Abstract
Tomato (Solanum lycopersicum L.) has been classified as a moderately salinity tolerant vegetable crop. Screening germplasm for salinity-tolerant is one of the critical steps in tomato breeding programs. In the present study, levels of salt tolerance for eleven tomato genotypes (TG1 to TG11) were assessed at the seedling stage under laboratory conditions and the vegetative stage under field conditions. Salt stress was imposed by watering with 150 mM NaCl. Twenty morphological and physio-biochemical traits were measured and analyzed using multivariate analysis [Pearson’s correlation analysis and Principal component analysis (PCA)] to discern salt sensitivity from tolerant genotypes. The PCA-I was applied for nineteen variables and the PCA-II was performed only with fourteen variables. The effects of salt exposure on morpho-physiological parameters (dry weight, relative water content and chlorophyll stability index) are the main contributors to differential salt tolerance in tomato genotypes. The first and second axes of the PCA analyses classified the genotypes TG7 & TG8 as salt tolerant and TG9 & TG10 as salt sensitive under laboratory (at the seedling stage) and field conditions (at the vegetative stage). Our data additionally demonstrates that the salt tolerance identified at the seedling stage was also discerned as such when grown and analyzed at the vegetative stage. The two groups of genotypes identified as having a contrasting levels of salt tolerance may be used as parents in future tomato breeding programs. This study furthermore authenticates the practical application of PCA analysis to distinguish the variability in tomato genotypes and its possible application to other crops for screening salt tolerance.
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Abdi, H., & Williams, L. J. (2010). Barycentric discriminant analyis (BADIA). Encyclopedia of Research Design. Thousand Oaks, CA: Sage.
Allel, D., Ben-Amar, A., Badri, M., & Abdelly, C. (2016). Salt tolerance in barley originating from harsh environment of North Africa. Australian Journal of Crop Science Apr, 10(4), 438.
Arnon, D. I. (1949). Copper enzymes in isolated chloroplasts. Poly phenoloxidase in Beta vulgaris. Plant Physiology, Jan; 24(1), 1.
Bates, L. S., Waldren, R. P., & Teare, I. D. (1973). Rapid determination of free proline for water-stress studies. Plant and Soil Aug, 1(1), 205–207.
Borrajo, C. I., Sánchez-Moreiras, A. M., & Reigosa, M. J. (2020). Morpho-physiological, biochemical and isotopic response of tall wheatgrass populations to salt stress. Journal of Agronomy and Crop Sciences, 00, 1–13.
Boyer, J. S., James, R. A., Munns, R., Condon, T. A., & Passioura, J. B. (2008). Osmotic adjustment leads to anomalously low estimates of relative water content in wheat and barley. Functional Plant Biology Dec, 19(11), 1172–1182.
Cabot, C., Sibole, J. V., Barceló, J., & Poschenrieder, C. (2009). Sodium-calcium interactions with growth, water, and photosynthetic parameters in salt‐treated beans. Journal of Plant Nutrition and Soil Science, Oct; 172(5), 637–643.
Castillo, F. J. (1996). Antioxidative protection in the inducible CAM plant Sedum album L. following the imposition of severe water stress and recovery. Oecologia Sep, 1(4), 469–477.
Cheeseman, J. M. (2013). The integration of activity in saline environments: Problems and perspectives. Functional Plant Biology Aug, 23(9), 759–774.
Chen, Z., Cuin, T. A., Zhou, M., Twomey, A., Naidu, B. P., & Shabala, S. (2007). Compatible solute accumulation and stress-mitigating effects in barley genotypes contrasting in their salt tolerance. Journal of Experimental Botany Dec, 1(15–16), 4245–4255.
Chen, C., Wang, C., Liu, Z., Liu, X., Zou, L., Shi, J., Chen, S., Chen, J., & Tan, M. (2018). Variations in physiology and multiple bioactive constituents under salt stress provide insight into the quality evaluation of Apocyni Veneti Folium. International Journal of Molecular Sciences Oct, 5(10), 3042.
Chikha, M. B., Hessini, K., Ourteni, R. N., Ghorbel, A., & Zoghlami, N. (2016). Identification of barley landrace genotypes with contrasting salinity tolerance at vegetative growth stage. Plant Biotechnology Sep, 30(4), 33.
Chunthaburee, S., Dongsansuk, A., Sanitchon, J., Pattanagul, W., & Theerakulpisut, P. (2016). Physiological and biochemical parameters for evaluation and clustering of rice cultivars differing in salt tolerance at seedling stage. Saudi Journal of Biological Sciences Jul, 1(4), 467–477.
Cuartero, J., Romero-Aranda, R., Yeo, A. R., & Flowers, T. J. (2002). Variability for some physiological characters affecting salt tolerance in tomato. Acta Horticulture, 573, 435–441.
Darwish, E., Mottaleb, S. A., Omara, M., & Safwat, G. (2016). Effect of salt stress on root plasticity and expression of ion transporter genes in tomato plants. International Journal of Botany and Research. Aug:13–26.
Das, K., Samanta, L., & Chainy, G. B. (2000). A modified spectrophotometric assay of superoxide dismutase using nitrite formation by superoxide radicals. Indian Journal of Biochemistry & Biophysics June, 37, 201–204.
Dionisio-Sese, M. L., & Tobita, S. (1998). Antioxidant responses of rice seedlings to salinity stress. Plant Science Jun, 22(1), 1–9.
El-Hendawy, S. E., Hassan, W. M., Al-Suhaibani, N. A., Refay, Y., & Abdella, K. A. (2017). Comparative performance of multivariable agro-physiological parameters for detecting salt tolerance of wheat cultivars under simulated saline field growing conditions. Frontiers in Plant Science Mar, 29, 8.
Fariduddin, Q., Mir, B. A., & Ahmad, A. (2012). Physiological and biochemical traits as tools to screen sensitive and resistant varieties of tomatoes exposed to salt stress. Brazilian Journal of Plant Physiology Dec, 24(4), 281–292.
Farissi, M., Faghire, M., Bargaz, A., Bouizgaren, A., Makoudi, B., & Ghoulam, C. (2014). Growth, nutrients concentrations, and enzymes involved in plants nutrition of alfalfa populations under saline conditions. Journal of Agricultural Science and Technology Jan, 28(2), 301–314.
Fentik, D. A. (2017). Review on genetics and breeding of tomato (Lycopersicon esculentum Mill). Advances in Crop Science and Technology, 5(5), 306.
Foolad, M. R. (2004). Recent advances in genetics of salt tolerance in tomato. Plant Cell Tissue and Organ Culture, 76, 101–119.
Formentin, E., Sudiro, C., Perin, G., Riccadonna, S., Barizza, E., Baldoni, E., Lavezzo, E., Stevanato, P., Sacchi, G. A., Fontana, P., & Toppo, S. (2018). Transcriptome and cell physiological analyses in different rice cultivars provide new insights into adaptive and salinity stress responses. Frontiers in Plant Science Mar, 5, 9:204.
Grieve, C. M., & Grattan, S. R. (1983). Rapid assay for determination of water soluble quaternary ammonium compounds. Plant and Soil Jun, 1(2), 303–307.
Gururani, M. A., Venkatesh, J., & Tran, L. S. (2015). Regulation of photosynthesis during abiotic stress-induced photo-inhibition. Molecular Plant Sep, 7(9), 1304–1320.
Krishna, R. K., Krishnakumar, S., & Chandrakala, S. (2012). Evaluation of antioxidant properties of different parts of Amorphophallus commutatus, an endemic aroid of western ghats, south India. International Journal Pharmaand Bio Sciences, 3(3), 443–455.
Kumar, A., Castellano, I., Patti, F. P., Palumbo, A., & Buia, M. C. (2015). Nitric oxide in marine photosynthetic organisms. Nitric Oxide May, 1, 47:34–39.
Lakhdar, A., Hafsi, C., Rabhi, M., Debez, A., Montemurro, F., Abdelly, C., Jedidi, N., & Ouerghi, Z. (2008). Application of municipal solid waste compost reduces the negative effects of saline water in Hordeummaritimum L. Bioresource Technology Oct, 1(15), 7160–7167.
Lowry, O. H., Rosebrough, N. J., Farr, A. L., & Randall, R. J. (1951). Protein measurement with the Folin phenol reagent. Journal of Biological Chemistry Nov, 1(1), 265–275.
Mane, A. V., Saratale, G. D., Karadge, B. A., & Samant, J. S. (2011). Studies on the effects of salinity on growth, polyphenol content and photosynthetic response in vetiveriazizanioides (L.) Nash. Emirates Journal of Food and Agriculture Feb, 1(1), 59.
Munns, R. (2005). Genes and salt tolerance: Bringing them together. New Phytologist, 167, 645–755.
Munns, R., & Tester, M. (2008). Mechanisms of salinity tolerance. Annual Review of Plant Biology Jun, 2, 59651–59681.
Munns, R., Hare, R. A., James, R. A., & Rebetzke, G. J. (2000). Genetic variation for improving the salt tolerance of durum wheat. Australian Journal of Agricultural Research, Aug;51(1), 69–74.
Munns, R., James, R. A., & Läuchli, A. (2006). Approaches to increasing the salt tolerance of wheat and other cereals. Journal of Experimental Botany Mar, 1(5), 1025–1043.
Negrao, S., Schmockel, S. M., & Tester, M. (2017). Evaluating physiological responses of plants to salinity stress. Annals of Botany Jan, 1(1), 1–1.
Nveawiah-Yoho, P., Zhou, J., Palmer, M., Sauve, R., Zhou, S., Howe, K. J., Fish, T., & Thannhauser, T. W. (2013). Identification of proteins for salt tolerance using a comparative proteomics analysis of tomato accessions with contrasting salt tolerance. Journal of the American Society for Horticultural Science Sep, 1(5), 382–394.
Pailles, Y., Awlia, M., Julkowska, M., Passone, L., Zemmouri, K., Negrão, S., Schmöckel, S. M., & Tester, M. (2019). Diverse traits contribute to salinity tolerance of wild tomato seedlings from the Galapagos Islands. Plant Physiology.
Raza, M. A., Saeed, A., Munir, H., Munawar, A., Kamran, A., Rehman, F., & Riaz, A. (2018). Improving salt tolerance and weight% reduction in tomato by exploiting physio-agronomic seedling traits. African Journal of Agricultural Research Mar, 29(13), 607–616.
Saisho, D., Takumi, S., & Matsuoka, Y. (2016). Salt tolerance during germination and seedling growth of wild wheat Aegilopstauschii and its impact on the species range expansion. Scientific Reports Dec, 8, 6:38554.
Sarabi, B., Bolandnazar, S., Ghaderi, N., & Tabatabaei, S. J. (2016). Multivariate analysis as a Tool for studying the Effects of Salinity in different melon landraces at Germination Stage. Notulae Botanicae Horti Agrobotanici Cluj-Napoca. Jun, 14(1), 264–271.
Sha Valli Khan, P. S., Basha, P. O., Lakshmi, G. V., Muniraja, M., Sergeant, K., & Hausman, J. F. (2016). Proteomic analysis of food crops under abiotic stresses in the context of climate change. Plant-Environment Interaction: Responses and Approaches to Mitigate Stress. Jan 21:43–69.
Shabala, S., & Cuin, T. A. (2008). Potassium transport and plant salt tolerance. Physiologia Plantarum Aug, 133(4), 651–669.
Sharifi, P., Amirnia, R., Majidi, E., Hadi, H., Nakhoda, B., Alipoor, H. M., & Moradi, F. (2012). Relationship between drought stress and some antioxidant enzymes with cell membrane and chlorophyll stability in wheat lines. African Journal of Microbiology Research Jan, 23(3), 617–623.
Singh, N. B., Singh, D., & Singh, A. (2015). Biological seed priming mitigates the effects of water stress in sunflower seedlings. Physiology and Molecular Biology of Plants Apr, 1(2), 207–214.
Tejera, N. A., Soussi, M., & Lluch, C. (2006). Physiological and nutritional indicators of tolerance to salinity in chickpea plants growing under symbiotic conditions. Environmental and Experimental Botany Dec, 1(1–3), 17–24.
Zafar, S. A., Ashraf, M. Y., Niaz, M., Kausar, A., & Hussain, J. (2015). Evaluation of wheat genotypes for salinity tolerance using physiological indices as screening tool. Pakistan Journal of Botany Apr, 1(2), 397–405.
Zhu, J. K. (2000). Genetic analysis of plant salt tolerance using Arabidopsis. Plant Physiology Nov, 1(3), 941–948.
Acknowledgements
We express sincere thanks to Council of Scientific & Industrial Research (CSIR), R&D organization (Sanction letter No. 38(1329)/12/EMR-II, dated 03-04-2012), India for the financial support.
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This work supported by start-up-grant as financial support from Council of Scientific & Industrial Research (CSIR), R&D organization (Sanction letter No. 38 (1329)/12/EMR-II, dated 03–04.
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Overall conceptualization of work was done by P. Osman Basha, J. Siva Kumar and M. Sridhar Reddy. All the experiments were carried out by J. Siva Kumar. The data analysis as well as rewritten of whole manuscript was done by K. Sergeant, J. F.Hausman and P.S. ShaValli Khan. All the authors involved in writing of manuscript.
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Sivakumar, J., Sridhar Reddy, M., Sergeant, K. et al. Principal component analysis-assisted screening and selection of salt-tolerant tomato genotypes. Plant Physiol. Rep. 28, 272–288 (2023). https://doi.org/10.1007/s40502-023-00726-8
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DOI: https://doi.org/10.1007/s40502-023-00726-8