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Jamra G, Ghosh S, Singh N, Tripathy MK, Aggarwal A, Singh RDR, Srivastava AK, Kumar A, Pandey GK. Ectopic overexpression of Eleusine coracana CAX3 confers tolerance to metal and ion stress in yeast and Arabidopsis. PLANT PHYSIOLOGY AND BIOCHEMISTRY : PPB 2024; 211:108613. [PMID: 38696868 DOI: 10.1016/j.plaphy.2024.108613] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/12/2023] [Revised: 01/22/2024] [Accepted: 04/05/2024] [Indexed: 05/04/2024]
Abstract
Ionic and metal toxicity in plants is still a global problem for the environment, agricultural productivity and ultimately poses human health threats when these metal ions accumulate in edible organs of plants. Metal and ion transport from cytosol to the vacuole is considered an important component of metal and ion tolerance and a plant's potential utility in phytoremediation. Finger millet (Eleusine coracana) is an orphan crop but has prominent nutritional value in comparison to other cereals. Previous transcriptomic studies suggested that one of the calcium/proton exchanger (EcCAX3) is strongly upregulated during different developmental stages of spikes development in plant. This finding led us to speculate that high calcium accumulation in the grain might be because of CAX3 function. Moreover, phylogenetic analysis shows that EcCAX3 is more closely related to foxtail millet, sorghum and rice CAX3 protein. To decipher the functional role of EcCAX3, we have adopted complementation of yeast triple mutant K677 (Δpmc1Δvcx1Δcnb1), which has defective calcium transport machinery. Furthermore, metal tolerance assay shows that EcCAX3 expression conferred tolerance to different metal stresses in yeast. The gain-of-function study suggests that EcCAX3 overexpressing Arabidopsis plants shows better tolerance to higher concentration of different metal ions as compared to wild type Col-0 plants. EcCAX3-overexpression transgenic lines exhibits abundance of metal transporters and cation exchanger transporter transcripts under metal stress conditions. Furthermore, EcCAX3-overexpression lines have higher accumulation of macro- and micro-elements under different metal stress. Overall, this finding highlights the functional role of EcCAX3 in the regulation of metal and ion homeostasis and this could be potentially utilized to engineer metal fortification and generation of stress tolerant crops in near future.
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Affiliation(s)
- Gautam Jamra
- Dept. of Plant Molecular Biology, University of Delhi South Campus, New Delhi, 110021, India; Dept. of Molecular Biology and Genetic Engineering, GBPUAT, Pantnagar Uttarakhand, 263145, India
| | - Soma Ghosh
- Dept. of Plant Molecular Biology, University of Delhi South Campus, New Delhi, 110021, India
| | - Nidhi Singh
- Dept. of Plant Molecular Biology, University of Delhi South Campus, New Delhi, 110021, India
| | - Manas Kumar Tripathy
- Dept. of Plant Molecular Biology, University of Delhi South Campus, New Delhi, 110021, India
| | - Aparna Aggarwal
- Dept. of Molecular Biology and Genetic Engineering, GBPUAT, Pantnagar Uttarakhand, 263145, India
| | - Reema Devi Rajan Singh
- Nuclear Agriculture and Biotechnology Division, Bhabha Atomic Research Centre, Mumbai, 400085, India
| | - Ashish Kumar Srivastava
- Nuclear Agriculture and Biotechnology Division, Bhabha Atomic Research Centre, Mumbai, 400085, India
| | - Anil Kumar
- Dept. of Plant Molecular Biology, University of Delhi South Campus, New Delhi, 110021, India; Dept. of Molecular Biology and Genetic Engineering, GBPUAT, Pantnagar Uttarakhand, 263145, India; Director Education, Rani Lakshmi Bai Central Agriculture University, Jhansi, NH-75, Near Pahuj Dam, Gwalior Road, Jhansi, Uttar Pradesh, 284003, India.
| | - Girdhar K Pandey
- Dept. of Plant Molecular Biology, University of Delhi South Campus, New Delhi, 110021, India.
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Ma J, Ren J, Yuan X, Yuan M, Zhang D, Li C, Zeng Q, Wu J, Han D, Jiang L. Genome-wide association study reveals the genetic variation and candidate gene for grain calcium content in bread wheat. PLANT CELL REPORTS 2023:10.1007/s00299-023-03036-3. [PMID: 37227494 DOI: 10.1007/s00299-023-03036-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Subscribe] [Scholar Register] [Received: 04/04/2023] [Accepted: 05/16/2023] [Indexed: 05/26/2023]
Abstract
KEY MESSAGE This study provides important information on the genetic basis of GCaC in wheat, thus contributing to breeding efforts to improve the nutrient quality of wheat. Calcium (Ca) plays important roles in the human body. Wheat grain provides the main diet for billions of people worldwide but is low in Ca content. Here, grain Ca content (GCaC) of 471 wheat accessions was determined in four field environments. A genome-wide association study (GWAS) was performed to reveal the genetic basis of GCaC using the phenotypic data form four environments and a wheat 660 K single nucleotide polymorphism (SNP) array. Twelve quantitative trait locus (QTLs) for GCaC were identified on chromosomes 1A, 1D, 2A, 3B, 6A, 6D, 7A, and 7D, which was significant in at least two environments. Haplotype analysis revealed that the phenotypic difference between the haplotypes of TraesCS6D01G399100 was significant (P ≤ 0.05) across four environments, suggesting it as an important candidate gene for GCaC. This research enhances our understanding of the genetic architecture of GCaC for further improving the nutrient quality of wheat.
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Affiliation(s)
- Jianhui Ma
- College of Life Science, Henan Normal University, Xinxiang, 453007, Henan, China.
| | - Jingjie Ren
- College of Life Science, Henan Normal University, Xinxiang, 453007, Henan, China
| | - Xuqing Yuan
- College of Life Science, Henan Normal University, Xinxiang, 453007, Henan, China
| | - Meng Yuan
- College of Life Science, Henan Normal University, Xinxiang, 453007, Henan, China
- State Key Laboratory of Crop Stress Biology in Arid Areas, Northwest A&F University, Yangling, Xianyang, 712100, Shanxi, China
| | - Daijing Zhang
- College of Life Science, Henan Normal University, Xinxiang, 453007, Henan, China
| | - Chunxi Li
- College of Life Science, Henan Normal University, Xinxiang, 453007, Henan, China
| | - Qingdong Zeng
- State Key Laboratory of Crop Stress Biology in Arid Areas, Northwest A&F University, Yangling, Xianyang, 712100, Shanxi, China
| | - Jianhui Wu
- State Key Laboratory of Crop Stress Biology in Arid Areas, Northwest A&F University, Yangling, Xianyang, 712100, Shanxi, China
| | - Dejun Han
- State Key Laboratory of Crop Stress Biology in Arid Areas, Northwest A&F University, Yangling, Xianyang, 712100, Shanxi, China.
| | - Lina Jiang
- College of Life Science, Henan Normal University, Xinxiang, 453007, Henan, China.
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Shi X, Zhou Z, Li W, Qin M, Yang P, Hou J, Huang F, Lei Z, Wu Z, Wang J. Genome-wide association study reveals the genetic architecture for calcium accumulation in grains of hexaploid wheat (Triticum aestivum L.). BMC PLANT BIOLOGY 2022; 22:229. [PMID: 35508960 PMCID: PMC9066855 DOI: 10.1186/s12870-022-03602-z] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/22/2021] [Accepted: 04/15/2022] [Indexed: 05/31/2023]
Abstract
BACKGROUND Hexaploid wheat (Triticum aestivum L.) is a leading cereal crop worldwide. Understanding the mechanism of calcium (Ca) accumulation in wheat is important to reduce the risk of human micronutrient deficiencies. However, the mechanisms of Ca accumulation in wheat grain are only partly understood. RESULTS Here, a genome-wide association study (GWAS) was performed to dissect the genetic basis of Ca accumulation in wheat grain using an association population consisting of 207 varieties, with phenotypic data from three locations. In total, 11 non-redundant genetic loci associated with Ca concentration were identified and they explained, on average, 9.61-26.93% of the phenotypic variation. Cultivars containing more superior alleles had increased grain Ca concentrations. Notably, four non-redundant loci were mutually verified by different statistical models in at least two environments, indicating their stability across different environments. Four putative candidate genes linked to Ca accumulation were revealed from the stable genetic loci. Among them, two genes, associated with the stable genetic loci on chromosomes 4A (AX-108912427) and 3B (AX-110922471), encode the subunits of V-type Proton ATPase (TraesCS4A02G428900 and TraesCS3B02G241000), which annotated as the typical generators of a proton gradient that might be involved in Ca homeostasis in wheat grain. CONCLUSION To identify genetic loci associated with Ca accumulation, we conducted GWAS on Ca concentrations and detected 11 genetic loci; whereas four genetic loci were stable across different environments. A genetic loci hot spot exists at the end of chromosome 4A and associated with the putative candidate gene TraesCS4A02G428900. The candidate gene TraesCS4A02G428900 encodes V-type proton ATPase subunit e and highly expressed in wheat grains, and it possibly involved in Ca accumulation. This study increases our understanding of the genetic architecture of Ca accumulation in wheat grains, which is potentially helpful for wheat Ca biofortification pyramid breeding.
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Affiliation(s)
- Xia Shi
- Henan Institute of Crop Molecular Breeding, Henan Academy of Agricultural Sciences, Zhengzhou, 450002, China
| | - Zhengfu Zhou
- Henan Institute of Crop Molecular Breeding, Henan Academy of Agricultural Sciences, Zhengzhou, 450002, China
| | - Wenxu Li
- Henan Institute of Crop Molecular Breeding, Henan Academy of Agricultural Sciences, Zhengzhou, 450002, China
| | - Maomao Qin
- Henan Institute of Crop Molecular Breeding, Henan Academy of Agricultural Sciences, Zhengzhou, 450002, China
| | - Pan Yang
- Henan Institute of Crop Molecular Breeding, Henan Academy of Agricultural Sciences, Zhengzhou, 450002, China
| | - Jinna Hou
- Henan Institute of Crop Molecular Breeding, Henan Academy of Agricultural Sciences, Zhengzhou, 450002, China
| | - Fangfang Huang
- College of Life Sciences, Henan Agricultural University, Zhengzhou, 450002, China
| | - Zhensheng Lei
- Henan Institute of Crop Molecular Breeding, Henan Academy of Agricultural Sciences, Zhengzhou, 450002, China.
- The Shennong Laboratory, Zhengzhou, 450002, Henan, China.
- College of Chemistry and Environment Engineering, Pingdingshan University, Pingdingshan, 467000, China.
| | - Zhengqing Wu
- Henan Institute of Crop Molecular Breeding, Henan Academy of Agricultural Sciences, Zhengzhou, 450002, China.
| | - Jiansheng Wang
- College of Chemistry and Environment Engineering, Pingdingshan University, Pingdingshan, 467000, China.
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Jamra G, Agarwal A, Singh N, Sanyal SK, Kumar A, Pandey GK. Ectopic expression of finger millet calmodulin confers drought and salinity tolerance in Arabidopsis thaliana. PLANT CELL REPORTS 2021; 40:2205-2223. [PMID: 34250550 DOI: 10.1007/s00299-021-02743-z] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/04/2021] [Accepted: 06/24/2021] [Indexed: 06/13/2023]
Abstract
Overexpression of finger millet calmodulin imparts drought and salt tolerance in plants. Drought and salinity are major environmental stresses which affect crop productivity and therefore are major hindrance in feeding growing population world-wide. Calcium (Ca2+) signaling plays a crucial role during the plant's response to these stress stimuli. Calmodulin (CaM), a crucial Ca2+sensor, is involved in transducing the signal downstream in various physiological, developmental and stress responses by modulating a plethora of target proteins. The role of CaM has been well established in the model plant Arabidopsis thaliana for regulating various developmental processes, stress signaling and ion transport. In the current study, we investigate the CaM of Eleusine coracana (common name finger millet, known especially for its drought tolerance and superior Ca2+ content). In-silico analysis showed that Eleusine CaM (EcCaM) has greater similarity to rice CaM as compared to Arabidopsis CaM due to the presence of highly conserved four EF-hand domains. To decipher the in-planta function of EcCaM, we have adopted the gain-of-function approach by generating the 35S::EcCaM over-expression transgenic in Arabidopsis. Overexpression of EcCaM in Arabidopsis makes the plant tolerant to polyethylene glycol (PEG) induced drought and salt stress (NaCl) as demonstrated by post-germination based phenotypic assay, ion leakage, MDA and proline estimation, ROS detection under stressed and normal conditions. Moreover, EcCaM overexpression leads to hypersensitivity toward exogenously applied ABA at the seed germination stage. These findings reveal that EcCaM mediates tolerance to drought and salinity stress. Also, our results indicate that EcCaM is involved in modulating ABA signaling. Summarizing our results, we report for the first time that EcCaM is involved in modulating plants response to stress and this information can be used for the generation of future-ready crops that can tolerate a wide range of abiotic stresses.
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Affiliation(s)
- Gautam Jamra
- Department of Molecular Biology and Genetic Engineering, GBPUA&T, Pantnagar, Uttarakhand, India
- Lab No. 302, Department of Plant Molecular Biology, University of Delhi South Campus, Benito Juarez Marg, South Campus, South Moti Bagh, Dhaula Kuan, New Delhi, 110021, India
| | - Aparna Agarwal
- Department of Molecular Biology and Genetic Engineering, GBPUA&T, Pantnagar, Uttarakhand, India
| | - Nidhi Singh
- Lab No. 302, Department of Plant Molecular Biology, University of Delhi South Campus, Benito Juarez Marg, South Campus, South Moti Bagh, Dhaula Kuan, New Delhi, 110021, India
| | - Sibaji K Sanyal
- Lab No. 302, Department of Plant Molecular Biology, University of Delhi South Campus, Benito Juarez Marg, South Campus, South Moti Bagh, Dhaula Kuan, New Delhi, 110021, India
| | - Anil Kumar
- Department of Molecular Biology and Genetic Engineering, GBPUA&T, Pantnagar, Uttarakhand, India.
- Rani Lakshmi Bai Central Agriculture University, NH-75, Near Pahuj Dam, Gwalior Road, Jhansi, 284003, Uttar Pradesh, India.
| | - Girdhar K Pandey
- Lab No. 302, Department of Plant Molecular Biology, University of Delhi South Campus, Benito Juarez Marg, South Campus, South Moti Bagh, Dhaula Kuan, New Delhi, 110021, India.
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Maharajan T, Antony Ceasar S, Ajeesh Krishna TP, Ignacimuthu S. Finger Millet [Eleusine coracana (L.) Gaertn]: An Orphan Crop With a Potential to Alleviate the Calcium Deficiency in the Semi-arid Tropics of Asia and Africa. FRONTIERS IN SUSTAINABLE FOOD SYSTEMS 2021. [DOI: 10.3389/fsufs.2021.684447] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/18/2023] Open
Abstract
Finger millet plays a vital role in the food and nutritional security of many people in developing countries particularly in Asia and Africa. It is a staple food for poor people in many regions of Asian (India, China, Nepal, and Sri Lanka etc.) and African (South Africa, Ethiopia, Kenya, Uganda, and Nigeria etc.) countries. Finger millet contains nutrient rich components such as dietary fibers, minerals, vitamins, and phytochemicals that include phenolic compounds with several potential health benefits. Calcium (Ca) is an important macronutrient for healthy life of plants, humans and animals. It plays an indispensable role in structure and signaling and its deficiency causes low bone density, osteoporosis, colon cancer etc. Finger millet grains contain exceptionally higher amount of Ca (>300 mg/100 g) when compared to other major cereals. Ca transporter and sensor family genes are involved in the uptake, transport and accumulation of Ca. Understanding the molecular mechanisms of Ca transporter and sensor family genes is important for growth, development and seed fortification in finger millet. Expression analysis of Ca transporter and sensor family genes has been carried out in various tissues of finger millet. Only a very little research work has been done to understand the Ca accumulation in the grains of finger millet. In this review, we discuss the nutritional importance and health benefits of finger millet. We discuss the studies on Ca sensor, accumulation and transport genes that help to improve the grains of finger millet with special reference to Ca. Improved Ca content in finger millet may help to alleviate the Ca deficiency throughout the world particularly in the semi-arid tropics of Asia and Africa.
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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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Ceasar SA. Genome-wide Identification and in silico Analysis of PHT1 Family Genes and Proteins in Setaria viridis: The Best Model to Study Nutrient Transport in Millets. THE PLANT GENOME 2019; 12:180019. [PMID: 30951094 DOI: 10.3835/plantgenome2018.04.0019] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/09/2023]
Abstract
Millets are small-seeded cereals predominantly cultivated and consumed by millions of poor people living in developing countries in Asia and Africa. Limited availability of genomic resources hinders studies of nutrient transport in millets. Two species, foxtail millet [ (L.) P. Beauv.] and its wild relative green foxtail [ (L.) P. Beauv.], are considered to be suitable models to study the genomics of other millets. Understanding the nutrient mobilization of millets is essential for improving nutrient use efficiency and biofortification in millets and other cereal crops. Millets are adapted for low-input agriculture, so understanding and improving the phosphate use efficiency of these plants is important because (i) subsistence farmers cannot afford to buy expensive phosphate fertilizers and (ii) the phosphate rock used for phosphate fertilizer production is depleting quickly. In this minireview, I discuss various studies on nutrient transport in millets and highlight phosphate transport studies. I report the identification and phylogenetic and multiple sequence analyses of 12 PHosphate Transporter1 (PHT1) family genes and proteins of green foxtail for the first time. With the exception of PHT1;5, all other green foxtail PHT1 transporters are closely clustered with foxtail millet PHT1 transporters. The multiple sequence analysis of SvPHT1s revealed that the key residues involved in phosphate and H-binding and transport are well conserved, as in other PHT1 transporters. Efforts need to be undertaken to understand and improve phosphate uptake and utilization in millets to strengthen food security in the developing world.
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Sudhakar Reddy P, Dhaware MG, Srinivas Reddy D, Pradeep Reddy B, Divya K, Sharma KK, Bhatnagar-Mathur P. Comprehensive evaluation of candidate reference genes for real-time quantitative PCR (RT-qPCR) data normalization in nutri-cereal finger millet [Eleusine Coracana (L.)]. PLoS One 2018; 13:e0205668. [PMID: 30321245 PMCID: PMC6188778 DOI: 10.1371/journal.pone.0205668] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/04/2018] [Accepted: 09/30/2018] [Indexed: 11/19/2022] Open
Abstract
Finger millet (Eleusine coracana L.) is an annual herbaceous self-pollinating C4 cereal crop of the arid and semi-arid regions of the world. Finger millet is a food security crop proven to have resilience to changing climate and scores very high in nutrition. In the current study, we have assessed sixteen candidate reference genes for their appropriateness for the normalization studies in finger millet subjected to experimental regimes and treatments. Ten candidate reference genes (GAPDH, β-TUB, CYP, EIF4α, TIP41, UBC, G6PD, S24, MACP and MDH) were cloned and six (ACT, ELF1α, PP2A, PT, S21 and TFIID) were mined from the NCBI database as well as from the literature. Expression stability ranking of the finger millet reference genes was validated using four different statistical tools i.e., geNorm, NormFinder, BestKeeper, ΔCt and RefFinder. From the study, we endorse MACP, CYP, EIF4α to be most stable candidate reference genes in all 'tissues', whereas PT, TFIID, MACP ranked high across genotypes, β-TUB, CYP, ELF1α were found to be best under abiotic stresses and 'all samples set'. The study recommends using minimum of two reference genes for RT-qPCR data normalizations in finger millet. All in all, CYP, β-TUB, and EF1α, in combination were found to be best for robust normalizations under most experimental conditions. The best and the least stable genes were validated for confirmation by assessing their appropriateness for normalization studies using EcNAC1 gene. The report provides the first comprehensive list of suitable stable candidate reference genes for nutritional rich cereal finger millet that will be advantageous to gene expression studies in this crop.
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Affiliation(s)
- Palakolanu Sudhakar Reddy
- International Crops Research Institute for the Semi-Arid Tropics (ICRISAT), Patancheru, Hyderabad, Telangana, India
- * E-mail:
| | - Mahamaya G. Dhaware
- International Crops Research Institute for the Semi-Arid Tropics (ICRISAT), Patancheru, Hyderabad, Telangana, India
| | - Dumbala Srinivas Reddy
- International Crops Research Institute for the Semi-Arid Tropics (ICRISAT), Patancheru, Hyderabad, Telangana, India
| | - Bommineni Pradeep Reddy
- International Crops Research Institute for the Semi-Arid Tropics (ICRISAT), Patancheru, Hyderabad, Telangana, India
| | - Kummari Divya
- International Crops Research Institute for the Semi-Arid Tropics (ICRISAT), Patancheru, Hyderabad, Telangana, India
| | - Kiran K. Sharma
- International Crops Research Institute for the Semi-Arid Tropics (ICRISAT), Patancheru, Hyderabad, Telangana, India
| | - Pooja Bhatnagar-Mathur
- International Crops Research Institute for the Semi-Arid Tropics (ICRISAT), Patancheru, Hyderabad, Telangana, India
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Akbar N, Gupta S, Tiwari A, Singh K, Kumar A. Characterization of metabolic network of oxalic acid biosynthesis through RNA seq data analysis of developing spikes of finger millet ( Eleusine coracana ): Deciphering the role of key genes involved in oxalate formation in relation to grain calcium accumulation. Gene 2018; 649:40-49. [DOI: 10.1016/j.gene.2018.01.071] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/01/2017] [Revised: 12/11/2017] [Accepted: 01/22/2018] [Indexed: 01/19/2023]
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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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Molecular characterization of EcCIPK24 gene of finger millet ( Eleusine coracana) for investigating its regulatory role in calcium transport. 3 Biotech 2017; 7:267. [PMID: 28794922 DOI: 10.1007/s13205-017-0874-7] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2017] [Accepted: 07/07/2017] [Indexed: 10/19/2022] Open
Abstract
Finger millet grains contain exceptionally high levels of calcium which is much higher compared to other cereals and millets. Since calcium is an important macronutrient in human diet, it is necessary to explore the molecular basis of calcium accumulation in the seeds of finger millet. CIPK is a calcium sensor gene, having role in activating Ca2+ exchanger protein by interaction with CBL proteins. To know the role of EcCIPK24 gene in seed Ca2+ accumulation, sequence is retrieved from the transcriptome data of two finger millet genotypes GP1 (low Ca2+) and GP45 (high Ca2+), and the expression was determined through qRT-PCR. The higher expression was found in root, shoot, leaf and developing spike tissue of GP45 compared to GP1; structural analysis showed difference of nine SNPs and one extra beta sheet domain as well as differences in vacuolar localization was predicted; besides, the variation in amino acid composition among both the genotypes was also investigated. Molecular modeling and docking studies revealed that both EcCBL4 and EcCBL10 showed strong binding affinity with EcCIPK24 (GP1) compared to EcCIPK24 (GP45). It indicates a genotypic structural variation, which not only affects the affinity but also calcium transport efficiency after interaction of CIPK-CBL with calcium exchanger (EcCAX1b) to pull calcium in the vacuole. Based on the expression and in silico study, it can be suggested that by activating EcCAX1b protein, EcCIPK24 plays an important role in high seed Ca2+ accumulation.
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Puranik S, Kam J, Sahu PP, Yadav R, Srivastava RK, Ojulong H, Yadav R. Harnessing Finger Millet to Combat Calcium Deficiency in Humans: Challenges and Prospects. FRONTIERS IN PLANT SCIENCE 2017; 8:1311. [PMID: 28798761 PMCID: PMC5526919 DOI: 10.3389/fpls.2017.01311] [Citation(s) in RCA: 25] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/17/2017] [Accepted: 07/12/2017] [Indexed: 05/07/2023]
Abstract
Humans require more than 20 mineral elements for healthy body function. Calcium (Ca), one of the essential macromineral, is required in relatively large quantities in the diet for maintaining a sound overall health. Young children, pregnant and nursing women in marginalized and poorest regions of the world, are at highest risk of Ca malnutrition. Elderly population is another group of people most commonly affected by Ca deficiency mainly in the form of osteoporosis and osteopenia. Improved dietary intake of Ca may be the most cost-effective way to meet such deficiencies. Finger millet [Eleusine coracana (L.) Gaertn.], a crop with inherently higher Ca content in its grain, is an excellent candidate for understanding genetic mechanisms associated with Ca accumulation in grain crops. Such knowledge will also contribute toward increasing Ca contents in other staple crops consumed on daily basis using plant-breeding (also known as biofortification) methods. However, developing Ca-biofortified finger millet to reach nutritional acceptability faces various challenges. These include identifying and translating the high grain Ca content to an adequately bioavailable form so as to have a positive impact on Ca malnutrition. In this review, we assess some recent advancements and challenges for enrichment of its Ca value and present possible inter-disciplinary prospects for advancing the actual impact of Ca-biofortified finger millet.
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Affiliation(s)
- Swati Puranik
- Institute of Biological, Environmental and Rural Sciences, Aberystwyth UniversityAberystwyth, United Kingdom
| | - Jason Kam
- Institute of Biological, Environmental and Rural Sciences, Aberystwyth UniversityAberystwyth, United Kingdom
| | - Pranav P. Sahu
- Institute of Biological, Environmental and Rural Sciences, Aberystwyth UniversityAberystwyth, United Kingdom
| | - Rama Yadav
- Institute of Biological, Environmental and Rural Sciences, Aberystwyth UniversityAberystwyth, United Kingdom
| | - Rakesh K. Srivastava
- International Crops Research Institute for the Semi-Arid TropicsPatancheru, India
| | - Henry Ojulong
- International Crops Research Institute for the Semi-Arid TropicsNairobi, Kenya
| | - Rattan Yadav
- Institute of Biological, Environmental and Rural Sciences, Aberystwyth UniversityAberystwyth, United Kingdom
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Hittalmani S, Mahesh HB, Shirke MD, Biradar H, Uday G, Aruna YR, Lohithaswa HC, Mohanrao A. Genome and Transcriptome sequence of Finger millet (Eleusine coracana (L.) Gaertn.) provides insights into drought tolerance and nutraceutical properties. BMC Genomics 2017; 18:465. [PMID: 28619070 PMCID: PMC5472924 DOI: 10.1186/s12864-017-3850-z] [Citation(s) in RCA: 96] [Impact Index Per Article: 13.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2017] [Accepted: 06/07/2017] [Indexed: 12/18/2022] Open
Abstract
Background Finger millet (Eleusine coracana (L.) Gaertn.) is an important staple food crop widely grown in Africa and South Asia. Among the millets, finger millet has high amount of calcium, methionine, tryptophan, fiber, and sulphur containing amino acids. In addition, it has C4 photosynthetic carbon assimilation mechanism, which helps to utilize water and nitrogen efficiently under hot and arid conditions without severely affecting yield. Therefore, development and utilization of genomic resources for genetic improvement of this crop is immensely useful. Results Experimental results from whole genome sequencing and assembling process of ML-365 finger millet cultivar yielded 1196 Mb covering approximately 82% of total estimated genome size. Genome analysis showed the presence of 85,243 genes and one half of the genome is repetitive in nature. The finger millet genome was found to have higher colinearity with foxtail millet and rice as compared to other Poaceae species. Mining of simple sequence repeats (SSRs) yielded abundance of SSRs within the finger millet genome. Functional annotation and mining of transcription factors revealed finger millet genome harbors large number of drought tolerance related genes. Transcriptome analysis of low moisture stress and non-stress samples revealed the identification of several drought-induced candidate genes, which could be used in drought tolerance breeding. Conclusions This genome sequencing effort will strengthen plant breeders for allele discovery, genetic mapping, and identification of candidate genes for agronomically important traits. Availability of genomic resources of finger millet will enhance the novel breeding possibilities to address potential challenges of finger millet improvement. Electronic supplementary material The online version of this article (doi:10.1186/s12864-017-3850-z) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Shailaja Hittalmani
- Marker Assisted Selection Laboratory, Department of Genetics and Plant Breeding, University of Agricultural Sciences, Bengaluru, 560065, India.
| | - H B Mahesh
- Marker Assisted Selection Laboratory, Department of Genetics and Plant Breeding, University of Agricultural Sciences, Bengaluru, 560065, India.
| | | | - Hanamareddy Biradar
- Marker Assisted Selection Laboratory, Department of Genetics and Plant Breeding, University of Agricultural Sciences, Bengaluru, 560065, India
| | - Govindareddy Uday
- Marker Assisted Selection Laboratory, Department of Genetics and Plant Breeding, University of Agricultural Sciences, Bengaluru, 560065, India
| | - Y R Aruna
- Marker Assisted Selection Laboratory, Department of Genetics and Plant Breeding, University of Agricultural Sciences, Bengaluru, 560065, India
| | - H C Lohithaswa
- Department of Genetics and Plant Breeding, College of Agriculture, V. C. Farm, University of Agricultural Sciences, Mandya, 571405, India
| | - A Mohanrao
- Marker Assisted Selection Laboratory, Department of Genetics and Plant Breeding, University of Agricultural Sciences, Bengaluru, 560065, India
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Sharma D, Jamra G, Singh UM, Sood S, Kumar A. Calcium Biofortification: Three Pronged Molecular Approaches for Dissecting Complex Trait of Calcium Nutrition in Finger Millet ( Eleusine coracana) for Devising Strategies of Enrichment of Food Crops. FRONTIERS IN PLANT SCIENCE 2017; 7:2028. [PMID: 28144246 PMCID: PMC5239788 DOI: 10.3389/fpls.2016.02028] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/01/2016] [Accepted: 12/19/2016] [Indexed: 05/07/2023]
Abstract
Calcium is an essential macronutrient for plants and animals and plays an indispensable role in structure and signaling. Low dietary intake of calcium in humans has been epidemiologically linked to various diseases which can have serious health consequences over time. Major staple food-grains are poor source of calcium, however, finger millet [Eleusine coracana (L.) Gaertn.], an orphan crop has an immense potential as a nutritional security crop due to its exceptionally high calcium content. Understanding the existing genetic variation as well as molecular mechanisms underlying the uptake, transport, accumulation of calcium ions (Ca2+) in grains is of utmost importance for development of calcium bio-fortified crops. In this review, we have discussed molecular mechanisms involved in calcium accumulation and transport thoroughly, emphasized the role of molecular breeding, functional genomics and transgenic approaches to understand the intricate mechanism of calcium nutrition in finger millet. The objective is to provide a comprehensive up to date account of molecular mechanisms regulating calcium nutrition and highlight the significance of bio-fortification through identification of potential candidate genes and regulatory elements from finger millet to alleviate calcium malnutrition. Hence, finger millet could be used as a model system for explaining the mechanism of elevated calcium (Ca2+) accumulation in its grains and could pave way for development of nutraceuticals or designer crops.
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Affiliation(s)
- Divya Sharma
- Department of Molecular Biology and Genetic Engineering, College of Basic Sciences and Humanities, Govind Ballabh Pant University of Agriculture and TechnologyPantnagar, India
| | - Gautam Jamra
- Department of Molecular Biology and Genetic Engineering, College of Basic Sciences and Humanities, Govind Ballabh Pant University of Agriculture and TechnologyPantnagar, India
| | - Uma M. Singh
- International Rice Research Institute Division, International Crops Research Institute for the Semi-Arid TropicsPatancheru, India
| | - Salej Sood
- Indian Council of Agricultural Research-Vivekananda Institute of Hill AgricultureAlmora, India
| | - Anil Kumar
- Department of Molecular Biology and Genetic Engineering, College of Basic Sciences and Humanities, Govind Ballabh Pant University of Agriculture and TechnologyPantnagar, India
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Kumar A, Pathak RK, Gupta SM, Gaur VS, Pandey D. Systems Biology for Smart Crops and Agricultural Innovation: Filling the Gaps between Genotype and Phenotype for Complex Traits Linked with Robust Agricultural Productivity and Sustainability. OMICS-A JOURNAL OF INTEGRATIVE BIOLOGY 2016; 19:581-601. [PMID: 26484978 DOI: 10.1089/omi.2015.0106] [Citation(s) in RCA: 63] [Impact Index Per Article: 7.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/21/2022]
Abstract
In recent years, rapid developments in several omics platforms and next generation sequencing technology have generated a huge amount of biological data about plants. Systems biology aims to develop and use well-organized and efficient algorithms, data structure, visualization, and communication tools for the integration of these biological data with the goal of computational modeling and simulation. It studies crop plant systems by systematically perturbing them, checking the gene, protein, and informational pathway responses; integrating these data; and finally, formulating mathematical models that describe the structure of system and its response to individual perturbations. Consequently, systems biology approaches, such as integrative and predictive ones, hold immense potential in understanding of molecular mechanism of agriculturally important complex traits linked to agricultural productivity. This has led to identification of some key genes and proteins involved in networks of pathways involved in input use efficiency, biotic and abiotic stress resistance, photosynthesis efficiency, root, stem and leaf architecture, and nutrient mobilization. The developments in the above fields have made it possible to design smart crops with superior agronomic traits through genetic manipulation of key candidate genes.
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Affiliation(s)
| | - Rajesh Kumar Pathak
- 2 Department of Biotechnology, G. B. Pant Engineering College , Pauri Garhwal-246194, Uttarakhand, India
| | - Sanjay Mohan Gupta
- 3 Molecular Biology and Genetic Engineering Laboratory, Defence Institute of Bio-Energy Research , DRDO, Haldwani, Uttarakhand, India
| | - Vikram Singh Gaur
- 4 College of Agriculture , Waraseoni, Balaghat, Madhya Pradesh, India
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Sood S, Kumar A, Babu BK, Gaur VS, Pandey D, Kant L, Pattnayak A. Gene Discovery and Advances in Finger Millet [ Eleusine coracana (L.) Gaertn.] Genomics-An Important Nutri-Cereal of Future. FRONTIERS IN PLANT SCIENCE 2016; 7:1634. [PMID: 27881984 PMCID: PMC5101212 DOI: 10.3389/fpls.2016.01634] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/14/2016] [Accepted: 10/17/2016] [Indexed: 05/22/2023]
Abstract
The rapid strides in molecular marker technologies followed by genomics, and next generation sequencing advancements in three major crops (rice, maize and wheat) of the world have given opportunities for their use in the orphan, but highly valuable future crops, including finger millet [Eleusine coracana (L.) Gaertn.]. Finger millet has many special agronomic and nutritional characteristics, which make it an indispensable crop in arid, semi-arid, hilly and tribal areas of India and Africa. The crop has proven its adaptability in harsh conditions and has shown resilience to climate change. The adaptability traits of finger millet have shown the advantage over major cereal grains under stress conditions, revealing it as a storehouse of important genomic resources for crop improvement. Although new technologies for genomic studies are now available, progress in identifying and tapping these important alleles or genes is lacking. RAPDs were the default choice for genetic diversity studies in the crop until the last decade, but the subsequent development of SSRs and comparative genomics paved the way for the marker assisted selection in finger millet. Resistance gene homologs from NBS-LRR region of finger millet for blast and sequence variants for nutritional traits from other cereals have been developed and used invariably. Population structure analysis studies exhibit 2-4 sub-populations in the finger millet gene pool with separate grouping of Indian and exotic genotypes. Recently, the omics technologies have been efficiently applied to understand the nutritional variation, drought tolerance and gene mining. Progress has also occurred with respect to transgenics development. This review presents the current biotechnological advancements along with research gaps and future perspective of genomic research in finger millet.
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Affiliation(s)
- Salej Sood
- Indian Council of Agricultural Research, Vivekananda Institute of Hill AgricultureAlmora, India
- *Correspondence: Salej Sood ;
| | - Anil Kumar
- Molecular Biology and Genetic Engineering, Govind Ballabh Pant University of Agriculture and TechnologyPantnagar, India
- Anil Kumar
| | - B. Kalyana Babu
- Indian Council of Agricultural Research, Indian Institute of Oil Palm ResearchPedavegi, India
| | | | - Dinesh Pandey
- Molecular Biology and Genetic Engineering, Govind Ballabh Pant University of Agriculture and TechnologyPantnagar, India
| | - Lakshmi Kant
- Indian Council of Agricultural Research, Vivekananda Institute of Hill AgricultureAlmora, India
| | - Arunava Pattnayak
- Indian Council of Agricultural Research, Vivekananda Institute of Hill AgricultureAlmora, India
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