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Renganathan VG, Renuka R, Vanniarajan C, Raveendran M, Elangovan A. Selection and validation of reliable reference genes for quantitative real-time PCR in Barnyard millet (Echinochloa spp.) under varied abiotic stress conditions. Sci Rep 2023; 13:15573. [PMID: 37731036 PMCID: PMC10511452 DOI: 10.1038/s41598-023-40526-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2022] [Accepted: 08/11/2023] [Indexed: 09/22/2023] Open
Abstract
Quantitative real-time polymerase chain reaction (RT-qPCR) using a stable reference gene is widely used for gene expression research. Barnyard millet (Echinochloa spp.) is an ancient crop in Asia and Africa that is widely cultivated for food and fodder. It thrives well under drought, salinity, cold, and heat environmental conditions, besides adapting to any soil type. To date, there are no gene expression studies performed to identify the potential candidate gene responsible for stress response in barnyard millet, due to lack of reference gene. Here, 10 candidate reference genes, Actin (ACT), α-tubulin (α-TUB), β-tubulin (β-TUB), RNA pol II (RP II), elongation factor-1 alpha (EF-1α), adenine phosphoribosyltransferase (APRT), TATA-binding protein-like factor (TLF), ubiquitin-conjugating enzyme 2 (UBC2), ubiquitin-conjugating enzyme E2L5 (UBC5) and glyceraldehyde-3-phosphate dehydrogenase (GAPDH), were selected from mRNA sequences of E. crus-galli and E. colona var frumentacea. Five statistical algorithms (geNorm, NormFinder, BestKeeper, ΔCt, and RefFinder) were applied to determine the expression stabilities of these genes in barnyard millet grown under four different abiotic stress (drought, salinity, cold and heat) exposed at different time points. The UBC5 and ɑ-TUB in drought, GAPDH in salinity, GAPDH and APRT in cold, and EF-1α and RP II in heat were the most stable reference genes, whereas ß-TUB was the least stable irrespective of stress conditions applied. Further Vn/Vn + 1 analysis revealed two reference genes were sufficient to normalize gene expression across all sample sets. The suitability of identified reference genes was validated with Cu-ZnSOD (SOD1) in the plants exposed to different abiotic stress conditions. The results revealed that the relative quantification of the SOD1 gene varied according to reference genes and the number of reference genes used, thus highlighting the importance of the choice of a reference gene in such experiments. This study provides a foundational framework for standardizing RT-qPCR analyses, enabling accurate gene expression profiling in barnyard millet.
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Affiliation(s)
- Vellaichamy Gandhimeyyan Renganathan
- Department of Biotechnology, Centre of Excellence for Innovations, Agricultural College & Research Institute, Tamil Nadu Agricultural University, Madurai, India
| | - Raman Renuka
- Department of Biotechnology, Centre of Excellence for Innovations, Agricultural College & Research Institute, Tamil Nadu Agricultural University, Madurai, India.
| | - Chockalingam Vanniarajan
- Anbil Dharmalingam Agricultural College & Research Institute, Tamil Nadu Agricultural University, Tiruchirappalli, India
| | - Muthurajan Raveendran
- Department of Plant Biotechnology, Centre for Plant Molecular Biology and Biotechnology, Tamil Nadu Agricultural University, Coimbatore, India
| | - Allimuthu Elangovan
- Department of Plant Biotechnology, Centre for Plant Molecular Biology and Biotechnology, Tamil Nadu Agricultural University, Coimbatore, India
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Gowthami R, Vanniarajan C, Souframanien J, Veni K, Renganathan VG. Efficiency of electron beam over gamma rays to induce desirable grain-type mutation in rice ( Oryza sativa L.). Int J Radiat Biol 2021; 97:727-736. [PMID: 33617410 DOI: 10.1080/09553002.2021.1889702] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/22/2022]
Abstract
PURPOSE Rice is the predominant crop of Tamil Nadu state, India that occupies about 30% of the total cropped area. However, grain type and quality are the critical traits that determine the market value and domestic consumption rice variety. Most of the households of Tamil Nadu, India prefer to consume medium slender to fine grain type of rice. Hence, the present study was conducted to induce medium slender grain type in popular rice variety ADT 37 (Aduthurai 37), a short bold rice variety using gamma rays (GR) and electron beam (EB) mutagens. MATERIALS AND METHODS Healthy, dried seeds (12.0% moisture content) of ADT 37 rice variety were exposed to various doses of GR (100-500 Gy) and EB (200-600 Gy). The irradiated population were maintained up to M4 generation by plant to progeny row basis to identify stable mutants for grain-type variation. The selected grain-type mutants (medium slender- and slender-type mutants) in M4 generation were characterized for phenotypic and grain quality traits. RESULTS A high frequency of desirable grain-type variation was observed in EB-irradiated population than gamma-irradiated population. A total of 25 grain-type mutants (long slender and medium slender) were obtained in M4 generation of ADT 37 variety. The morphological characterization and cooking quality assessment of the 'grain-type' mutants revealed that six out of 25 mutants viz., M-3 (Mutant-3), M-5, M-9, M-10, M-13 and M-15 recorded single plant yield of more than 30 g. There was non-significant variation in yield per plant (g) among the mutants and control (parent) due to key changes in grain type and thousand grain weight. CONCLUSION EB showed higher mutation frequency, mutagenic effectiveness and efficiency than the GR in inducing both chlorophyll and viable mutants. This study revealed that the percentage contribution of the EB was 2.57 times higher than that of GR in obtaining desirable slender and medium slender grain-type mutants. The grain-type mutants obtained in the present study can be either directly released as variety or used as parents in hybridization program of rice crop improvement.
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Affiliation(s)
- R Gowthami
- Tissue Culture and Cryopreservation Unit, ICAR - National Bureau of Plant Genetic Resources, New Delhi, India.,Agricultural College and Research Institute, Tamil Nadu Agricultural University, Madurai, India
| | - C Vanniarajan
- Agricultural College and Research Institute, Tamil Nadu Agricultural University, Madurai, India
| | | | - K Veni
- Agricultural College and Research Institute, Tamil Nadu Agricultural University, Madurai, India
| | - V G Renganathan
- Agricultural College and Research Institute, Tamil Nadu Agricultural University, Madurai, India
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Marthandan V, Geetha R, Kumutha K, Renganathan VG, Karthikeyan A, Ramalingam J. Seed Priming: A Feasible Strategy to Enhance Drought Tolerance in Crop Plants. Int J Mol Sci 2020; 21:ijms21218258. [PMID: 33158156 PMCID: PMC7662356 DOI: 10.3390/ijms21218258] [Citation(s) in RCA: 47] [Impact Index Per Article: 11.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/17/2020] [Revised: 09/21/2020] [Accepted: 09/22/2020] [Indexed: 12/28/2022] Open
Abstract
Drought is a serious threat to the farming community, biasing the crop productivity in arid and semi-arid regions of the world. Drought adversely affects seed germination, plant growth, and development via non-normal physiological processes. Plants generally acclimatize to drought stress through various tolerance mechanisms, but the changes in global climate and modern agricultural systems have further worsened the crop productivity. In order to increase the production and productivity, several strategies such as the breeding of tolerant varieties and exogenous application of growth regulators, osmoprotectants, and plant mineral nutrients are followed to mitigate the effects of drought stress. Nevertheless, the complex nature of drought stress makes these strategies ineffective in benefiting the farming community. Seed priming is an alternative, low-cost, and feasible technique, which can improve drought stress tolerance through enhanced and advanced seed germination. Primed seeds can retain the memory of previous stress and enable protection against oxidative stress through earlier activation of the cellular defense mechanism, reduced imbibition time, upsurge of germination promoters, and osmotic regulation. However, a better understanding of the metabolic events during the priming treatment is needed to use this technology in a more efficient way. Interestingly, the review highlights the morphological, physiological, biochemical, and molecular responses of seed priming for enhancing the drought tolerance in crop plants. Furthermore, the challenges and opportunities associated with various priming methods are also addressed side-by-side to enable the use of this simple and cost-efficient technique in a more efficient manner.
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Affiliation(s)
- Vishvanathan Marthandan
- Department of Biotechnology, Center of Excellence in Innovations, Agricultural College and Research Institute, Tamil Nadu Agricultural University, Madurai 625104, Tamil Nadu, India; (V.M.); (V.G.R.); (A.K.)
| | - Rathnavel Geetha
- Department of Seed Science and Technology, Agricultural College and Research Institute, Tamil Nadu Agricultural University, Madurai 625104, Tamil Nadu, India;
| | - Karunanandham Kumutha
- Department of Agricultural Microbiology, Agricultural College and Research Institute, Tamil Nadu Agricultural University, Madurai 625104, Tamil Nadu, India;
| | - Vellaichamy Gandhimeyyan Renganathan
- Department of Biotechnology, Center of Excellence in Innovations, Agricultural College and Research Institute, Tamil Nadu Agricultural University, Madurai 625104, Tamil Nadu, India; (V.M.); (V.G.R.); (A.K.)
| | - Adhimoolam Karthikeyan
- Department of Biotechnology, Center of Excellence in Innovations, Agricultural College and Research Institute, Tamil Nadu Agricultural University, Madurai 625104, Tamil Nadu, India; (V.M.); (V.G.R.); (A.K.)
| | - Jegadeesan Ramalingam
- Department of Biotechnology, Center of Excellence in Innovations, Agricultural College and Research Institute, Tamil Nadu Agricultural University, Madurai 625104, Tamil Nadu, India; (V.M.); (V.G.R.); (A.K.)
- Correspondence:
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Ramalingam J, Palanisamy S, Alagarasan G, Renganathan VG, Ramanathan A, Saraswathi R. Improvement of Stable Restorer Lines for Blast Resistance through Functional Marker in Rice ( Oryza sativa L.). Genes (Basel) 2020; 11:genes11111266. [PMID: 33121205 PMCID: PMC7692511 DOI: 10.3390/genes11111266] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/15/2020] [Revised: 08/21/2020] [Accepted: 08/26/2020] [Indexed: 11/16/2022] Open
Abstract
Two popular stable restorer lines, CB 87 R and CB 174 R, were improved for blast resistance through marker-assisted back-cross breeding (MABB). The hybrid rice development program in South India extensively depends on these two restorer lines. However, these restorer lines are highly susceptible to blast disease. To improve the restorer lines for resistance against blasts, we introgressed the broad-spectrum dominant gene Pi54 into these elite restorer lines through two independent crosses. Foreground selection for Pi54 was done by using gene-specific functional marker, Pi54 MAS, at each back-cross generation. Back-crossing was continued until BC3 and background analysis with seventy polymorphic SSRs covering all the twelve chromosomes to recover the maximum recurrent parent genome was done. At BC3F2, closely linked gene-specific/SSR markers, DRRM-RF3-10, DRCG-RF4-8, and RM 6100, were used for the identification of fertility restoration genes, Rf3 and Rf4, along with target gene (Pi54), respectively, in the segregating population. Subsequently, at BC3F3, plants, homozygous for the Pi54 and fertility restorer genes (Rf3 and Rf4), were evaluated for blast disease resistance under uniform blast nursery (UBN) and pollen fertility status. Stringent phenotypic selection resulted in the identification of nine near-isogenic lines in CB 87 R × B 95 and thirteen in CB 174 R × B 95 as the promising restorer lines possessing blast disease resistance along with restoration ability. The improved lines also showed significant improvement in agronomic traits compared to the recurrent parents. The improved restorer lines developed through the present study are now being utilized in our hybrid development program.
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Affiliation(s)
- Jegadeesan Ramalingam
- Department of Biotechnology, Agricultural College and Research Institute, Tamil Nadu Agricultural University, Madurai 625104, India;
- Centre for Plant Molecular Biology and Biotechnology, Tamil Nadu Agricultural University, Coimbatore 641003, India; (S.P.); (G.A.)
- Correspondence:
| | - Savitha Palanisamy
- Centre for Plant Molecular Biology and Biotechnology, Tamil Nadu Agricultural University, Coimbatore 641003, India; (S.P.); (G.A.)
| | - Ganesh Alagarasan
- Centre for Plant Molecular Biology and Biotechnology, Tamil Nadu Agricultural University, Coimbatore 641003, India; (S.P.); (G.A.)
| | | | - Ayyasamy Ramanathan
- Department of Rice, Centre for Plant Breeding and Genetics, Tamil Nadu Agricultural University, Coimbatore 641003, India; (A.R.); (R.S.)
| | - Ramasamy Saraswathi
- Department of Rice, Centre for Plant Breeding and Genetics, Tamil Nadu Agricultural University, Coimbatore 641003, India; (A.R.); (R.S.)
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Renganathan VG, Vanniarajan C, Karthikeyan A, Ramalingam J. Barnyard Millet for Food and Nutritional Security: Current Status and Future Research Direction. Front Genet 2020; 11:500. [PMID: 32655612 PMCID: PMC7325689 DOI: 10.3389/fgene.2020.00500] [Citation(s) in RCA: 18] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/05/2019] [Accepted: 04/22/2020] [Indexed: 01/09/2023] Open
Abstract
Barnyard millet (Echinochloa species) has become one of the most important minor millet crops in Asia, showing a firm upsurge in world production. The genus Echinochloa comprises of two major species, Echinochloa esculenta and Echinochloa frumentacea, which are predominantly cultivated for human consumption and livestock feed. They are less susceptible to biotic and abiotic stresses. Barnyard millet grain is a good source of protein, carbohydrate, fiber, and, most notably, contains more micronutrients (iron and zinc) than other major cereals. Despite its nutritional and agronomic benefits, barnyard millet has remained an underutilized crop. Over the past decades, very limited attempts have been made to study the features of this crop. Hence, more concerted research efforts are required to characterize germplasm resources, identify trait-specific donors, develop mapping population, and discover QTL/gene (s). The recent release of genome and transcriptome sequences of wild and cultivated Echinochloa species, respectively has facilitated in understanding the genetic architecture and decoding the rapport between genotype and phenotype of micronutrients and agronomic traits in this crop. In this review, we highlight the importance of barnyard millet in the current scenario and discuss the up-to-date status of genetic and genomics research and the research gaps to be worked upon by suggesting directions for future research to make barnyard millet a potential crop in contributing to food and nutritional security.
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Affiliation(s)
- Vellaichamy Gandhimeyyan Renganathan
- Department of Plant Breeding and Genetics, Agricultural College & Research Institute, Tamil Nadu Agricultural University, Madurai, India
- Department of Biotechnology, Centre of Innovation, Agricultural College & Research Institute, Tamil Nadu Agricultural University, Madurai, India
| | - Chockalingam Vanniarajan
- Department of Plant Breeding and Genetics, Agricultural College & Research Institute, Tamil Nadu Agricultural University, Madurai, India
| | - Adhimoolam Karthikeyan
- Department of Biotechnology, Centre of Innovation, Agricultural College & Research Institute, Tamil Nadu Agricultural University, Madurai, India
| | - Jegadeesan Ramalingam
- Department of Biotechnology, Centre of Innovation, Agricultural College & Research Institute, Tamil Nadu Agricultural University, Madurai, India
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