number response and panicle architectures. Furthermore, differential transcript abundances of specific genes proximally linked to these SNPs in same lines is indicative of their N dependence in a genotype specific manner. CONCLUSION The study demonstrates the value/ potential of N responsiveness as a selection trait and identifies key genetic components underlying the trait in S. italica. This has major implications for improving crop N sustainability and food security.
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Affiliation(s)
| | - Stéphanie M Swarbreck
- The John Bingham Laboratory, NIAB, 93 Lawrence Weaver Rd, Cambridge CB3 0LE, United Kingdom,Department of Plant Sciences, University of Cambridge, Downing Street, Cambridge CB2 3EA, United Kingdom
| | - Vandana Jaiswal
- CSIR-Institute of Himalayan Bioresource Technology, Palampur, Himachal Pradesh 176061, India
| | - Jyoti Maurya
- National Institute of Plant Genome Research, Aruna Asaf Ali Marg, New Delhi 110067, India
| | - Rajeev Gupta
- Cereal Crops Research Unit, US Department of Agriculture (USDA) Agricultural Research Service (ARS), Fargo, ND, United States,International Crop Research Institute for the Semi -arid Tropics, Patancheru, Hyderabad, Telangana 502324, India
| | - Alison R. Bentley
- The John Bingham Laboratory, NIAB, 93 Lawrence Weaver Rd, Cambridge CB3 0LE, United Kingdom,International Maize and Wheat Improvement Center, Texcoco, México
| | - Howard Griffiths
- Department of Plant Sciences, University of Cambridge, Downing Street, Cambridge CB2 3EA, United Kingdom
| | - Manoj Prasad
- National Institute of Plant Genome Research, Aruna Asaf Ali Marg, New Delhi 110067, India,Corresponding author at: National Institute of Plant Genome Research, Aruna Asaf Ali Marg, New Delhi 110067, India.
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Liu Y, Yang XY, Yao Y, Zhang M, Zhang XJ. Characterization of the complete plastome of Eleusine coracana (Gramineae), an annual crop. MITOCHONDRIAL DNA PART B-RESOURCES 2021; 6:1089-1090. [PMID: 33796750 PMCID: PMC7995814 DOI: 10.1080/23802359.2021.1899874] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 10/31/2022]
Abstract
Eleusine coracana is a hardy crop that can grow in diverse environments. In this study, the complete plastome of E. coracana was determined. The plastome was 135,144 bp in size. It consists of a large single-copy region (80,666 bp), a small single-copy region (12,640 bp), and two inverted repeat regions (20,919 bp). The overall guanine-cytosine (GC) content was 38.2%. A total of 111 unique genes were annotated, including 77 protein-coding genes (PCGs), 30 tRNAs, and 4 rRNAs. Phylogenetic analysis showed that Eleusine was sister to Dactyloctenium.
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Affiliation(s)
- Yuan Liu
- Shandong Provincial Key Laboratory of Plant Stress Research, College of Life Sciences, Shandong Normal University, Jinan, China
| | - Xin-Yan Yang
- Campus Hospital, Taishan University, Tai'an, China
| | - Yan Yao
- Shandong Provincial Key Laboratory of Plant Stress Research, College of Life Sciences, Shandong Normal University, Jinan, China
| | - Meng Zhang
- Shandong Provincial Key Laboratory of Plant Stress Research, College of Life Sciences, Shandong Normal University, Jinan, China
| | - Xue-Jie Zhang
- Shandong Provincial Key Laboratory of Plant Stress Research, College of Life Sciences, Shandong Normal University, Jinan, China
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Sood S, Joshi DC, Chandra AK, Kumar A. Phenomics and genomics of finger millet: current status and future prospects. PLANTA 2019; 250:731-751. [PMID: 30968267 DOI: 10.1007/s00425-019-03159-6] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/26/2018] [Accepted: 04/02/2019] [Indexed: 06/09/2023]
Abstract
Diverse gene pool, advanced plant phenomics and genomics methods enhanced genetic gain and understanding of important agronomic, adaptation and nutritional traits in finger millet. Finger millet (Eleusine coracana L. Gaertn) is an important minor millet for food and nutritional security in semi-arid regions of the world. The crop has wide adaptability and can be grown right from high hills in Himalayan region to coastal plains. It provides food grain as well as palatable straw for cattle, and is fairly climate resilient. The crop has large gene pool with distinct features of both Indian and African germplasm types. Interspecific hybridization between Indian and African germplasm has resulted in greater yield enhancement and disease resistance. The crop has shown numerous advantages over major cereals in terms of stress adaptation, nutritional quality and health benefits. It has indispensable repository of novel genes for the benefits of mankind. Although rapid strides have been made in allele mining in model crops and major cereals, the progress in finger millet genomics is lacking. Comparative genomics have paved the way for the marker-assisted selection, where resistance gene homologues of rice for blast and sequence variants for nutritional traits from other cereals have been invariably used. Transcriptomics studies have provided preliminary understanding of the nutritional variation, drought and salinity tolerance. However, the genetics of many important traits in finger millet is poorly understood and need systematic efforts from biologists across disciplines. Recently, deciphered finger millet genome will enable identification of candidate genes for agronomically and nutritionally important traits. Further, improvement in genome assembly and application of genomic selection as well as genome editing in near future will provide plethora of information and opportunity to understand the genetics of complex traits.
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Affiliation(s)
- Salej Sood
- ICAR-Central Potato Research Institute, Shimla, HP, India.
| | - Dinesh C Joshi
- ICAR-Vivekananda Institute of Hill Agriculture, Almora, Uttarakhand, India
| | - Ajay Kumar Chandra
- GB Pant University of Agricultural Sciences and Technology, Pantnagar, Uttarakhand, India
| | - Anil Kumar
- GB Pant University of Agricultural Sciences and Technology, Pantnagar, Uttarakhand, India.
- Rani Lakshmi Bai Central Agricultural University, Jhanshi, UP, India.
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Antony Ceasar S, Maharajan T, Ajeesh Krishna TP, Ramakrishnan M, Victor Roch G, Satish L, Ignacimuthu S. Finger Millet [ Eleusine coracana (L.) Gaertn.] Improvement: Current Status and Future Interventions of Whole Genome Sequence. FRONTIERS IN PLANT SCIENCE 2018; 9:1054. [PMID: 30083176 PMCID: PMC6064933 DOI: 10.3389/fpls.2018.01054] [Citation(s) in RCA: 22] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/04/2018] [Accepted: 06/28/2018] [Indexed: 05/05/2023]
Abstract
The whole genome sequence (WGS) of the much awaited, nutrient rich and climate resilient crop, finger millet (Eleusine coracana (L.) Gaertn.) has been released recently. While possessing superior mineral nutrients and excellent shelf life as compared to other major cereals, multiploidy nature of the genome and relatively small plantation acreage in less developed countries hampered the genome sequencing of finger millet, disposing it as one of the lastly sequenced genomes in cereals. The genomic information available for this crop is very little when compared to other major cereals like rice, maize and barley. As a result, only a limited number of genetic and genomic studies has been undertaken for the improvement of this crop. Finger millet is known especially for its superior calcium content, but the high-throughput studies are yet to be performed to understand the mechanisms behind calcium transport and grain filling. The WGS of finger millet is expected to help to understand this and other important molecular mechanisms in finger millet, which may be harnessed for the nutrient fortification of other cereals. In this review, we discuss various efforts made so far on the improvement of finger millet including genetic improvement, transcriptome analysis, mapping of quantitative trait loci (QTLs) for traits, etc. We also discuss the pitfalls of modern genetic studies and provide insights for accelerating the finger millet improvement with the interventions of WGS in near future. Advanced genetic and genomic studies aided by WGS may help to improve the finger millet, which will be helpful to strengthen the nutritional security in addition to food security in the developing countries of Asia and Africa.
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Affiliation(s)
- S. Antony Ceasar
- Division of Plant Biotechnology, Entomology Research Institute, Loyola College Chennai, India
- Functional Genomics and Plant Molecular Imaging Lab, University of Liege, Liege, Belgium
- *Correspondence: S. Antony Ceasar, Savarimuthu Ignacimuthu,
| | - T. Maharajan
- Division of Plant Biotechnology, Entomology Research Institute, Loyola College Chennai, India
| | - T. P. Ajeesh Krishna
- Division of Plant Biotechnology, Entomology Research Institute, Loyola College Chennai, India
| | - M. Ramakrishnan
- Division of Plant Biotechnology, Entomology Research Institute, Loyola College Chennai, India
| | - G. Victor Roch
- Division of Plant Biotechnology, Entomology Research Institute, Loyola College Chennai, India
| | - Lakkakula Satish
- Department of Biotechnology Engineering, Ben-Gurion University of the Negev, Beersheba, Israel
- The Jacob Blaustein Institutes for Desert Research, Ben-Gurion University of the Negev, Beersheba, Israel
| | - Savarimuthu Ignacimuthu
- Division of Plant Biotechnology, Entomology Research Institute, Loyola College Chennai, India
- *Correspondence: S. Antony Ceasar, Savarimuthu Ignacimuthu,
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Nadeem F, Ahmad Z, Wang R, Han J, Shen Q, Chang F, Diao X, Zhang F, Li X. Foxtail Millet [ Setaria italica (L.) Beauv.] Grown under Low Nitrogen Shows a Smaller Root System, Enhanced Biomass Accumulation, and Nitrate Transporter Expression. FRONTIERS IN PLANT SCIENCE 2018; 9:205. [PMID: 29520286 PMCID: PMC5826958 DOI: 10.3389/fpls.2018.00205] [Citation(s) in RCA: 26] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/05/2023]
Abstract
Foxtail millet (FM) [Setaria italica (L.) Beauv.] is a grain and forage crop well adapted to nutrient-poor soils. To date little is known how FM adapts to low nitrogen (LN) at the morphological, physiological, and molecular levels. Using the FM variety Yugu1, we found that LN led to lower chlorophyll contents and N concentrations, and higher root/shoot and C/N ratios and N utilization efficiencies under hydroponic culture. Importantly, enhanced biomass accumulation in the root under LN was in contrast to a smaller root system, as indicated by significant decreases in total root length; crown root number and length; and lateral root number, length, and density. Enhanced carbon allocation toward the root was rather for significant increases in average diameter of the LN root, potentially favorable for wider xylem vessels or other anatomical alterations facilitating nutrient transport. Lower levels of IAA and CKs were consistent with a smaller root system and higher levels of GA may promote root thickening under LN. Further, up-regulation of SiNRT1.1, SiNRT2.1, and SiNAR2.1 expression and nitrate influx in the root and that of SiNRT1.11 and SiNRT1.12 expression in the shoot probably favored nitrate uptake and remobilization as a whole. Lastly, more soluble proteins accumulated in the N-deficient root likely as a result of increases of N utilization efficiencies. Such "excessive" protein-N was possibly available for shoot delivery. Thus, FM may preferentially transport carbon toward the root facilitating root thickening/nutrient transport and allocate N toward the shoot maximizing photosynthesis/carbon fixation as a primary adaptive strategy to N limitation.
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Affiliation(s)
- Faisal Nadeem
- Key Laboratory of Plant–Soil Interactions, Ministry of Education, Department of Plant Nutrition, China Agricultural University, Beijing, China
| | - Zeeshan Ahmad
- Key Laboratory of Plant–Soil Interactions, Ministry of Education, Department of Plant Nutrition, China Agricultural University, Beijing, China
| | - Ruifeng Wang
- Key Laboratory of Plant–Soil Interactions, Ministry of Education, Department of Plant Nutrition, China Agricultural University, Beijing, China
| | - Jienan Han
- Key Laboratory of Plant–Soil Interactions, Ministry of Education, Department of Plant Nutrition, China Agricultural University, Beijing, China
| | - Qi Shen
- Key Laboratory of Plant–Soil Interactions, Ministry of Education, Department of Plant Nutrition, China Agricultural University, Beijing, China
| | - Feiran Chang
- Key Laboratory of Plant–Soil Interactions, Ministry of Education, Department of Plant Nutrition, China Agricultural University, Beijing, China
| | - Xianmin Diao
- Institute of Crop Sciences, Chinese Academy of Agricultural Sciences, Beijing, China
| | - Fusuo Zhang
- Key Laboratory of Plant–Soil Interactions, Ministry of Education, Department of Plant Nutrition, China Agricultural University, Beijing, China
| | - Xuexian Li
- Key Laboratory of Plant–Soil Interactions, Ministry of Education, Department of Plant Nutrition, China Agricultural University, Beijing, China
- *Correspondence: Xuexian Li,
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Biosensor-Mediated In Situ Imaging Defines the Availability Period of Assimilatory Glutamine in Maize Seedling Leaves Following Nitrogen Fertilization. NITROGEN 2017. [DOI: 10.3390/nitrogen1010002] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022] Open
Abstract
The amino acid glutamine (Gln) is an important assimilatory intermediate between root-derived inorganic nitrogen (N) (i.e., ammonium) and downstream macromolecules, and is a central regulator in plant N physiology. The timing of Gln accumulation after N uptake by roots has been well characterized. However, the duration of availability of accumulated Gln at a sink tissue has not been well defined. Measuring Gln availability would require temporal measurements of both Gln accumulation and its reciprocal depletion. Furthermore, as Gln varies spatially within a tissue, whole-organ in situ visualization would be valuable. Here, the accumulation and subsequent disappearance of Gln in maize seedling leaves (Zea mays L.) was imaged in situ throughout the 48 h after N application to roots of N-deprived plants. Free Gln was imaged by placing leaves onto agar embedded with bacterial biosensor cells (GlnLux) that emit luminescence in the presence of leaf-derived Gln. Seedling leaves 1, 2, and 3 were imaged simultaneously to measure Gln availability across tissues that potentially vary in N sink strength. The results show that following root N fertilization, free Gln accumulates and then disappears with an availability period of up to 24 h following peak accumulation. The availability period of Gln was similar in all seedling leaves, but the amount of accumulation was leaf specific. As Gln is not only a metabolic intermediate, but also a signaling molecule, the potential importance of regulating its temporal availability within plant tissues is discussed.
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Mid-Season Leaf Glutamine Predicts End-Season Maize Grain Yield and Nitrogen Content in Response to Nitrogen Fertilization under Field Conditions. AGRONOMY-BASEL 2017. [DOI: 10.3390/agronomy7020041] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
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Gupta SM, Arora S, Mirza N, Pande A, Lata C, Puranik S, Kumar J, Kumar A. Finger Millet: A "Certain" Crop for an "Uncertain" Future and a Solution to Food Insecurity and Hidden Hunger under Stressful Environments. FRONTIERS IN PLANT SCIENCE 2017; 8:643. [PMID: 28487720 PMCID: PMC5404511 DOI: 10.3389/fpls.2017.00643] [Citation(s) in RCA: 54] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/23/2016] [Accepted: 04/10/2017] [Indexed: 05/05/2023]
Abstract
Crop growth and productivity has largely been vulnerable to various abiotic and biotic stresses that are only set to be compounded due to global climate change. Therefore developing improved varieties and designing newer approaches for crop improvement against stress tolerance have become a priority now-a-days. However, most of the crop improvement strategies are directed toward staple cereals such as rice, wheat, maize etc., whereas attention on minor cereals such as finger millet [Eleusine coracana (L.) Gaertn.] lags far behind. It is an important staple in several semi-arid and tropical regions of the world with excellent nutraceutical properties as well as ensuring food security in these areas even during harsh environment. This review highlights the importance of finger millet as a model nutraceutical crop. Progress and prospects in genetic manipulation for the development of abiotic and biotic stress tolerant varieties is also discussed. Although limited studies have been conducted for genetic improvement of finger millets, its nutritional significance in providing minerals, calories and protein makes it an ideal model for nutrition-agriculture research. Therefore, improved genetic manipulation of finger millets for resistance to both abiotic and biotic stresses, as well as for enhancing nutrient content will be very effective in millet improvement. Key message: Apart from the excellent nutraceutical value of finger millet, its ability to tolerate various abiotic stresses and resist pathogens make it an excellent model for exploring vast genetic and genomic potential of this crop, which provide us a wide choice for developing strategies for making climate resilient staple crops.
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Affiliation(s)
- Sanjay Mohan Gupta
- Molecular Biology and Genetic Engineering Laboratory, Defence Institute of Bio-Energy Research, Defence Research and Development OrganisationHaldwani, India
| | - Sandeep Arora
- Department of Molecular Biology and Genetic Engineering, College of Basic Sciences and Humanities, G. B. Pant University of Agriculture and TechnologyPantnagar, India
| | - Neelofar Mirza
- Department of Molecular Biology and Genetic Engineering, College of Basic Sciences and Humanities, G. B. Pant University of Agriculture and TechnologyPantnagar, India
| | - Anjali Pande
- Department of Molecular Biology and Genetic Engineering, College of Basic Sciences and Humanities, G. B. Pant University of Agriculture and TechnologyPantnagar, India
| | - Charu Lata
- Council of Scientific and Industrial Research-National Botanical Research InstituteLucknow, India
| | - Swati Puranik
- Institute of Biological, Environmental and Rural Sciences, Aberystwyth UniversityAberystwyth, UK
| | - J. Kumar
- Department of Plant Pathology, College of Agriculture, G. B. Pant University of Agriculture and TechnologyPantnagar, India
| | - Anil Kumar
- Department of Molecular Biology and Genetic Engineering, College of Basic Sciences and Humanities, G. B. Pant University of Agriculture and TechnologyPantnagar, India
- *Correspondence: Anil Kumar,
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Goron TL, Raizada MN. Biosensor-based spatial and developmental mapping of maize leaf glutamine at vein-level resolution in response to different nitrogen rates and uptake/assimilation durations. BMC PLANT BIOLOGY 2016; 16:230. [PMID: 27769186 PMCID: PMC5075184 DOI: 10.1186/s12870-016-0918-x] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 06/21/2016] [Accepted: 10/10/2016] [Indexed: 06/06/2023]
Abstract
BACKGROUND The amino acid glutamine (Gln) is a primary transport form of nitrogen in vasculature following root uptake, critical for the location/timing of growth in maize and other cereals. Analytical chemistry methods do not permit in situ analysis of Gln, including visualization within the vascular network. Their cost and tissue requirement are barriers to exploring the complexity of Gln dynamics. We previously reported a biosensor, GlnLux, which can measure relative Gln levels inexpensively with tiny amounts of tissue. RESULTS Here, maize seedlings were given different N rates for multiple uptake/assimilation durations, after which > 1500 leaf disk extracts were analyzed. A second technique permitted in situ imaging of Gln for all leaves sampled simultaneously. We demonstrate that multifactorial interactions govern Gln accumulation involving position within each leaf (mediolateral/proximodistal), location of leaves along the shoot axis, N rate, and uptake duration. In situ imaging localized Gln in leaf veins for the first time. A novel hypothesis is that leaf Gln may flow along preferential vascular routes, for example in response to mechanical damage or metabolic needs. CONCLUSIONS The GlnLux technology enabled the most detailed map of relative Gln accumulation in any plant, and the first report of in situ Gln at vein-level resolution. The technology might be used with any plant species in a similar manner.
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Affiliation(s)
- Travis L. Goron
- Department of Plant Agriculture, University of Guelph, 50 Stone Road East, Guelph, ON N1G 2W1 Canada
| | - Manish N. Raizada
- Department of Plant Agriculture, University of Guelph, 50 Stone Road East, Guelph, ON N1G 2W1 Canada
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