Abstract
Finger millet is a drought-tolerant crop that grows better under water-limited conditions. However, a lack of moisture during germination affects seedling emergence and growth, ultimately affecting crop yield. Hence, identifying germplasm accessions that are drought tolerant could be of great importance to breeders. However, no systemic approach has been proposed for screening finger millet germplasm accession for moisture stress at the seedling stage. In the present study, we evaluated drought tolerance using PEG-8000 mediated moisture stress in 92 finger millet germplasm. The membership function value (MFV) was used as an index to assess and select finger millet germplasm for drought tolerance. Furthermore, a regression model was designed based on the mean MFV of all traits, which explained more than 95% of the variation in the total population. Of all the examined traits, the seedling vigour index was the most reliable, showing the highest correlation with drought tolerance at the seedling stage. We also developed an effective mathematical evaluation model for assessing finger millet germplasm for drought tolerance at the seedling stage. These findings laid the groundwork for further research into drought-tolerance mechanisms and the development of drought-tolerant finger millet cultivars.
Highlights
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Screening large germplasm under field conditions for drought tolerance could be laborious, costly and time consuming; therefore, screening at laboratory level could be easy, cost-effective, and require less time.
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Screening using several models like percent reduction, stress tolerance index, etc. could be considered, but the membership function value (MFV) could be a better approach, which considers all the parameters and all the genotypes in calculating the MFV value.
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Using the MFV values, all the released cultivars were found moderately tolerant, and a few stress-tolerant accessions, were GE-50, GE-4568, GE-128, GE-1026, and GE-6998. The highly susceptible accessions were GE-837, GE-1309, GE-4976, and GE-5123.
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Data availability
Transparent (Supplementary) and deposited in Library, University of Agricultural Sciences, GKVK, Bangalore, India.
References
Adugna A, Tesso T, Degu E, Tadesse T, Merga F, Legesse W, Tirfessa A, Kidane H, Wole A, Daba C (2011) Genotype-by-environment interaction and yield stability analysis in finger millet (Elucine coracana L. Gaertn) in Ethiopia. Am J Plant Sci 2(03):408. https://doi.org/10.4236/ajps.2011.23046
Anonymous (2019). uasbanagalore.edu.in/index.php/research-en/agromateorology-en.
Bennani S, Nsarellah N, Birouk A, Ouabbou H, Tadesse W (2016) Effective selection criteria for screening drought tolerant and high yielding bread wheat genotypes. Univ J Agric Res 4(4):134–142
Cai K, Chen X, Han Z, Wu X, Zhang S, Li Q, Nazir MM, Zhang G, Zeng F (2020) Screening of worldwide barley collection for drought tolerance: the assessment of various physiological measures as the selection criteria. Front Plant Sci 11:1159. https://doi.org/10.3389/fpls.2020.01159
Chandra D, Chandra S, Sharma AK (2016) Review of finger millet (Eleusine coracana (L.) Gaertn): a power house of health benefiting nutrients. Food Sci Hum Wellness 5(3):149–155. https://doi.org/10.1016/j.fshw.2016.05.004
Chaturvedi P, Govindaraj M, Govindan V, Weckwerth W (2022) Sorghum and pearl millet as climate resilient crops for food and nutrition security. Front Plant Sci 13:503. https://doi.org/10.3389/fpls.2022.851970
Chen X, Min D, Yasir TA, Hu YG (2012) Evaluation of 14 morphological, yield-related and physiological traits as indicators of drought tolerance in Chinese winter bread wheat revealed by analysis of the membership function value of drought tolerance (MFVD). Field Crop Res 137:195–201. https://doi.org/10.1016/j.fcr.2012.09.008
Choudhary A, Kaur N, Sharma A, Kumar A (2021) Evaluation and screening of elite wheat germplasm for salinity stress at the seedling phase. Physiol Plant 173(4):2207–2215. https://doi.org/10.1111/ppl.13571
Davis KF, Chhatre A, Rao ND, Singh D, DeFries R (2019) Sensitivity of grain yields to historical climate variability in India. Environ Res Lett 14(6):064013. https://doi.org/10.1088/1748-9326%2Fab22db
Ding T, Yang Z, Wei X, Yuan F, Yin S, Wang B (2018) Evaluation of salt-tolerant germplasm and screening of the salt-tolerance traits of sweet sorghum in the germination stage. Funct Plant Biol 45(10):1073–1081. https://doi.org/10.1071/fp18009
Farooq M, Wahid A, Kobayashi N, Fujita D, Basra SMA (2009) Plant drought stress: effects, mechanisms and management. Sustain Agric. https://doi.org/10.1051/agro:2008021
Gupta SM, Arora S, Mirza N, Pande A, Lata C, Puranik S, Kumar J, Kumar A (2017) Finger millet: a “certain” crop for an “uncertain” future and a solution to food insecurity and hidden hunger under stressful environments. Front Plant Sci 8:643. https://doi.org/10.5958/2229-4473.2014.00094.9
Gupta A, Rico-Medina A, Caño-Delgado AI (2020) The physiology of plant responses to drought. Science 368(6488):266–269. https://doi.org/10.5958/2229-4473.2014.00094.9
Hilu KW, De Wet JMJ (1976) Domestication of Eleusine coracana. Econ Botany 30(3):199–208. https://doi.org/10.5958/2229-4473.2014.00094.9
Hilu KW, De Wet JMJ, Harlan JR (1979) Archaeobotanical studies of Eleusine coracana ssp. coracana (finger millet). Am J Botany 66(3):330–333. https://doi.org/10.2307/2442610
Hiremath N, Geetha K, Vikram SR, Nanja YA, Joshi N, Shivaleela HB (2018) Minerals content in finger millet [Eleusine coracana (L.) Gaertn]: a future grain for nutritional security. Int J Curr Microbiol Appl Sci Special Issue 7:3448–3455
Krishna SS, Reddy YAN (2021) Root growth pattern in finger millet under well-watered and drought stress condition: its relation to shoot mass production. Plant Physiol Rep 26(3):393–401. https://doi.org/10.1007/s40502-021-00592-2
Krishna SS, Reddy YAN, Kumar RLR (2021) Assessment of traits for grain yield under drought in finger millet. Plant Physiol Rep 26:84–94. https://doi.org/10.1007/s40502-020-00561-1
Kumar A, Metwal M, Kaur S, Gupta AK, Puranik S, Singh S, Singh M, Gupta S, Babu BK, Sood S (2016) Nutraceutical value of finger millet [Eleusine coracana (L.) Gaertn.], and their improvement using omics approaches. Front Plant Sci 7:934. https://doi.org/10.3389/fpls.2016.00934
Li W, Zhang H, Zeng Y, Xiang L, Lei Z, Huang Q, Li T, Shen F, Cheng Q (2020) A salt tolerance evaluation method for sunflower (Helianthus annuus L.) at the seed germination stage. Sci Rep 10(1):1–9. https://doi.org/10.1038/s41598-020-67210-3
Markesteijn L, Poorter L (2009) Seedling root morphology and biomass allocation of 62 tropical tree species in relation to drought-and shade-tolerance. J Ecol 97(2):311–325. https://doi.org/10.1111/j.1365-2745.2008.01466.x
Megha KC, Reddy YAN, Hanumanthappa DC (2023) Yield improvement compensates the grain nutrient concentration in finger millet (Eleusine coracana L.): analysis using varieties released over years. Plant Physiol Rep. https://doi.org/10.1007/s40502-023-00719-7
Michel BE (1983) Evaluation of water potentials of solutions of polyethylene glycol 8000 both in absence and presence of other solutes. Plant Physiol 72(1):66–70. https://doi.org/10.1104/pp.72.1.66
Mujahid A, Nanja Reddy YA, Sheshshayee MS (2020) Optimum LAI for yield maximization of finger millet under irrigated conditions. Int J Curr Microbiol Appl Sci 9:1535–1547
Onyango AO (2016) Finger millet: food security crop in the arid and semi-arid lands (ASALs) of Kenya. World Environ 6(2):62–70
Opole RA, Prasad PVV, Djanaguiraman M, Vimala K, Kirkham MB, Upadhyaya HD (2018) Thresholds, sensitive stages and genetic variability of finger millet to high temperature stress. J Agron Crop Sci 204(5):477–492. https://doi.org/10.1111/jac.12279
Pandit M, Chakraborty M, Haider ZA, Pande A, Sah RP, Sourav K (2016) Genetic diversity assay of maize (Zea mays L.) inbreds based on morphometric traits and SSR markers. Afr J Agric Res 11(24):2118–2128
Ramesh S, Krishna TV (2020) Finger millet (Eleusine coracana (L.) Gaertn.) genetics and breeding for rapid genetic aains. Accelerated plant breeding, cereal crops. Springer
Ramya (2022) Identification and characterization of donor lines for drought tolerance in finger millet. Ph.D thesis submitted to University of Agricultural Sciences, Bangalore, India
Reddy YAN (2022) Identification of yield contributing traits and genotypes to drought tolerance in finger millet (Eleusine coracana L. Gaertn.). Plant Genetic Resour 20(3):179–187. https://doi.org/10.1017/S1479262123000011
Reddy YAN (2023) Identification of yield contributing traits and genotypes to drought tolerance in finger millet (Eleusine coracana L. Gaertn.). Plant Genetic Resour Charact Util. https://doi.org/10.1017/S1479262123000011
Reddy YAN, Reddy YNP (2023) Morpho-physiological basis of finger millet to withstand climatic extremes: A special reference to drought. Translating physiological tools to augment crop breeding. Springer, Cham, pp 391–410
Reddy YAN, Lavanyabai T, Prabhakar VR, Gowda TCC, Shankar AG, Gowda MVC (2019) Bench mark values for grain iron content in finger millet (Eleusine coracana (L.) Gaertn.). Int J Curr Microbiol Appl Sci 8(6):502–506
Reddy YAN, Reddy YNP, Ramya V, Suma LS, Reddy ABN, Krishna SS (2021) Drought adaptation: approaches for crop improvement. Millets and pseudo cereals. Elsevier, pp 143–158
Reddy YAN, Priya Reddy YN, Khan PSSV, Gowda MVC (2022) Physiological traits associated with drought adaptation in climate-resilient finger millet for improving grain yields under rainfed conditions. International Books & Periodical Supply Service, New Delhi
Robin AHK, Ghosh S, Shahed MA (2021) PEG-induced osmotic stress alters root morphology and root hair traits in wheat genotypes. Plants 10(6):1042
Sharma D, Jamra G, Singh UM, Sood S, Kumar A (2017) 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. Front Plant Sci 7:2028. https://doi.org/10.3389/fpls.2016.02028
Sikder RK, Wang X, Jin D, Zhang H, Gui H, Dong Q, Pang N, Zhang X, Song M (2020) Screening and evaluation of reliable traits of upland cotton (Gossypium hirsutum L.) genotypes for salt tolerance at the seedling growth stage. J Cotton Res 3(1):1–13
Taylor SH, Hulme SP, Rees M, Ripley BS, Ian Woodward F, Osborne CP (2010) Eco-physiological traits in C3 and C4 grasses: a phylogenetically controlled screening experiment. New Phytol 185(3):780–791
Ueno O, Kawano Y, Wakayama M, Takeda T (2006) Leaf vascular systems in C3 and C4 grasses: a two-dimensional analysis. Ann Bot 97(4):611–621
Vaezi H, Mohammadi-Nejad G, Majidi-Heravan E, Nakhoda B, Darvish-Kajouri F (2020) Effective selection indices for improving tolerance to water stress in millet germplasm. Int J Plant Prod 14:93–105
Wu H, Guo J, Wang C, Li K, Zhang X, Yang Z, Li M, Wang B (2019) An effective screening method and a reliable screening trait for salt tolerance of Brassica napus at the germination stage. Front Plant Sci 10:530
Zhang J, Zhang S, Cheng M, Jiang H, Zhang X, Peng C, Lu X, Zhang M, Jin J (2018) Effect of drought on agronomic traits of rice and wheat: A meta-analysis. Int J Environ Res Public Health 15(5):839
Acknowledgements
Authors thank Dr. M.S. Sheshshayee, Professor & Head, Department of Crop Physiology, for his encouragement in conduct of experiments, Dr. T. V Krishna, Asst. Professor (GPB), ZARS, UAS, GKVK for his guidance in conduct of experiments and Mrs. K.R. Manasa, Department of Crop Physiology, UAS, GKVK, Bengaluru for her generous support in conducting the experiments.
Funding
Genetic enhancement & bio-availability—Finger millet (Ragi), Department of Biotechnology, Ministry of Science and Technology, Govt. of India (No. BT/IC-2/ISCB/Phase-IV/03/RAGI/2014 dated 19–06-2014).
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The first author conducted the experiment and wrote the first manuscript. The second author supported equally in conducting the experiments. Third author formulated the project, supervised the conduct of experiment, and revised the manuscript for publication.
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Bangari, M.P.S., Sastya, A. & Reddy, Y.A.R.N. A plausible screening approach for moisture stress tolerance in finger millet (Eleusine coracana L.) germplasm accessions using membership function value at the seedling stage. Genet Resour Crop Evol 71, 1773–1784 (2024). https://doi.org/10.1007/s10722-023-01730-5
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DOI: https://doi.org/10.1007/s10722-023-01730-5