Efficiency of yield-based tolerance indices to identify suitable genotypes for stress and non-stress environments
Nikolay Tsenov

, Margarita Nankova

Abstract: The present study investigated the performance of popular crop breeding indices for assessing abiotic stress tolerance in selected wheat cultivars. The working hypothesis was to identify those indices whose application allows the identification of varieties possessing tolerance to drought in combination with the highest possible yield productivity. Three datasets were analyzed, formed from agroecological field trials in which different reported groups of cultivars, locations, and seasons were included. From the grain yield values of each genotype in contrasting environmental conditions, breeding indices were calculated to assess tolerance to abiotic stress. Their effectiveness and applicability for cultivar assessment were evaluated by direct comparison using correlational, principal component, and cluster analyses. Rank correlations between indices and cultivar grain yield varied across the databases. Correlations of indices with yield under favorable conditions showed strong variation among the individual datasets. Only a few indices (GMP, STI, MRP) maintained reliably high and valid correlations with grain yield. A preponderance of the calculated indices (excluding ATI and SSPI) had high positive correlations with yield under stress, maintaining these high levels across all three datasets. The high performance of the GMP, STI, and MSTI indices was confirmed by a specific assessment of cultivar differences in 40 ABC. Almost all of the investigated indices (except TOL, ARI, and SSPI) were significantly more effective and applicable for assessing stress tolerance than for the conditions under which the maximum possible grain yield was formed. Determining the most valuable cultivars exhibiting high yield under both types of conditions was possible by applying the GMP, STI, MSTI, or SNPI indices.
Keywords: breeding indices; common wheat; grain yield; stress and non-stress environments; stress tolerance
Citation: Tsenov, N. & Nankova, M. (2026). Efficiency of yield-based tolerance indices to identify suitable genotypes for stress and non-stress environments. Bulg. J. Agric. Sci., 32(2), 418–427
| References: (click to open/close) | Alhag, D. D., Rashidi, V., Aharizad, S., Farahvash, F. & Mirshekari, B. (2021). The traits affecting wheat grain yield and determining tolerant genotypes using drought indices. Cereal Research Communications, 50, 627 - 636. https://doi.org/10.1007/s42976-021-00225-2. Ali, M. B. & El-Sadek, A. N. (2016). Evaluation of drought tolerance indices for wheat (Triticum aestivum L.) under irrigated and rainfed conditions. Communications in Biometry and Crop Science, 11, 77 - 89. Anwaar, H. A., Perveen, R., Mansha, M. Z., Abid, M., Sarwar, Z. M., Aatif, H. M., Umar, U., Sajid, M., Aslam, H. M. U., Alam, M. M., Rizwan, M., Ikram, R. M., Alghanem, S. M. S., Rashid, A. & Khan, K. A. (2020). Assessment of grain yield indices in response to drought stress in wheat (Triticum aestivum L.). Saudi Journal of Biological Sciences, 27(7), 1818 - 1823. https://doi.org/10.1016/j.sjbs.2019.12.009. Bennani, S., Nsarellah, N., Jlibene, M., Tadesse, W., Birouk, A. & Ouabbou, H. (2017). Efficiency of drought tolerance indices under different stress severities for bread wheat selection. Australian Journal of Crop Science, 11(4), 395 - 405. https://doi.org/10.21475/ajcs.17.11.04.pne272. Bidinger, F. R., Mahalakshmi, V. & Rao, G. D. (1987). Assessment of drought resistance in pearl millet (Pennisetum americanum (L.) Leeke). II. Estimation of genotype response to stress. Australian Journal of Agricultural Research, 38, 49 - 59. https://doi.org/10.1071/ar9870049. Bouslama, M. & Schapaugh, W. T. (1984). Stress tolerance in soybean. Part 1: evaluation of three screening techniques for heat and drought tolerance. Crop Science, 24, 933 - 937. https://doi.org/10.2135/cropssci1984.0011183X002400050026x. Boyadjieva, D. & Andonov, B. (2010). Selection efficiency of morphological and physiological parameters of T. aestivum L. in dry climatic conditions. Bulg. J. Agric. Sci., 16(5), 539 - 546. Carver, B. F. (2009). Wheat Science and Trade. In: Wiley eBooks. https://doi.org/10.1002/9780813818832. El–Refaee, Y. Z., Seadh, S. E., Abdel–Moneam, M. & El-Tantawy, M. E. (2023). Determination of Drought Tolerance Indices as Selection Criteria of Rice Genotypes under Water Deficit Conditions in Egypt. International Journal of Plant and Soil Science, 35(13), 192 - 208. https://doi.org/10.9734/ijpss/2023/v35i133004. El-Sabagh, A. E. (2019). Wheat (Triticum aestivum L.) Production under drought and heat stress – adverse effects, mechanisms and mitigation: a review. Applied Ecology and Environmental Research, 17(4). https://doi.org/10.15666/aeer/1704_83078332. Farshadfar, E. & Elyasi, P. (2012). Screening quantitative indicators of drought tolerance in bread wheat (Triticum aestivum L.) landraces. European Journal of Experimental Biology, 2(3), 577 - 584. Fatehi A., Babarashi, E., Mehri S. & Salajegheh, M. (2022). Evaluation of grain yield of wheat genotypes using stress tolerance indices. Genetika, 54(1), 379 - 394. https://doi.org/10.2298/GENSR2201379F. Fernandez, G. C. J. (1992). Effective selection criteria for assessing stress tolerance. In: Kuo, C.G. (Ed.), Proceedings of the International Symposium on Adaptation of Vegetables and Other Food Crops in Temperature and Water Stress, 257 – 270. Publication. Asian Vegetable Research and Development Center, Shanhua, Taiwa. https://ci.nii.ac.jp/naid/10029135114/. Fischer, R. A. & Maurer, R. (1978). Drought resistance in spring wheat cultivars. I. Grain yield responses. Australian Journal of Agricultural Research, 29, 897 - 912. https://doi.org/10.1071/ar9780897. Fischer, R. P. & Wood, J. (1979). Drought resistance in spring wheat cultivars. III. Yield associations with morpho-physiological traits. Australian Journal of Agricultural Research, 30(6), 1001 - 1020. https://doi.org/10.1071/ar9791001. Gavuzzi, P., Rizza, F., Palumbo, M., Campaline, R. G., Ricciardi, G. L. & Borghi, B. (1997). Evaluation of field and laboratory predictors of drought and heat tolerance in winter cereals. Canadian Journal of Plant Science 77, 523 - 531. https://doi.org/10.4141/p96-130. Ivanova, A., Tsenov, N., Atanassova, D. & Dochev, V. (2011). Evaluation of winter wheat productivity under contrasting environments. In: Veitz, O. (Ed.) "Climate Change: Challenges and opportunities in Agriculture", Proc. AGRISAFE final conference, March 21-23, 2011, Budapest, Hungary, 175 - 178. Lamba, K., Kumar, M., Singh, V., Chaudhary, L., Sharma, R., Yashveer, S. & Dalal, M. S. (2023). Heat stress tolerance indices for identification of the heat tolerant wheat genotypes. Scientific Reports, 13(1), 10842. https://doi.org/10.1038/s41598-023-37634-8. Mahdavi, Z., Rashidi, V., Yarnia, M., Aharizad, S. & Roustaii, M. (2023). Evaluation of yield traits and tolerance indices of different wheat genotypes under drought stress conditions. Cereal Research Communications, 51(3), 659 - 669. https://doi.org/10.1007/s42976-022-00322-w. Mittal, G. K. & Singh, B. (2021). Evaluation of water stress tolerance indices for the selection of maize genotypes. Indian Journal of Plant Genetic Resources, 34(01), 64 - 69. https://doi.org/10.5958/0976-1926.2021.00009.7. Mohammadi, R. & Geravandi, M. (2024). Multi-trait selection for agronomic performance and drought tolerance among durum wheat genotypes evaluated under rainfed and irrigated environments. Experimental Agriculture, 60, e3. https://doi.org/10.1017/S0014479723000273. Mohammadi, R. (2019). The use of a combination scoring index to improve durum productivity under drought stress. Experimental Agriculture, 56(2), 161 - 170. https://doi.org/10.1017/S0014479719000231. Moosavi, S. S., Samadi, B. Y., Naghavi, M. R., Zali, A., Dashti, H. & Pourshahbazi, A. (2008). Introduction of new indices to identify relative drought tolerance and resistance in wheat genotypes. Desert, 12(2), 165 - 178. https://doi.org/10.22059/jdesert.2008.27115. Pour‐Aboughadareh, A., Yousefian, M., Moradkhani, H., Moghaddam, V. M., Poczai, P. & Siddique. K. H. M. (2019). iPASTIC: An online toolkit to estimate plant abiotic stress indices. Applications in Plant Sciences, 7(7), e11278. https://doi.org/doi:10.1002/aps3.11278. Ramirez-Vallejo, P. & Kelly, J. D. (1998). Traits related to drought resistance in common bean. Euphytica, 99, 127 - 136. https://doi.org/10.1023/A:1018353200. Reynolds, M. P. & Braun, H. J. (2022). Wheat Improvement. In: Reynolds, M.P., Braun, H. J. (eds) Wheat Improvement. Springer, Cham. https://doi.org/10.1007/978-3-030-90673-3_1. Reynolds, M. P., Quilligan, E., Aggarwal, P. K., Bansal, K. C., Cavalieri, A. J., Chapman, S. C., Chapotin, S. M., Datta, S. K., Duveiller, E., Gill, K. S., Jagadish, K. S., Joshi, A. K., Koehler, A., Kosina, P., Krishnan, S., Lafitte, R., Mahala, R. S., Raveendran, M., Paterson, A. H. & Yadav, O. P. (2016). An integrated approach to maintaining cereal productivity under climate change. Global Food Security, 8, 9 - 18. https://doi.org/10.1016/j.gfs.2016.02.002. Rosielle, A. A. & Hambling, J. (1981). Theoretical aspects of selection for yield in stress and non-stress environments. Crop Science, 21, 943 - 946. https://doi.org/10.2135/cropsci1981.0011183x002100060033x. Sharma, B., Yadav, L., Shrestha, A., Shrestha, S., Subedi, M., Subedi, S. & Shrestha, J. (2022). Drought stress and its management in wheat (Triticum aestivum L.): a review. Agricultural Science & Technology, 14(1), 3 - 14. https://doi.org/10.15547/ast.2022.01.00. Sharma, S., Chaudhary, E., Gautam, P., Poudel, R., Sapkota, S., Ghimire, S., Timalsina, B., Roka, P., Bhattarai, K., Pariyar, M., Neupane, K., Aryal, A. G. G., Poudel, M. R. & Bhandari, R. (2023). Identification of heat stress tolerant wheat genotype using stress tolerance indices. Journal of Soil, Plant and Environment, 2(2), 16 - 27. https://doi.org/10.56946/jspae.v2i2.185. Silva, C. M. E., Mezzomo, H. C., Ribeiro, J. P. O., De Freitas, D. S. & Nardino, M. (2023). Multi-trait selection of wheat lines under drought-stress condition. Bragantia, 82. https://doi.org/10.1590/1678-4499.20220254. Sofi, P. A., Rehman, K., Ara, A. & Gull, M. (2018). Stress tolerance indices based on yield, phenology and biomass partitioning: A review. Agricultural Reviews, 39(4), 292 - 299. https://doi.org/10.18805/ag.r1822. Sofi, P. A., Shafi, S., Singh, B., Jaiswal, J. P., Mishra, V. K. & Mir, R. R. (2021). Combined selection for productivity and resilience through modified stress tolerance indices in a HUW-234 X HUW-468 derived wheat (Triticum aestivum L.) RIL mapping population for heat stress. Electronic Journal of Plant Breeding, 12(3), 612 - 622. https://doi.org/10.37992/2021.1203.087. Thiry, A. A., Chavez, D., Perla, N., Reynolds, M. P. & William Davies, J. (2016). How Can We Improve Crop Genotypes to Increase Stress Resilience and Productivity in a Future Climate? A New Crop Screening Method Based on Productivity and Resistance to Abiotic Stress. Journal of Experimental Botany, 67(19), 5594 - 5603. https://doi.org/10.1093/jxb/erw330. Tsenov, N., Ivanova, A., Atanasova, D., Petrova, T. & Tsenova, E. (2012). Breeding indices for assessment of drought tolerance of winter bread wheat. Field Crop Studies, 8(1), 65 - 74 (Bg). Tsenov, N., Atanasova, D., Stoeva, I. & Tsenova, E. (2015). Effect of drought on productivity and grain quality in winter wheat. Bulg. J. Agric. Sci., 21(3), 589 - 595. Tsenov, N., Stoeva, I., Gubatov, T. & Peeva, V. (2011). Variability and stability of yield and end-use quality of grain of several bread wheat cultivars. Agricultural Science and Technology, 3(2), 81 - 87. Tsenov, N., Gubatov, T., Raykov, G., Ivanova A. & Chamurliiski, P. (2017). New approaches for evaluation the grain yield of winter wheat in contrasting environments. International Journal of Current Research, 9(1), 44487 - 44495. http://www.journalcra.com/. Tsenov, N., Petrova, T. & Tsenova, E. (2008). Estimation of grain yield and its components in winter wheat advanced lines under favourable and drought field environments, Breeding 08, International Conference “Conventional and Molecular Breeding of Field and Vegetable Crops” 24-27 November 2008, Novi Sad, Serbia, 238 – 241. Tsenov, N., Gubatov, T. & Yanchev, I. (2022a). Estimation of heritability and genetic advance for grain yield and its components in common wheat (Triticum aestivum L.) under genotype by environmental interaction. Bulg. J. Agric. Sci., 28(3), 459 - 469. Tsenov, N., Gubatov, T. & Yanchev, I. (2022b). Ecological and biological explanation of genotype x environment interaction for common winter wheat (Triticum aestivum L.). Bulgarian Journal of Crop Science, 59(4), 28 - 42. Vaezi, H., Mohammadi, N., Majidi-Heravan, G., 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 https://doi.org/10.1007/s42106-019-00070-8. Van Ittersum, M., Cassman, K. G., Grassini, P., Wolf, J., Tittonell, P. & Hochman, Z. (2013). Yield gap analysis with local to global relevance - A review. Field Crops Research, 143, 4 - 17. https://doi.org/10.1016/j.fcr.2012.09.009. Zadoks, J. C., Chang T. T., & Konzak, C. F. (1974). A decimal code for the growth stages of cereals. Weed Res., 14(6), 415 - 421. https://doi.org/10.1111/j.1365-3180.1974.tb01084.x. 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. International Journal of Environmental Research and Public Health, 15(5), 839. https://doi.org/10.3390/ijerph15050839. |
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| Date published: 2026-04-29
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