Morphological, Physiological, and Reproductive Influencing Factors of Yield in Native Iranian Fenugreek Based on Path Analysis

Document Type : Original Article

Authors

1 Department of Horticultural Science, Faculty of Agricultural Science and Natural Resources, University of Mohaghegh Ardabili, Ardabil, Iran

2 Department of Plant science, Moghan College of Agriculture and Natural Resource, University of Mohaghegh Ardabili, Ardabil, Iran

3 Department of Horticultural Science, Faculty of Agriculture, Tarbiat Modares University, Tehran, Iran

4 Department of Plant Production and Genetics, Faculty of Agriculture, University of Maragheh, Maragheh, Iran.

10.48308/pae.2026.242429.1129

Abstract

Fenugreek is an important medicinal and nutritionally rich legume with significant potential for cultivation in semi-arid and marginal environments. Twenty-six native Iranian fenugreek populations were evaluated under field conditions through a randomized block scheme with three replications. A comprehensive set of vegetative, reproductive, and biochemical traits; including fresh and dry stem and root weights, leaf dimensions, pod and seed characteristics, and photosynthetic pigments, were recorded to assess their contribution to seed yield. Correlation analysis revealed strong positive associations among vegetative traits, such as stem biomass and leaf area, indicating coordinated plant growth. Reproductive traits, including thousand seed weight, number of pods per plant, and number of seeds per pod, were correlated with seed yield. Also, some negative correlations indicated trade-offs, particularly between root biomass and shoot branching, as well as between pod number and seed number per pod. Path analysis identified number of pods per plant (with coefficient 0.61), number of seeds per pod (0.37), and thousand seed weight (0.93), as the primary direct contributors to seed yield, whereas traits such as pod height, dry stem weight, leaf area, and carotenoid content exerted significant indirect effects through reproductive components. Bootstrap analysis with 2,000 resamples confirmed the stability and reliability of the path coefficients, highlighting the robustness of the model in accounting for multicollinearity among interrelated traits. These findings suggest that integrated selection strategies targeting both reproductive traits and supporting vegetative and physiological attributes can substantially improve seed yield in fenugreek. Genotypes combining vegetative growth, efficient photosynthetic machinery, and superior reproductive performance represent ideal candidates for breeding programs aimed at enhancing productivity.

Keywords


Akhtar, H., Ali, Y.A., Wei, C.R., Albassam, R.S., Ahmed, F., Yasmin, A., and Ndagire, C.T. 2025. Bioactive Potential and Health Benefits of Trigonella foenum‐graecum L.: A Comprehensive Review. Food Science and Nutrition, 13(9), pp. e70887. Doi: https://doi.org/10.1002/fsn3.70887.
Alemu, Y., Alamirew, S., and Dessalegn, L. 2017. Correlation and path analysis of green pod yield and its components in snap bean (Phaseolus vulgaris L.) genotypes. International Journal of Research, 4, pp. 30-36.
Azizi, M., Saeb, H., Nazari, M., Aroiee, H., and Morshedloo, M.R. 2025. Assessment of the phenotypic and physicochemical traits of nine Iranian endemic fenugreek (Trigonella foenum-graecum L.). Scientific Reports, 15(1), pp. 3303. Doi: https://doi.org/10.1038/s41598-025-86947-3.
Buckley, T.N. (2021). Optimal carbon partitioning helps reconcile the apparent divergence between optimal and observed canopy profiles of photosynthetic capacity. New Phytologist, 230(6), pp. 2246-2260. Doi: https://doi.org/10.1111/nph.17199.
Camlica, M., and Yaldiz, G. 2021. Employing modern technologies in the cultivation and production of fenugreek (Trigonella foenum-graecum L.). In Fenugreek: Biology and applications (pp. 31-62). Singapore: Springer Singapore. Doi: https://doi.org/10.1007/978-981-16-1197-1_3.
Czopek, K., Staniak, M., Stępień-Warda, A., and Księżak, J. 2023. The effect of a superabsorbent as a soil amendment on seed yield and chemical composition of two soybean genotypes. Archives of Agronomy and Soil Science, 69(12), pp. 2443-2457. Doi: https://doi.org/10.1080/03650340.2022.2157408.
Fallahi, H.R., Ramazani, S. H.R., Ghorbany, M., and Aghhavani-Shajari, M. 2017. Path and factor analysis of roselle (Hibiscus sabdariffa L.) performance. Journal of Applied Research on Medicinal and Aromatic Plants, 6, pp. 119-125.
Fikre, D., Mengistu, F.G., Tsagaye, D., Ali, A., Fufa, N., and Wegayehu, G. 2023. Evaluation of black cumin (Nigella sativa L.) genotypes for yield and yield related parameters in potential growing areas of Ethiopia. International Journal of Bio-resource and Stress Management, 14(7), pp. 1037-1045.
Gurjar, M., Naruka, I.S., and Shaktawat, R.P.S. 2016. Variability and correlation analysis in fenugreek (Trigonella foenum-graecum L.). Legume Research-An International Journal, 39(3), pp. 459-465. Doi: https://doi.org/10.18805/lr.v0iOF.9286.
Kadam Vasant, B., Deore Sonali, V., and Kadam, U.B. 2017. Estimation of chlorophyll content in leaves of Trigonella foenum-graecum Linn. World Journal of Pharmacy and Pharmaceutical Sciences, 6(3), pp. 569-572. Doi: https://doi.org/10.20959/wjpps2017.
Liang, X.G., Gao, Z., Fu, X.X., Chen, X.M., Shen, S., and Zhou, S.L. 2023. Coordination of carbon assimilation, allocation, and utilization for systemic improvement of cereal yield. Frontiers in Plant Science, 14, pp. 1206829. Doi: https://doi.org/10.3389/fpls.2023.1206829.
Mahfouz, S.A., Mohamed, M.A., Atteya, A.K., and Ibrahim, M.E. 2017. Impact of intercropping system on yield and quality of Lolium multiflorum and Trigonella foenum-graecum L. International Journal of Pharmaceutical and Clinical Research, 9(4), pp. 324-331.
Meena, R.S., Choudhary, S., Verma, A.K., Meena, N.K., and Mali, S.C. 2021. Estimates of genetic variability, divergence, correlation and path coefficient for morphological traits in fenugreek (Trigonella foenum-graecum L.) genotypes. Legume Research, 44(3), pp. 281-286.
Narayana, P.K., Bueno, E., Baur, A., Ahmed, S., von Wettberg, E.J.B. 2022. Fenugreek, A Legume Spice and Multiuse Crop Adapted to a Changing Climate. In: Jha, U.C., Nayyar, H., Agrawal, S.K., Siddique, K.H.M. (eds) Developing Climate Resilient Grain and Forage Legumes. Springer, Singapore. Doi: https://doi.org/10.1007/978-981-16-9848-4_5.
Parmar, S., Raidas, D.K., Sahu R., Jaiswal R.K., 2021.Study of morphological and seed yield architecture in genotypes of fenugreek (Trigonella foenum-graecum L.). Biological Forum – An International Journal, 13(3), pp. 289-294.
Qiao, S., Ma, C., Li, H., Zhang, Y., Zhang, M., Zhao, W., and Liu, B. 2024. Responses of growth and photosynthesis to alkaline stress in three willow species. Scientific Reports, 14(1), pp. 14672. Doi: https://doi.org/10.1038/s41598-024-65004-5.
Roba, R., and Mohammed, W. 2024. Genetic variability of fenugreek (Trigonella foenum-graecum L.) accessions from agroecological and morphoagronomic traits, Ethiopia. Beverage Plant Research, 4(1), pp. e014. Doi: https://doi.org/10.48130/bpr-0024-0003.
Rostami, M., Shokouhian, A., and Mohebodini, M. 2022. Effect of humic acid, nitrogen concentrations and application method on the morphological, yield and biochemical characteristics of strawberry ‘Paros’. International Journal of Fruit Science, 22(1), pp. 203-214. Doi: https://doi.org/10.1080/15538362.2021.2022566.
Sabaghnia, N., Mohebodini, M., Ebadi, A., and Janmohammadi, M. 2025. Correlation and path analysis of morphologic characters associated with yield performance in black cumin. Journal of Plant Biological Sciences, 17, pp. 1-13. Doi: https://doi.org/10.22108/ijpb.2025.144116.1394.
Seal, D., Layek, A., and Pramanik, K. (2025). Origin and Geographical Distribution of Fenugreek. In Fenugreek (pp. 1-16). Apple Academic Press.
Sengul, S. 2006. Using path analysis to determine lucerne (Medicago sativa L.) seed yield and its components. New Zealand Journal of Agricultural Research, 49(1), pp. 107-115. Doi: https://doi.org/10.1080/00288233.2006.9513700.
Shahrajabian, M.H., Sun, W., Magadlela, A., Hong, S., and Cheng, Q. 2021. Fenugreek cultivation in the middle east and other parts of the world with emphasis on historical aspects and its uses in traditional medicine and modern pharmaceutical science. In Fenugreek: Biology and Applications (pp. 13-30). Singapore: Springer Singapore. Doi: https://doi.org/10.1016/B978-0-12-813148-0.00028-1.
Shakthi, P.N., Meena, K.C., Naruka, I.S., Haldar, A., and Soni, N. 2020. Performance of fenugreek (Trigonella foenum-graecum L.) genotypes for yield and yield contributing traits. International Journal of Seed Spices, 10(1), pp. 11-15.
Shamuyarira, K.W., Shimelis, H., Figlan, S., and Chaplot, V. 2023. Combining ability analysis of yield and biomass allocation related traits in newly developed wheat populations. Scientific Reports, 13(1), pp. 11832. Doi: https://doi.org/10.1038/s41598-023-38961-6.
Sharma, K.C., and Sastry, E.V. D. 2008. Path analysis for seed yield and its component characters in fenugreek (Trigonella foenum-graecum L.). Journal of Spices and Aromatic Crops, 17(2), pp. 69-74.
Sharma, K., Chaturvedi, U., Sharma, S., Vaishnav, A., and Singh, S.V. 2021. Fenugreek-rhizobium symbiosis and flavonoids under stress condition. In Antioxidants in Plant-Microbe Interaction (pp. 449-459). Singapore: Springer Singapore. Doi: https://doi.org/10.1007/978-981-16-1350-0_21.
Shekari, F., Sabaghnia, N., Abbasi, A., and Baljani, R. 2025. Evaluation of important traits affecting yield in safflower (Carthamus tinctorius L.). Genetika, 57(1), pp. 23-35. Doi: https://doi.org/10.2298/GENSR2501023S.
Singh R., Meena R.S., Choudhary S, Meena N.K., Meena R.D., Verma A.K., Ravi Y., and S Lal., 2025. Comparative evaluation of seed chlorophyll content, colour, and yield traits in Fenugreek (Trigonella foenum-graecum L.). Journal of Agriculture and Ecology, 20, pp. 18-26. 2025. Doi: https://doi.org/10.58628/JAE-2520-103.
Singh, A.K., Singh, D.R., Singh, A., Maurya, J.K., Pandey, V.P., and Sriom, D.R. 2019. Studies on character association and path analysis of yield with important yield contributing traits in fenugreek (Trigonella foenum-graecum L.). Journal of Pharmacognosy and Phytochemistry, 8(3), pp. 4616-4619.
Syed, Q.A., Rashid, Z., Ahmad, M.H., Shukat, R., Ishaq, A., Muhammad, N., and Rahman, H.U. U. 2020. Nutritional and therapeutic properties of fenugreek (Trigonella foenum-graecum): a review. International Journal of Food Properties, 23(1), pp. 1777-1791. Doi: https://doi.org/10.1080/10942912.2020.1825482.
Tewari, A., Brar, J.K., Singh, R., and Singh, A. 2024. Agronomic biofortification of fenugreek (Trigonella foenum-graecum) seeds with chromium: Implication on nutritional, anti-nutritional, mineral and in-vitro protein digestibility. Food Bioscience, 60, pp. 104481. Doi: https://doi.org/10.1016/j.fbio.2024.104481.
Tilahun, G.W., Zeleke, A.A., and Limeneh, D.F. 2025. Agronomic evaluation and genetic variability studies among fenugreek (Trigonella foenum-graecum L.) genotypes at Kulumsa, southeastern Ethiopia. Ecological Genetics and Genomics, 35, pp. 100343. Doi: https://doi.org/10.1016/j.egg.2025.100343.
Yaldiz, G., and Camlica, M. 2022. Performance of fenugreek (Trigonella foenum-graecum L.) genotypes towards growth, yield and UPOV properties. Legume Research-An International Journal, 45(1), pp. 10-17. Doi: https://doi.org/10.18805/LR-639.
Zhang, H., and Flottmann, S. 2016. Seed yield of canola (Brassica napus L.) is determined primarily by biomass in a high-yielding environment. Crop and Pasture Science, 67(4), pp. 369-380. Doi: https://doi.org/10.1071/CP15236.