Volume 12, Issue 2 ((Autumn & Winter) 2026)                   Iranian J. Seed Res. 2026, 12(2): 223-247 | Back to browse issues page

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Ghabeli S, Ebrahimi H, Miri H, Jafari Haghighi B, Jafari A. (2026). Investigation of the Effects of Temperature, Salinity, and Seed Priming on the Germination of Camelina (Camelina sativa) and Modeling the Germination Response to Temperature. Iranian J. Seed Res.. 12(2), 223-247.
URL: http://yujs.yu.ac.ir/jisr/article-1-672-en.html
Department of Agronomy, Arsanjan Branch, Islamic Azad University , ha.ebrahimi@iauc.ir
Abstract:   (28 Views)
Objective: The objective of this research was to evaluate the effect of temperature, salinity, and seed priming on germination and to determine cardinal germination temperatures (i.e., base, optimum, and maximum) of Camelina seeds.
Method: Experimental treatments included different levels of seed priming (control, hydropriming, priming with gibberellic acid, and brassinosteroid at 50 ppm), salinity (0, 100, and 200 mM), and different temperatures (5, 10, 15, 20, 25, 30, 35, and 40°C). To estimate cardinal temperatures, three nonlinear regression models (dent-like, segmented, and beta) were fitted, and their accuracy was evaluated using RMSE, CV, R², and SE criteria.
Results: The results showed that Camelina seed germination was significantly affected by the interaction of temperature, salinity, and priming treatments, and none of these factors could be interpreted independently. The highest germination percentage and rate were obtained at 20°C under non-saline conditions, particularly with the application of gibberellic acid and brassinosteroid at 50 ppm; whereas the combination of high temperatures (especially 35°C) and 200 mM salinity caused a severe reduction or complete inhibition of germination. Hormonal priming, in addition to increasing germination percentage, reduced the time to 50% germination, thereby increasing germination rate, decreasing base temperature, and improving the thermal tolerance range. Among the three models evaluated, based on RMSE, CV, R², and SE criteria, the segmented and dent-like models were the most suitable for estimating the cardinal temperatures of Camelina. The results also showed that the most effective priming treatment was priming with brassinosteroid.
Conclusion: The use of priming, especially with brassinosteroid and gibberellic acid, can be recommended as an effective strategy to improve Camelina seed establishment under salinity stress and temperature fluctuations. The use of nonlinear regression models, including dent-like, segmented, and beta models, can be effectively used to quantify the response of Camelina seed germination to temperature, salinity, and seed priming. Therefore, by utilizing the output of these models across different temperatures, it is possible to predict the germination rate under various priming treatments and salinity levels.

Highlights:
  • Assessing the combined effects of temperature, salinity, and priming on Camelina seed germination.
  • Quantifying the impact of seed priming on cardinal temperatures of Camelina under salinity stress.
  • Comparing and selecting the superior nonlinear model (dent-like and segmented) for estimating Camelina cardinal temperatures under salinity stress and priming.
Full-Text [PDF 711 kb]   (16 Downloads)    
Type of Study: Research | Subject: Seed Ecology
Received: 2025/11/22 | Revised: 2026/02/15 | Accepted: 2026/02/23 | ePublished: 2026/03/20

References
1. Abbasi Bidli, M., & Abdali Mashhadi, A. (2017). Effect of priming on germination characteristics and growth of the Vigna radiata (Shushtar ecotype) seeding under salinity stress. Iranian Journal of Seed Science and Research, 4(1), 75-88. (In Persian) [DOI:10.22124/jms.2017.2249]
2. Acosta, J.M., Bentivegna, D.J., Panigo, E.S., Dellaferrera, I., Alisio, M. & Perreta, M.G. (2014). Influence of environmental factors on seed germination and emergence of Iresine diffusa. Weed Research, 54, 584-592. [DOI:10.1111/wre.12114]
3. Akramghaderi, F., Soltani, A., & Sadeghipour, H.R. (2008). Cardinal temperature of germination in medicinal pumpkin (Cucurbita pepo L. subsp. pepo. Convar. pepo var. styriaca Greb), borago (Borago officinalis L.) and black cumin (Nigella sativa L.). Asian Journal of Plant Science, 7, 574-578. [DOI:10.3923/ajps.2008.574.578]
4. Alvarado, V., & Bradford, K.J. (2002). A hydrothermal time model explains the cardinal temperature for seed germination. Plant Cell & Environment, 25, 1061-1069. [DOI:10.1046/j.1365-3040.2002.00894.x]
5. Ansari, O., & Sharif-Zadeh, F. (2012). Does Gibberelic acid (GA), Salicylic acid (SA) and Ascorbic acid (ASc) improve Mountain Rye (Secale montanum) seeds germination and seedlings growth under cold stress? International Research Journal of Applied and Basic Sciences, 3(8), 1651-1657.
6. Ansari, O., Gherekhloo, J., Ghaderi-Far, F., & Kamkar, B. (2018). Effect of osmotic potential on germination cardinal temperatures of tall mallow (Malva sylvestris L.). Environmental Stresses in Crop Sciences, 11(2), 341-352. (In Persian) [DOI:10.22077/escs.2017.492.1096]
7. Ansari, O., Gherekhloo, J., Kamkar, B., & Ghaderi-Far, F. (2016). Breaking seed dormancy and determining cardinal temperatures for Malva sylvestris using nonlinear regression. Seed Science and Technology, 44(3), 1-14. [DOI:10.15258/sst.2016.44.3.05]
8. Ashraf, M., & Foolad, M.R. (2005). Pre-sowing seed treatment- a shotgun approach to improve germination growth and crop yield under saline and none-saline condition. Advance Agronomy, 88, 223-271. [DOI:10.1016/S0065-2113(05)88006-X]
9. Bakhshandeh, E., Pirdashti, H., Vahabinia, F., & Gholamhossieni, M. (2020). Quantification of the effect of environmental factors on seed germination and seedling growth of Eruca (Eruca sativa) using mathematical models. Journal of Plant Growth Regulation, 39, 190-204. [DOI:10.1007/s00344-019-09974-1]
10. Bayram, M., Homaee, M., & Mokhtasibidgoli, A. (2021). Quantitative assessment of camelina (Camelina sativa L.) response to salinity at early growth stage. Iranian Journal of Soil and Water Research, 52(12), 2985-3000. (In Persian) [DOI:10.22059/ijswr.2022.335338.669154]
11. Belmehdi, O., El Harsal, A., Benmoussi, M., Laghmouchi, Y., Senhaji, N.S., & Abrini, J. (2018). Effect of light, temperature, salt stress and pH on seed germination of medicinal plant Origanum elongatum (Bonnet) Emb and Maire. Biocatalysis and Agricultural Biotechnology, 16, 126-131. [DOI:10.1016/j.bcab.2018.07.032]
12. Berti, M., Gesch, R., Eynck, C., Anderson, J., & Cermak, S. (2016). Camelina uses, genetics, genomics, production, and management. Industrial Crops and Production, 94, 690-710. [DOI:10.1016/j.indcrop.2016.09.034]
13. Bradford, K. J. (2002). Application of hydrothermal time to quantifying and modeling seed germination and dormancy. Weed Science, 50(2), 248-260. [DOI:10.1614/0043-1745(2002)050[0248:AOHTTQ]2.0.CO;2]
14. Buhler, D. D. (2000). Theoretical and practice challenges to an IPM approach to weed management. Weed Science, 48(3), 274-280. [DOI:10.1614/0043-1745(2000)048[0274:TAPCTA]2.0.CO;2]
15. Chen, C., Bekkerman, A., Afshar, R.K., & Neill, K. (2015). Intensification of dryland cropping systems for bio-feedstock production: evaluation of agronomic and economic benefits of Camelina sativa. Industrial Crops and Production, 71, 114-121. [DOI:10.1016/j.indcrop.2015.02.065]
16. Chen, K., & Arora, R. (2013). Priming memory invokes seed stress-tolerance. Environmental and Experimental Botany, 94, 33-45. [DOI:10.1016/j.envexpbot.2012.03.005]
17. Colbach, N., Dürr, C., Roger-Estrade, J., & Caneill, J. (2005). How to model the effects of farming practices on weed emergence. Weed Research, 45, 2-17. https://doi.org/10.1111/j.1365-3180.2004.00428.x [DOI:10.1111/J.1365-3180.2004.00428.X]
18. Derakhshan, A., Gherekhloo, J., Vidal, R. B., & De Prado, R. (2013). Quantitative description of the germination of littleseed canarygrass (Phalaris minor) in response to temperature. Weed Science, 62, 250-257. [DOI:10.1614/WS-D-13-00055.1]
19. Dumur, D., Pilbeam, C.J., & Craigon, J. (1990). Use of the weibull function to calculate cardinal temperatures in faba bean. Journal of Experimental Botany, 41(11), 1423-1430. [DOI:10.1093/jxb/41.11.1423]
20. Forcella, F., Benech Arnold, R. L., & Sanchez, R. (2000). Modelling seedling emergence. Field Crops Research, 67, 123-139. [DOI:10.1016/S0378-4290(00)00088-5]
21. Ghaderi-Far, F., Soltani, A., & Sadeghipour, H. R. (2009). Evaluation of nonlinear regression models in quantifying germination rate of medicinal pumpkin (Cucurbita pepo L. subsp. pepo. Convar. pepo var. styriaca Greb), borago (Borago officinalis L.) and black cumin (Nigella sativa L.) to temperature. Journal of Plant Production, 16(4), 1-9. (In Persian)
22. Grieve, C.M., Lesch, S., Francois, L.E., & Maas, E.W. (1992). Analysis of main-spike yield components in salt-stressed wheat. Crop Science, 32, 697-703. [DOI:10.2135/cropsci1992.0011183X003200030025x]
23. Hardegree, S. P. (2006). Predicting germination response to temperature. I. Cardinal-temperature models and subpopulation-specific regression. Annals of Botany, 97, 1115-1125. [DOI:10.1093/aob/mcl071] [PMID] [PMCID]
24. Hatfield, J.L., Boote, K.J., Kimball, B., Ziska, L., Izaurralde, R. C., Ort, D., Thomson, A. M., & Wolfe, D. (2011). Climate impacts on agriculture: Implications for crop production. Agronomy Journal, 103, 351-370. [DOI:10.2134/agronj2010.0303]
25. Heidari, Z., Kamkar, B., & Masoud Sinaki, J. (2014). Determination of cardinal temperatures of Milk Thistle (Silybum marianum L.) germination. Advances in Plants & Agriculture Research, 1(5), 1-7. [DOI:10.15406/apar.2014.01.00027]
26. Hendawy, S.F., El-Gohary, A.E., & Hussein, M.S. (2019). Evaluation of camelina (Camelina sativa L.) productivity grown in different locations under Egyptian conditions. Middle East Journal of Agriculture Research, 8, 883-888.
27. Hosseini Sanehkoori, F., Bakhshandeh, E., Pirdashti, H., Abdellaoui, R., Boughalleb, F., & Gholamhosseini, M. (2023). Quantification of camelina germination niche to combined salinity and temperature stresses using a halothermal time model. Botany, 101, 88-97. [DOI:10.1139/cjb-2022-0072]
28. Ibrahim, E. A. (2016). Seed priming to alleviate salinity stress in germinating seeds. Journal of Plant Physiology, 15(192), 38-46. [DOI:10.1016/j.jplph.2015.12.011] [PMID]
29. Kamkar, B., Jami Al-Ahmadi, M., Mahdavi-Damghani, A., & Villalobos, F. J. (2011). Quantification of the cardinal temperatures and thermal time requirement of opium poppy (Papaver somniferum L.) seeds germinate using non-linear regression models. Industrial Crops and Products, 35, 192-198. [DOI:10.1016/j.indcrop.2011.06.033]
30. Karami, H. (2016). An alternative model to quantifying corn seed germination to temperature and water potential [Master's thesis, Gorgan University of Agricultural Sciences and Natural Resources].
31. Klińska, S., Jasieniecka-Gazarkiewicz, K., & Banaś, A. (2019). Acyl-CoA: lysophosphatidylcholine acyltransferases (LPCATs) of Camelina sativa seeds: biochemical properties and function. Planta, 250, 1655-1670. [DOI:10.1007/s00425-019-03248-6] [PMID]
32. Krzyżaniak, M., Stolarski, M. J., Tworkowski, J., Puttick, D., Eynck, C., Załuski, D., & Kwiatkowski, J. (2019). Yield and seed composition of 10 spring camelina genotypes cultivated in the temperate climate of Central Europe. Industrial Crops and Production, 138, 111443. [DOI:10.1016/j.indcrop.2019.06.006]
33. Miyashita, H., & Fujita, K. (2019). Improvement of Camelina sativa yield using a plant growth-promoting rhizobacterium. Soil Science and Plant Nutrition, 65, 566-569. [DOI:10.1080/00380768.2019.1673134]
34. Na, G., Aryal, N., Fatihi, A., Kang, J., & Lu, C. (2018). Seed-specific suppression of ADP-glucose pyrophosphorylase in Camelina sativa increases seed size and weight. Biotechnology for Biofuels, 11, 330. [DOI:10.1186/s13068-018-1334-2] [PMID] [PMCID]
35. Nezafat, M.H., Naderi, R., Taghvaei, M., Edalat, M., Tahmasebi, A., & Egan, T.P. (2025). Modeling germination dynamics and drought stress tolerance in sorghum genotypes: Role of priming and hydrotime analysis. Communications in Soil Science and Plant Analysis, 56(16), 2443-2458. [DOI:10.1080/00103624.2025.2514164]
36. Nikoumaram, S., Bayateian, N., & Ansari, O. (2020). Quantification of the priming effect of canola (Brassica napus cv. Zafar) response to temperature using nonlinear regression models. Iranian Journal of Seed Research, 6(2), 111-123. (In Persian) http://dx.doi.org/10.29252/yujs.6.2.111 [DOI:10.29252/yujs.6.2.111]
37. Nonogaki, H., Bassel, G.W. & Bewley, J.D. (2010). Germination-still a mystery. Plant Science, 179(6), 574-581. [DOI:10.1016/j.plantsci.2010.02.010]
38. Oliveira, G.M., Silva, F.F.S., Nascimento Araujo, M., Costa, D.C.C., Gomes, S.E.V., Matias, J.R., Angelotti, F., Cruz, C.R.P., Seal, C.E., & Dantas, B.F. (2019). Environmental stress, future climate, and germination of Myracrodruon urundeuva seeds. Journal of Seed Science, 41, 32-43. [DOI:10.1590/2317-1545v41n1191945]
39. Patade, V. Y., Maya, K., & Zakwan, A. (2011). Seed priming mediated germination improvement and tolerance to subsequent exposure to cold and salt stress in capsicum. Research Journal of Seed Science, 4(3), 125-136. [DOI:10.3923/rjss.2011.125.136]
40. Piper, E.L., Boote, K.J., Jones, J.W., & Grimm, S.S. (1996). Comparison of two phenology models for predicting flowering and maturity date of soybean. Crop Science, 36, 1606-1614. [DOI:10.2135/cropsci1996.0011183X003600060033x]
41. Popa, A.-L., Jurcoane, S., & Dumitriu, B. (2017). Camelina sativa oil-a review. Scientific Bulletin Series F: Biotechnologies, 21, 233-238.
42. Saha, D., Choyal, P., Nandan, U., Dey, P., Bose, B., Kumar, N., Kumar, B., Kumar, P., Pandey, S., Chauhan, J., & Kumar Singhal, R. (2022). Plant Stress in plants. Plant Stress, 4, 100066. [DOI:10.1016/j.stress.2022.100066]
43. Sarv, V., Trass, O., & Diosady, L.L. (2017). Preparation and characterization of Camelina sativa protein isolates and mucilage. Journal of the American Oil Chemists' Society, 94, 1279-1285. [DOI:10.1007/s11746-017-3031-x]
44. Shafii, B., & Price, W.J. (2001). Estimation of cardinal temperatures in germination data analysis. Journal of Agricultural, Biological and Environmental Statistics, 6, 356-366. [DOI:10.1198/108571101317096569]
45. Soltani, A., Gholipoor, M., & Zeinali, E. (2006). Seed reserve utilization and seedling growth of wheat as affected by drought and salinity. Environmental and Experimental Botany, 55, 195-200. [DOI:10.1016/j.envexpbot.2004.10.012]
46. Vaughan, M.M., Block, A., Christensen, S.A., Allen, L.H., & Schmelz, E.A. (2018). The effects of climate change associated abiotic stresses on maize phytochemical defenses. Photochemistry Reviews, 17, 37-49. [DOI:10.1007/s11101-017-9508-2]
47. Wang, J., Ferrell, J., MacDonald, G., & Sellers, B. (2009). Factors affecting seed germination of Cadillo (Urena lobata). Weed Science, 57, 31-35. [DOI:10.1614/WS-08-092.1]
48. Wei, S., Zhang, C., Li, X., Cui, H., Huang, H., Sui, B., Meng, Q., & Zhang, H. (2009). Factors affecting Buffalobur (Solanum rostratum) seed germination and seedling emergence. Weed Science, 57, 521-525. [DOI:10.1614/WE-09-054.1]
49. Wu, X., Li, J., Xu, H., & Dong, L. (2015). Factors affecting seed germination and seedling emergence of Asia Minor bluegrass (Polypogon fugax). Weed Science, 63, 440-447. [DOI:10.1614/WS-D-14-00093.1]

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