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Jeeva G, Suhasini B, Pramitha L, Jency JP, Joshi P, Ravikesavan R, Elango D. Unlocking the potential of Kodo millet: reviving an indigenous super grain for tomorrow's nutrition. PLANTA 2024; 259:140. [PMID: 38691193 DOI: 10.1007/s00425-024-04414-1] [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: 02/20/2024] [Accepted: 04/14/2024] [Indexed: 05/03/2024]
Abstract
Kodo millet (Paspalum scrobiculatum L.) is an underutilized crop that encompasses nutritional benefits and climate resilience, making it a viable option for future crop development with nutraceutical properties. The cultivation of this crop has ancient roots, where it was revered for its ability to thrive in times of famine and was a vital companion crop to rice. Dishes made with Kodo millet are highly palatable and can be easily integrated into mainstream rice-based dishes. Among all cereals, Kodo millet is distinguished by its gluten-free composition, high phosphorus content, and significant antioxidant potential, which contributes to a diet that may reduce cardiovascular disease risk. Often grown in rainfed zones by marginal farmers, Kodo millet is valued for its grain and fodder. This less demanding crop can tolerate both biotic and abiotic stress, allowing it to thrive in soils with low organic matter and with minimal inputs, making it an ideal dual-purpose crop for rainfed areas. Despite its nutritional and agricultural benefits, Kodo millet's popularity is hindered by challenges such as low yield, market demand, lodging at harvest, and poor dehulling recovery, which necessitate the development of high-yielding varieties through the latest breeding advancements. Systematic investment and concerted breeding efforts are essential to harness the full potential of this nutrient-dense crop. The absence of whole genome sequence for Kodo millet poses a barrier to uncovering novel genetic traits. Consequently, there is an imperative to establish a millet-based value chain that elevates these underutilized crops, shaping smart cropping patterns and enhancing nutritional profiles for sustainable diets. Accordingly, this review highlights the significance of Kodo millet and the impact of breeding to establish it as a smart food choice for the future.
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Affiliation(s)
- G Jeeva
- Scholar in Genetics and Plant Breeding, CPBG, TNAU, Coimbatore, 641003, India
| | - B Suhasini
- KSNUAHS, Shivamogga, 577204, Karnataka, India
| | - Lydia Pramitha
- Genetics and Plant Breeding, School of Agricultural Sciences, Karunya Institute of Technology and Sciences, Coimbatore, 641114, India.
| | - J Poornima Jency
- Genetics and Plant Breeding, Vanavarayar Institute of Agriculture, 642001, Pollachi, India
| | - Pabitra Joshi
- Department of Plant Sciences, University of Idaho, Moscow, ID, 83843, USA
| | | | - Dinakaran Elango
- Department of Agronomy, Iowa State University, Ames, IA, 50011, USA
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Guha PK, Magar ND, Kommana M, Barbadikar KM, Suneel B, Gokulan C, Lakshmi DV, Patel HK, Sonti RV, Sundaram RM, Madhav MS. Strong culm: a crucial trait for developing next-generation climate-resilient rice lines. PHYSIOLOGY AND MOLECULAR BIOLOGY OF PLANTS : AN INTERNATIONAL JOURNAL OF FUNCTIONAL PLANT BIOLOGY 2024; 30:665-686. [PMID: 38737321 PMCID: PMC11087419 DOI: 10.1007/s12298-024-01445-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/18/2023] [Revised: 03/24/2024] [Accepted: 03/27/2024] [Indexed: 05/14/2024]
Abstract
Lodging, a phenomenon characterized by the bending or breaking of rice plants, poses substantial constraints on productivity, particularly during the harvesting phase in regions susceptible to strong winds. The rice strong culm trait is influenced by the intricate interplay of genetic, physiological, epigenetic, and environmental factors. Stem architecture, encompassing morphological and anatomical attributes, alongside the composition of both structural and non-structural carbohydrates, emerges as a critical determinant of lodging resistance. The adaptive response of the rice culm to various biotic and abiotic environmental factors further modulates the propensity for lodging. Advancements in next-generation sequencing technologies have expedited the genetic dissection of lodging resistance, enabling the identification of pertinent genes, quantitative trait loci, and novel alleles. Concurrently, contemporary breeding strategies, ranging from biparental approaches to more sophisticated methods such as multi-parent-based breeding, gene pyramiding, genomic selection, genome-wide association studies, and haplotype-based breeding, offer perspectives on the genetic underpinnings of culm strength. This review comprehensively delves into physiological attributes, culm histology, epigenetic determinants, and gene expression profiles associated with lodging resistance, with a specialized focus on leveraging next-generation sequencing for candidate gene discovery.
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Affiliation(s)
- Pritam Kanti Guha
- Department of Biotechnology, ICAR-Indian Institute of Rice Research, Hyderabad, India
- Department of Microbiology, Yogi Vemana University., Y.S.R Kadapa, India
| | - Nakul D. Magar
- Department of Biotechnology, ICAR-Indian Institute of Rice Research, Hyderabad, India
| | - Madhavilatha Kommana
- Department of Biotechnology, ICAR-Indian Institute of Rice Research, Hyderabad, India
| | - Kalyani M. Barbadikar
- Department of Biotechnology, ICAR-Indian Institute of Rice Research, Hyderabad, India
| | - B. Suneel
- Department of Biotechnology, ICAR-Indian Institute of Rice Research, Hyderabad, India
| | - C. Gokulan
- Department of Biotechnology, CSIR-Center for Cellular and Molecular Biology, Hyderabad, India
| | - D. Vijay Lakshmi
- Department of Microbiology, Yogi Vemana University., Y.S.R Kadapa, India
| | - Hitendra Kumar Patel
- Department of Biotechnology, CSIR-Center for Cellular and Molecular Biology, Hyderabad, India
| | - Ramesh V. Sonti
- Department of Biotechnology, CSIR-Center for Cellular and Molecular Biology, Hyderabad, India
- International Centre for Genetic Engineering and Biotechnology, New Delhi, India
| | - R. M. Sundaram
- Department of Biotechnology, ICAR-Indian Institute of Rice Research, Hyderabad, India
| | - Maganti Sheshu Madhav
- Department of Biotechnology, ICAR-Indian Institute of Rice Research, Hyderabad, India
- ICAR-Central Tobacco Research Institute, Rajahmundry, India
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Badri J, Padmashree R, Anilkumar C, Mamidi A, Isetty SR, Swamy AVSR, Sundaram RM. Genome-wide association studies for a comprehensive understanding of the genetic architecture of culm strength and yield traits in rice. FRONTIERS IN PLANT SCIENCE 2024; 14:1298083. [PMID: 38317832 PMCID: PMC10839031 DOI: 10.3389/fpls.2023.1298083] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/21/2023] [Accepted: 12/14/2023] [Indexed: 02/07/2024]
Abstract
Lodging resistance in rice is a complex trait determined by culm morphological and culm physical strength traits, and these traits are a major determinant of yield. We made a detailed analysis of various component traits with the aim of deriving optimized parameters for measuring culm strength. Genotyping by sequencing (GBS)-based genome-wide association study (GWAS) was employed among 181 genotypes for dissecting the genetic control of culm strength traits. The VanRaden kinship algorithm using 6,822 filtered single-nucleotide polymorphisms (SNPs) revealed the presence of two sub-groups within the association panel with kinship values concentrated at<0.5 level, indicating greater diversity among the genotypes. A wide range of phenotypic variation and high heritability for culm strength and yield traits were observed over two seasons, as reflected in best linear unbiased prediction (BLUP) estimates. The multi-locus model for GWAS resulted in the identification of 15 highly significant associations (p< 0.0001) for culm strength traits. Two novel major effect marker-trait associations (MTAs) for section modulus and bending stress were identified on chromosomes 2 and 12 with a phenotypic variance of 21.87% and 10.14%, respectively. Other MTAs were also noted in the vicinity of previously reported putative candidate genes for lodging resistance, providing an opportunity for further research on the biochemical basis of culm strength. The quantitative trait locus (QTL) hotspot identified on chromosome 12 with the synergistic association for culm strength trait (section modulus, bending stress, and internode breaking weight) and grain number can be considered a novel genomic region that can serve a dual purpose of enhancing culm strength and grain yield. Elite donors in the indica background with beneficial alleles of the identified major QTLs could be a valuable resource with greater significance in practical plant breeding programs focusing on improving lodging resistance in rice.
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Affiliation(s)
- Jyothi Badri
- Crop Improvement Section, ICAR-Indian Institute of Rice Research (ICAR-IIRR), Hyderabad, India
| | - Revadi Padmashree
- Crop Improvement Section, ICAR-Indian Institute of Rice Research (ICAR-IIRR), Hyderabad, India
| | - Chandrappa Anilkumar
- Crop Improvement Section, ICAR-National Rice Research Institute (ICAR-NRRI), Cuttack, India
| | - Akshay Mamidi
- Crop Improvement Section, ICAR-Indian Institute of Rice Research (ICAR-IIRR), Hyderabad, India
- Department of Genetics and Plant Breeding, College of Agriculture, Professor Jayashankar Telangana State Agricultural University (PJTSAU), Hyderabad, India
| | - Subhakara Rao Isetty
- Crop Improvement Section, ICAR-Indian Institute of Rice Research (ICAR-IIRR), Hyderabad, India
| | - AVSR Swamy
- Crop Improvement Section, ICAR-Indian Institute of Rice Research (ICAR-IIRR), Hyderabad, India
| | - Raman Menakshi Sundaram
- Crop Improvement Section, ICAR-Indian Institute of Rice Research (ICAR-IIRR), Hyderabad, India
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Iwasa M, Chigira K, Nomura T, Adachi S, Asami H, Nakamura T, Motobayashi T, Ookawa T. Identification of Genomic Regions for Deep-Water Resistance in Rice for Efficient Weed Control with Reduced Herbicide Use. RICE (NEW YORK, N.Y.) 2023; 16:53. [PMID: 38006407 PMCID: PMC10676340 DOI: 10.1186/s12284-023-00671-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/25/2023] [Accepted: 11/19/2023] [Indexed: 11/27/2023]
Abstract
Deep-water (DW) management in rice fields is a promising technique for efficient control of paddy weeds with reduced herbicide use. Maintaining a water depth of 10-20 cm for several weeks can largely suppress the weed growth, though it also inhibits rice growth because the DW management is usually initiated immediately after transplanting. Improving the DW resistance of rice during the initial growth stage is essential to avoid suppressing growth. In this study, we demonstrate a large genetic variation in the above-ground biomass (AGB) after the end of DW management among 165 temperate japonica varieties developed in Japan. Because the AGB closely correlated with plant length (PL) and tiller number (TN) at the early growth stage, we analyzed genomic regions associated with PL and TN by conducting a genome-wide association study. For PL, a major peak was detected on chromosome 3 (qPL3), which includes a gene encoding gibberellin biosynthesis, OsGA20ox1. The rice varieties with increased PL had a higher expression level of OsGA20ox1 as reported previously. For TN, a major peak was detected on chromosome 4 (qTN4), which includes NAL1 gene associated with leaf morphological development and panicle number. Although there was less difference in the expression level of NAL1 between genotypes, our findings suggest that an amino acid substitution in the exon region is responsible for the phenotypic changes. We also found that the rice varieties having alternative alleles of qPL3 and qTN4 showed significantly higher AGB than the varieties with the reference alleles. Our results suggest that OsGA20ox1 and NAL1 are promising genes for improving DW resistance in rice.
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Affiliation(s)
- Marina Iwasa
- Graduate School of Agriculture, Tokyo University of Agriculture and Technology, 3-5-8 Saiwai-cho, Fuchu, Tokyo, 183-8509, Japan
| | - Koki Chigira
- Graduate School of Agriculture, Tokyo University of Agriculture and Technology, 3-5-8 Saiwai-cho, Fuchu, Tokyo, 183-8509, Japan
| | - Tomohiro Nomura
- Graduate School of Agriculture, Tokyo University of Agriculture and Technology, 3-5-8 Saiwai-cho, Fuchu, Tokyo, 183-8509, Japan
| | - Shunsuke Adachi
- Graduate School of Agriculture, Tokyo University of Agriculture and Technology, 3-5-8 Saiwai-cho, Fuchu, Tokyo, 183-8509, Japan
| | - Hidenori Asami
- NARO Western Region Agricultural Research Center, 6-12-1 Nishifukatsu-cho, Fukuyama, Hiroshima, 721-8514, Japan
| | - Tetsuya Nakamura
- Yukimai Design Co. Ltd, 2-24-16 Nakamachi, Koganei, Tokyo, 184-0012, Japan
| | - Takashi Motobayashi
- Graduate School of Agriculture, Tokyo University of Agriculture and Technology, 3-5-8 Saiwai-cho, Fuchu, Tokyo, 183-8509, Japan
| | - Taiichiro Ookawa
- Graduate School of Agriculture, Tokyo University of Agriculture and Technology, 3-5-8 Saiwai-cho, Fuchu, Tokyo, 183-8509, Japan.
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Chigira K, Yamasaki M, Adachi S, Nagano AJ, Ookawa T. Identification of Novel Quantitative Trait Loci for Culm Thickness of Rice Derived from Strong-Culm Landrace in Japan, Omachi. RICE (NEW YORK, N.Y.) 2023; 16:4. [PMID: 36705856 PMCID: PMC9883377 DOI: 10.1186/s12284-023-00621-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/09/2022] [Accepted: 01/18/2023] [Indexed: 06/18/2023]
Abstract
Increasing the lodging resistance of rice through genetic improvement has been an important target in breeding. To further enhance the lodging resistance of high-yielding rice varieties amidst climate change, it is necessary to not only shorten culms but strengthen them as well. A landrace rice variety, Omachi, which was established more than 100 years ago, has the largest culm diameter and bending moment at breaking in the basal internodes among 135 temperate japonica accessions. Using unused alleles in such a landrace is an effective way to strengthen the culm. In this study, we performed quantitative trait locus (QTL) analysis to identify the genetic factors of culm strength of Omachi using recombinant inbred lines (RILs) derived from a cross between Omachi and Koshihikari, a standard variety in Japan. We identified three QTLs for the culm diameter of the 5th internode on chromosomes 3 (qCD3) and 7 (qCD7-1, qCD7-2). Among them, qCD7-2 was verified by QTL analysis using the F2 population derived from a cross between one of the RILs and Koshihikari. RNA-seq analysis of shoot apex raised 10 candidate genes underlying the region of qCD7-2. The increase in culm strength by accumulating Omachi alleles of qCD3, qCD7-1 and qCD7-2 was 25.0% in 2020. These QTLs for culm diameter pleiotropically increased spikelet number per panicle but did not affect days to heading or culm length. These results suggest that the Omachi alleles of qCD3, qCD7-1 and qCD7-2 are useful for breeding to increase lodging resistance and yield.
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Affiliation(s)
- Koki Chigira
- Graduate School of Agriculture, Tokyo University of Agriculture and Technology, 3-5-8 Saiwai-cho, Fuchu, Tokyo, 183-8509 Japan
| | - Masanori Yamasaki
- Graduate School of Science and Technology, Niigata University, 8050 Ikarashi 2-no-cho, Nishi-Ku, Niigata City, Niigata 950-2181 Japan
| | - Shunsuke Adachi
- Graduate School of Agriculture, Tokyo University of Agriculture and Technology, 3-5-8 Saiwai-cho, Fuchu, Tokyo, 183-8509 Japan
| | - Atsushi J. Nagano
- Faculty of Agriculture, Ryukoku University, 1-5 Yokotani, Seta Oe-cho, Otsu, Shiga 520-2194 Japan
- Institute for Advanced Biosciences, Keio University, 403-1 Nipponkoku, Daihouji, Tsuruoka, Yamagata 997-0017 Japan
| | - Taiichiro Ookawa
- Graduate School of Agriculture, Tokyo University of Agriculture and Technology, 3-5-8 Saiwai-cho, Fuchu, Tokyo, 183-8509 Japan
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Lodging resistance of rice plants studied from the perspective of culm mechanical properties, carbon framework, free volume, and chemical composition. Sci Rep 2022; 12:20026. [PMID: 36414706 PMCID: PMC9681888 DOI: 10.1038/s41598-022-24714-4] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/14/2022] [Accepted: 11/18/2022] [Indexed: 11/23/2022] Open
Abstract
In this study, four varieties of rice were cultivated on the same farmland under same conditions and for same duration. However, their lodging resistance was found to be obviously different from each other. Herein, three key factors that highly influenced the lodging resistance were identified. First, in terms of morphological trait, in contrast to the generally believed theory that the overall thickness of the fresh culm wall governs the strength, the thickness of the depressed region of the dried basal culm wall largely determined the mechanical properties by acting as the weak link. This depressed region represents the vulnerable part with high syneresis rate. Second, the culm and its carbon framework exhibited sufficient strength and rigidity for both support and stability of the rice stem. The constraint of high lodging resistance of rice plants is attributed to the culm flexibility. Furthermore, the results of the positron annihilation lifetime spectroscopy corroborate that the most amorphous part and the highest-fraction free volume in the culm carbon framework were found for samples that exhibited high lodging resistance. This result confirmed the significant influence of the culm flexibility on lodging resistance. Third, a higher level of nitrogen element content in the basal culm can benefit its growth and development, which may contribute to an increase in lodging resistance of rice plants.
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