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Backiyalakshmi C, Vetriventhan M, Deshpande S, Babu C, Allan V, Naresh D, Gupta R, Azevedo VCR. Genome-Wide Assessment of Population Structure and Genetic Diversity of the Global Finger Millet Germplasm Panel Conserved at the ICRISAT Genebank. FRONTIERS IN PLANT SCIENCE 2021; 12:692463. [PMID: 34489996 PMCID: PMC8417690 DOI: 10.3389/fpls.2021.692463] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 04/08/2021] [Accepted: 06/16/2021] [Indexed: 06/13/2023]
Abstract
Finger millet [Eleusine coracana (L.) Gaertn.] is an important climate-resilient nutrient-dense crop grown as a staple food grain in Asia and Africa. Utilizing the full potential of the crop mainly depends on an in-depth exploration of the vast diversity in its germplasm. In this study, the global finger millet germplasm diversity panel of 314 accessions was genotyped, using the DArTseq approach to assess genetic diversity and population structure. We obtained 33,884 high-quality single nucleotide polymorphism (SNP) markers on 306 accessions after filtering. Finger millet germplasm showed considerable genetic diversity, and the mean polymorphic information content, gene diversity, and Shannon Index were 0.110, 0.114, and 0.194, respectively. The average genetic distance of the entire set was 0.301 (range 0.040 - 0.450). The accessions of the race elongata (0.326) showed the highest average genetic distance, and the least was in the race plana (0.275); and higher genetic divergence was observed between elongata and vulgaris (0.320), while the least was between compacta and plana (0.281). An average, landrace accessions had higher gene diversity (0.144) and genetic distance (0.299) than the breeding lines (0.117 and 0.267, respectively). A similar average gene diversity was observed in the accessions of Asia (0.132) and Africa (0.129), but Asia had slightly higher genetic distance (0.286) than African accessions (0.276), and the distance between these two regions was 0.327. This was also confirmed by a model-based STRUCTURE analysis, genetic distance-based clustering, and principal coordinate analysis, which revealed two major populations representing Asia and Africa. Analysis of molecular variance suggests that the significant population differentiation was mainly due to within individuals between regions or between populations while races had a negligible impact on population structure. Finger millet diversity is structured based on a geographical region of origin, while the racial structure made negligible contribution to population structure. The information generated from this study can provide greater insights into the population structure and genetic diversity within and among regions and races, and an understanding of genomic-assisted finger millet improvement.
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Affiliation(s)
- C. Backiyalakshmi
- Centre for Plant Breeding and Genetics, Tamil Nadu Agricultural University (TNAU), Coimbatore, India
- International Crops Research Institute for the Semi-Arid Tropics (ICRISAT), Hyderabad, India
| | - Mani Vetriventhan
- International Crops Research Institute for the Semi-Arid Tropics (ICRISAT), Hyderabad, India
| | - Santosh Deshpande
- International Crops Research Institute for the Semi-Arid Tropics (ICRISAT), Hyderabad, India
| | - C. Babu
- Centre for Plant Breeding and Genetics, Tamil Nadu Agricultural University (TNAU), Coimbatore, India
| | - V. Allan
- Centre for Plant Breeding and Genetics, Tamil Nadu Agricultural University (TNAU), Coimbatore, India
| | - D. Naresh
- International Crops Research Institute for the Semi-Arid Tropics (ICRISAT), Hyderabad, India
| | - Rajeev Gupta
- International Crops Research Institute for the Semi-Arid Tropics (ICRISAT), Hyderabad, India
| | - Vania C. R. Azevedo
- International Crops Research Institute for the Semi-Arid Tropics (ICRISAT), Hyderabad, India
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Rodríguez JP, Rahman H, Thushar S, Singh RK. Healthy and Resilient Cereals and Pseudo-Cereals for Marginal Agriculture: Molecular Advances for Improving Nutrient Bioavailability. Front Genet 2020; 11:49. [PMID: 32174958 PMCID: PMC7056906 DOI: 10.3389/fgene.2020.00049] [Citation(s) in RCA: 37] [Impact Index Per Article: 9.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/07/2019] [Accepted: 01/16/2020] [Indexed: 11/13/2022] Open
Abstract
With the ever-increasing world population, an extra 1.5 billion mouths need to be fed by 2050 with continuously dwindling arable land. Hence, it is imperative that extra food come from the marginal lands that are expected to be unsuitable for growing major staple crops under the adverse climate change scenario. Crop diversity provides right alternatives for marginal environments to improve food, feed, and nutritional security. Well-adapted and climate-resilient crops will be the best fit for such a scenario to produce seed and biomass. The minor millets are known for their high nutritional profile and better resilience for several abiotic stresses that make them the suitable crops for arid and salt-affected soils and poor-quality waters. Finger millet (Eleucine coracana) and foxtail millet (Setaria italica), also considered as orphan crops, are highly tolerant grass crop species that grow well in marginal and degraded lands of Africa and Asia with better nutritional profile. Another category of grains, called pseudo-cereals, is considered as rich foods because of their protein quality and content, high mineral content, and healthy and balance food quality. Quinoa (Chenopodium quinoa), amaranth (Amaranthus sp.), and buckwheat (Fagopyrum esculentum) fall under this category. Nevertheless, both minor millets and pseudo-cereals are morphologically different, although similar for micronutrient bioavailability, and their grains are gluten-free. The cultivation of these millets can make dry lands productive and ensure future food as well as nutritional security. Although the natural nutrient profile of these crop plant species is remarkably good, little development has occurred in advances in molecular genetics and breeding efforts to improve the bioavailability of nutrients. Recent advances in NGS have enabled the genome and transcriptome sequencing of these millets and pseudo-cereals for the faster development of molecular markers and application in molecular breeding. Genomic information on finger millet (1,196 Mb with 85,243 genes); S. italica, a model small millet (well-annotated draft genome of 420 Mb with 38,801 protein-coding genes); amaranth (466 Mb genome and 23,059 protein-coding genes); buckwheat (genome size of 1.12 Gb with 35,816 annotated genes); and quinoa (genome size of 1.5 Gb containing 54,438 protein-coding genes) could pave the way for the genetic improvement of these grains. These genomic resources are an important first step toward genetic improvement of these crops. This review highlights the current advances and available resources on genomics to improve nutrient bioavailability in these five suitable crops for the sustained healthy livelihood.
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Affiliation(s)
| | | | | | - Rakesh K. Singh
- Crop Diversification and Genetics Program, International Center for Biosaline Agriculture, Dubai, United Arab Emirates
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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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Pandian S, Satish L, Rameshkumar R, Muthuramalingam P, Rency AS, Rathinapriya P, Ramesh M. Analysis of population structure and genetic diversity in an exotic germplasm collection of Eleusine coracana (L.) Gaertn. using genic-SSR markers. Gene 2018; 653:80-90. [DOI: 10.1016/j.gene.2018.02.018] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/25/2017] [Revised: 01/22/2018] [Accepted: 02/07/2018] [Indexed: 11/30/2022]
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Kalyana Babu B, Sood S, Kumar D, Joshi A, Pattanayak A, Kant L, Upadhyaya HD. Cross-genera transferability of rice and finger millet genomic SSRs to barnyard millet ( Echinochloa spp.). 3 Biotech 2018; 8:95. [PMID: 29430357 DOI: 10.1007/s13205-018-1118-1] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/11/2017] [Accepted: 01/12/2018] [Indexed: 11/29/2022] Open
Abstract
Barnyard millet (Echinochloa spp.) is an important crop from nutritional point of view, nevertheless, the genetic information is very scarce. In the present investigation, rice and finger millet genomic SSRs were used for assessing cross transferability, identification of polymorphic markers, syntenic regions, genetic diversity and population structure analysis of barnyard millet genotypes. We observed 100% cross transferability for finger millet SSRs, of which 91% were polymorphic, while 71% of rice markers were cross transferable with 48% polymorphic out of them. Twenty-nine and sixteen highly polymorphic finger millet and rice SSRs yielded a mean of 4.3 and 3.38 alleles per locus in barnyard millet genotypes, respectively. The PIC values varied from 0.27 to 0.73 at an average of 0.54 for finger millet SSRs, whereas it was from 0.15 to 0.67 at an average of 0.44 for rice SSRs. High synteny was observed for markers related to panicle length, yield-related traits, spikelet fertility, plant height, root traits, leaf senescence, blast and brown plant hopper resistance. Although the rice SSRs located on chromosome 10 followed by chromosome 6 and 11 were found to be more transferable to barnyard millet, the finger millet SSRs were more polymorphic and transferable to barnyard millet genotypes. These SSR data of finger millet and rice individually as well as combined together grouped the 11 barnyard millet genotypes into 2 major clusters. The results of population structure analysis were similar to cluster analysis.
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Affiliation(s)
- B Kalyana Babu
- ICAR-Vivekananda Parvatiya Krishi Anusanthan Sansthan, Almora, Uttarakhand 263601 India
- 3Present Address: ICAR-Indian Institute of Oil Palm Research, Pedavegi, West Godavari, AndhraPradesh 534450 India
| | - Salej Sood
- ICAR-Vivekananda Parvatiya Krishi Anusanthan Sansthan, Almora, Uttarakhand 263601 India
- 4Present Address: ICAR-Central Potato Research Institute, Shimla, Himachal Pradesh 171001 India
| | - Dinesh Kumar
- ICAR-Vivekananda Parvatiya Krishi Anusanthan Sansthan, Almora, Uttarakhand 263601 India
| | - Anjeli Joshi
- ICAR-Vivekananda Parvatiya Krishi Anusanthan Sansthan, Almora, Uttarakhand 263601 India
| | - A Pattanayak
- ICAR-Vivekananda Parvatiya Krishi Anusanthan Sansthan, Almora, Uttarakhand 263601 India
| | - Lakshmi Kant
- ICAR-Vivekananda Parvatiya Krishi Anusanthan Sansthan, Almora, Uttarakhand 263601 India
| | - H D Upadhyaya
- 2International Crop Research Institute for the Semi-Arid Tropics (ICRISAT), Patancheru, Telangana 502 324 India
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Kumar A, Metwal M, Kaur S, Gupta AK, Puranik S, Singh S, Singh M, Gupta S, Babu BK, Sood S, Yadav R. Nutraceutical Value of Finger Millet [Eleusine coracana (L.) Gaertn.], and Their Improvement Using Omics Approaches. FRONTIERS IN PLANT SCIENCE 2016; 7:934. [PMID: 27446162 PMCID: PMC4925701 DOI: 10.3389/fpls.2016.00934] [Citation(s) in RCA: 84] [Impact Index Per Article: 10.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/01/2016] [Accepted: 06/13/2016] [Indexed: 05/22/2023]
Abstract
The science of nutritional biology has progressed extensively over the last decade to develop food-based nutraceuticals as a form of highly personalized medicine or therapeutic agent. Finger millet [Eleusine coracana (L.) Gaertn.] is a crop with potentially tremendous but under-explored source of nutraceutical properties as compared to other regularly consumed cereals. In the era of growing divide and drawback of nutritional security, these characteristics must be harnessed to develop finger millet as a novel functional food. In addition, introgression of these traits into other staple crops can improve the well-being of the general population on a global scale. The objective of this review is to emphasize the importance of biofortification of finger millet in context of universal health and nutritional crisis. We have specifically highlighted the role that recent biotechnological advancements have to offer for enrichment of its nutritional value and how these developments can commission to the field of nutritional biology by opening new avenues for future research.
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Affiliation(s)
- Anil Kumar
- Department of Molecular Biology and Genetic Engineering, G.B. Pant University of Agriculture and TechnologyPantnagar, India
| | - Mamta Metwal
- Department of Molecular Biology and Genetic Engineering, G.B. Pant University of Agriculture and TechnologyPantnagar, India
| | - Sanveen Kaur
- Department of Molecular Biology and Genetic Engineering, G.B. Pant University of Agriculture and TechnologyPantnagar, India
| | - Atul K. Gupta
- Department of Molecular Biology and Genetic Engineering, G.B. Pant University of Agriculture and TechnologyPantnagar, India
| | - Swati Puranik
- Institute of Biological, Environmental and Rural Sciences, Aberystwyth UniversityAberystwyth, UK
| | - Sadhna Singh
- Department of Molecular Biology and Genetic Engineering, G.B. Pant University of Agriculture and TechnologyPantnagar, India
| | - Manoj Singh
- Department of Molecular Biology and Genetic Engineering, G.B. Pant University of Agriculture and TechnologyPantnagar, India
| | - Supriya Gupta
- Department of Molecular Biology and Genetic Engineering, G.B. Pant University of Agriculture and TechnologyPantnagar, India
| | - B. K. Babu
- ICAR–Vivekananda Institute of Hill AgricultureAlmora, India
| | - Salej Sood
- ICAR–Vivekananda Institute of Hill AgricultureAlmora, India
| | - Rattan Yadav
- Institute of Biological, Environmental and Rural Sciences, Aberystwyth UniversityAberystwyth, UK
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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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In-silico mining, type and frequency analysis of genic microsatellites of finger millet (Eleusine coracana (L.) Gaertn.): a comparative genomic analysis of NBS-LRR regions of finger millet with rice. Mol Biol Rep 2014; 41:3081-90. [PMID: 24477586 DOI: 10.1007/s11033-014-3168-8] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/09/2013] [Accepted: 01/16/2014] [Indexed: 10/25/2022]
Abstract
In recent years, the increased availability of the DNA sequences has given the possibility to develop and explore the expressed sequence tags (ESTs) derived SSR markers. In the present study, a total of 1956 ESTs of finger millet were used to find the microsatellite type, distribution, frequency and developed a total of 545 primer pairs from the ESTs of finger millet. Thirty-two EST sequences had more than two microsatellites and 1357 sequences did not have any SSR repeats. The most frequent type of repeats was trimeric motif, however the second place was occupied by dimeric motif followed by tetra-, hexa- and penta repeat motifs. The most common dimer repeat motif was GA and in case of trimeric SSRs, it was CGG. The EST sequences of NBS-LRR region of finger millet and rice showed higher synteny and were found on nearly same positions on the rice chromosome map. A total of eight, out of 15 EST based SSR primers were polymorphic among the selected resistant and susceptible finger millet genotypes. The primer FMBLEST5 could able to differentiate them into resistant and susceptible genotypes. The alleles specific to the resistant and susceptible genotypes were sequenced using the ABI 3130XL genetic analyzer and found similarity to NBS-LRR regions of rice and finger millet and contained the characteristic kinase-2 and kinase 3a motifs of plant R-genes belonged to NBS-LRR region. The In-silico and comparative analysis showed that the genes responsible for blast resistance can be identified, mapped and further introgressed through molecular breeding approaches for enhancing the blast resistance in finger millet.
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