Interactive effects of bacterial biofertilizers and soil properties on yield and quality of saffron (Crocus sativus L.): A Meta‑Analysis

Document Type : Research Article

Authors

1 Department of Plant Production, Faculty of Agriculture, University of Torbat Heydarieh, Torbat Heydarieh, Iran

2 Department of Nature Engineering and Medicinal Plants, Faculty of Agriculture, University of Torbat Heydarieh, Torbat Heydarieh, Iran

Abstract

This meta‑analysis systematically reviewed the effects of bacterial biofertilizers on quantitative and qualitative traits of saffron (Crocus sativus L.) using data from 32 articles retrieved from Web of Science (50%), Scopus (53%), ScienceDirect (16%), and Magiran (47%). Statistical analyses included multivariate regression, correlation matrix analysis, and principal component analysis (PCA). These methods identified relationships between soil properties, management practices, and saffron yield and quality. Bacterial species richness and soil organic matter percentage were the strongest positive predictors of saffron traits, together explaining 59–81% of the variation in yield and secondary metabolite content. Fresh flower yield increased by 43% per additional bacterial species and by 51% per 1% increase in organic matter. Dry stigma yield increased by 27% per additional bacterial species and by 163% per 1% increase in organic matter. Conversely, each unit increase in EC and chemical fertilizer reduced fresh flower yield by 2.4% and 0.4%, and dry stigma yield by 18.2% and 0.3%, respectively. PCA revealed that biological soil fertility parameters (organic matter, biofertilizer complexity, and treatment duration) clustered separately from chemical inputs, indicating that saffron yield and quality are driven primarily by biological rather than chemical nutrient intensity. Soil texture analysis showed that loam‑clay‑sandy soils maximized fresh flower yield (124% increase), whereas clay loam soils optimized crocin and picrocrocin production (18–38% increases). These findings demonstrate that sustainable saffron production requires integrated bio‑organic management strategies prioritizing bacterial richness , organic matter enrichment, and soil pH optimization over synthetic chemical fertilizers.

Keywords

Main Subjects


  1. Jami N., Rahimi A., Naghizadeh M., Sedaghati E. Investigating the use of different levels of Mycorrhiza and Vermicompost on quantitative and qualitative yield of saffron (Crocus sativus L.). Scientia Horticulturae. 2020;262:109027.
  2. Tosan M., Khashei Siuki A., Sangari M., Rezvani Moghaddam P. Analysis of the global research trend of saffron (Crocus sativus L.) between 2000-2023. Saffron Agronomy and Technology. 2024;12(2):115-138.
  3. Abdoshah S., Bakhshi D., Farhangi M.B. Effect of biological fertilizers on the yield and some morphological characteristics of saffron (Crocus sativus L.). Saffron Agronomy and Technology. 2023;11(3):243-255.
  4. Azimi Gandomani M., Alinaghizadeh M. Impact of Various Biofertilizers and Their Combinations on the Quantitative and Qualitative Characteristics of Saffron Flowers under Different Irrigation Regimes. Journal of Saffron Research. 2024;12(1):95-111.
  5. Zamani Bahramabadi E., Nazoori F. Effects of Mycorrhizal Symbiosis and Drying Methods on Physiological Traits of Carthamus tinctorius Flowers. Journal of Medicinal Plants and By-products. 2022;11(Special):1-10.
  6. Nooriyan S., Bikdeloo M., Roosta H.R. The Role of Plant Mic robiomes in Sustainable Production of Horticultural Crops with a Focus on the Synthesis of Primary and Secondary Metabolites: A Review. Journal of Medicinal Plants and By-AProducts. 2026;15(5):543-557.
  7. Mahdavikia H., Rezaei-Chiyaneh E., Rahimi A., Mohammadkhani N. Effects of Fertilizer Treatments on Antioxidant Activities and Physiological Traits of Basil (Ocimum basilicum L.) under Water Limitation Conditions. Journal of Medicinal Plants and By-products. 2019;8(2):143-151.
  8. Hourani, W. Effect of fertilizers on growth and productivity of saffron: A review. Agronomy Research. 2023;21(1), 87–105.
  9. Kazeminasab A., Yarnia M., Lebaschy M.H., Mirshekari B., Rejali F. The Effect of Vermicompost and PGPR on Physiological Traits of Lemon Balm (Melissa officinalis L.) Plant under Drought Stress. Journal of Medicinal Plants and By-products. 2016;5(2):135-44.
  10. Azizi G., Moosavi S.G., Seghatoleslami M.J., Fazeli Rostampour M. Effect of Different Irrigation Systems and Fertilizer Types on Saffron Corm Production. Journal of Medicinal Plants and By-products. 2023;12(4):339-48.
  11. Wei X., Xie B., Wan C., Song R., Zhong W., Xin S., Song K. Enhancing soil health and plant growth through microbial fertilizers: Mechanisms, benefits, and sustainable agricultural practices. Agronomy. 2024;14(3):609.
  12. Zaferanchi S., Zehtab Salmasi S., Salehi-Lisar S.Y., Sarikhani M.R. Bio-Inoculants and Organics Influence on Mineral Nutrition and Productivity in Calendula officinalis L. %J Journal of Medicinal Plants and By-products. 2020;9(1):43-50.
  13. Sharaf-Eldin M., Elkholy S., Fernández J.-A., Junge H., Cheetham R., Guardiola J., Weathers P. Bacillus subtilis FZB24 affects flower quantity and quality of saffron (Crocus sativus). Planta medica. 2008;74(10):1316-20.
  14. Naghdi Badi H , Omidi H , Golzad A , Torabi H , Fotookian MH Change in Crocin, Safranal and Picrocrocin Content and Agronomical Characters of Saffron (Crocus sativus L.) under Biological and Chemical of Phosphorous Fertilizers. Journal of Medicinal Plants. [Research]. 2011;10(40):58-68.
  15. Rasouli Z., Maleki Farahani S., Besharati H. Some vegetative characteristics of saffron (Crocus sativus L.) as affected by various fertilizers. Iranian Journal of Soil Research. 2013;27(1):35-46.
  16. Esmaeilian Y., Amiri M.B., Tavassoli A., Caballero-Calvo A., Rodrigo-Comino J. Replacing chemical fertilizers with organic and biological ones in transition to organic farming systems in saffron (Crocus sativus) cultivation. Chemosphere. 2022;307:135537.
  17. Gupta P.K. Toxicity of fungicides Veterinary toxicolog. 3rd ed., pp. 569–580: Elsevier. 2018.
  18. Khorramdel S., Mokhtari M., Latifi H. The impact of various soil fertilizers on yield and growth criteria of saffron: A meta-analysis of field studies. Saffron Agronomy and Technology. 2022;10(2):129-147.
  19. Ebrahimi M., Pouyan M., Behdani M.A., Hosseini S., Shahi T., Ragh Ara H., Sahabi H. Investigating the Effect of Biological and Chemical Fertilizers and Water Availability on the Leaf and Corm Element Concentrations and Stigma Quality in Saffron. Journal of Saffron Research. 2025;13(1):88-110.
  20. Gayatri A., Verma S., Sahu U. Effect of Azotobacter and phosphate solubilizing bacteria on the yield of different wheat (Triticum aestivum L.) Cultivar. Pharma Innovation. 2022;11:1629-1633.
  21. Giri B.R., Chattaraj S., Rath S., Pattnaik M.M., Mitra D., Thatoi H. Unveiling the Molecular Mechanism of Azospirillum in Plant Growth Promotion. Bacteria. 2025;4(3):36.
  22. Al-Ahmadi M.J., Mohammadi A., Kohabadi E.S. Characterization of bacteria isolated from the saffron (Crocus sativus L.) rhizosphere. Journal of Horticultural Research. 2017;25(2):5-14.
  23. Chaouqi S., Moratalla-López N., Alonso G.L., Lorenzo C., Zouahri A., Asserar N., Haidar E.M., Guedira T. Effect of soil composition on secondary metabolites of moroccan saffron (Crocus sativus L.). Plants. 2023;12(4):711.
  24. Huang J., Zou J., Xing L., Liu Y., Liu T., Yin H., Liu X., Meng D. Effect of agricultural management approaches on soil microbial diversity and crop production: A meta-analysis. 2022.
  25. Pahalvi H.N., Rafiya L., Rashid S., Nisar B., Kamili A.N. Chemical fertilizers and their impact on soil health Microbiota and biofertilizers, Vol 2: Ecofriendly tools for reclamation of degraded soil environs. 1-20: Springer. 2021,
  26. Jahan M., Jahani M. The effects of chemical and organic fertilizers on saffron flowering. Paper presented at the II International Symposium on Saffron Biology and Technology 739. 2006.
  27. Sofi J., Kirmani N.A., Sharma V., Haq S., Chesti M. Effect of integrated nutrient management in saffron. Indian Journal of Horticulture. 2013;70(2):274-78.
  28. Khorramdel S., Mokhtari M., Latifi H. The impact of various soil fertilizers on yield and growth criteria of saffron: a meta-analysis of field studies. Saffron Agronomy and Technology. 2022;10(2).
  29. Rezvani Moghaddam P., Mohammad Abadi A.A., Falahi H.R., Aghhavani Shajari M. Effects of nutrient management on flowe yield and corm characteristics of saffron (Crocus sativus L.). Journal of Horticultural Science. 2014;28(3):427-34.
  30. Alhasan A.S., Al-Ameri D.T. Effects of macronutrient fertilization on plant growth, essential oil content, and chemical composition in medicinal and aromatic plants grown under different environmental conditions: a review. Volatiles Essent Oils. 2021;8:2588-601.
  31. Hao D., Luan Y., Wang Y., Xiao P. Unveiling nitrogen fertilizer in medicinal plant cultivation. Agronomy. 2024;14(8):1647.
  32. Nehvi F.A., Khan M.A., Lone A.A., Maqhdoomi M.I. Impact of microbial inoculation on growth and yield of saffron in Kashmir. Acta Horticulturae. 2010;850, 171–174
  33. Tao Y., Zhou G., Zhang X., Feng M., Li L., Qian X. Effects of saffron-grape intercropping on saffron flower number and rhizosphere microbial community. BMC Microbiology. 2024;24(1):551.
  34. Cardone L., Castronuovo D., Perniola M., Scrano L., Cicco N., Candido V. The influence of soil physical and chemical properties on saffron (Crocus sativus L.) growth, yield and quality. Agronomy. 2020;10(8):1154.
  35. Xu J.-C., Xie X.-G., Bi X.-W., Zhang J.-H., Zhao Z.-H., Rahman K., Zhu B., Qin L.-P., Han T. Isolation of rhizobacteria from Crocus sativus L. Rhizosphere and their effects on host-growth promotion. Journal of Plant Growth Regulation. 2024;43(5):1536-47.
  36. Khan A., Singh A.V., Gautam S.S., Agarwal A., Punetha A., Upadhayay V.K., Kukreti B., Bundela V., Jugran A.K., Goel R. Microbial bioformulation: a microbial assisted biostimulating fertilization technique for sustainable agriculture. Frontiers in Plant Science. 2023;14:1270039.
  37. Torbaghan M.E., Torbaghan M.E., Ahmadi M.M. The effect of salt stress on flower yield and growth parameters of saffron (Crocus sativus L.) in greenhouse condition. International Research Journal of Agricultural Science and Soil Science. 2011;1(10), 421–427
  38. Yarami N., Sepaskhah A. Effect of irrigation water salinity, manure application and planting method on qualitative compounds of saffron (Crocus sativus L.). International Journal of Plant Production. 2016;10(2):123-137.
  39. Abdoshah S., Bakhshi D., Farhangi M.B. Effects of biological fertilizers on physiological traits and bioactive compounds in saffron (Crocus sativus L.). Journal of the Science of Food and Agriculture. 2025;105(6):3355-3363.
  40. Lian W.-H., Mohamad O.A.A., Dong L., Zhang L.-Y., Wang D., Liu L., Han M.-X., Li S., Wang S., Antunes A. Culturomics-and metagenomics-based insights into the microbial community and function of rhizosphere soils in Sinai desert farming systems. Environmental Microbiome. 2023;18(1):4.
  41. Rao P.S., Thomas T., David A. Soil Chemical Properties and Available Macronutrients in Silt Clay Loam and Sandy Clay Loam Soil. Chemical Science Review and Letters. 2017;6(22):899-905.
  42. Adeniji A., Huang J., Li S., Lu X., Guo R. Hot viewpoint on how soil texture, soil nutrient availability, and root exudates interact to shape microbial dynamics and plant health. Plant and Soil. 2025;511(1):69-90.
  43. Wong W., Tan S., Ge L., Chen X., Yong J. The importance of phytohormones and microbes in biofertilizers Bacterial metabolites in sustainable agroecosystem (pp. 105-58): Springer. 2015,
  44. Zhang Z., Cui Y., Wang Z., Li S., Wei B., Liu Q., Yu Z., Zhang W. Unlocking the potential of biofertilizer: Soil microbial contributions to nutrient availability and vegetable yield. Plant and Soil. 2025:1-14.
  45. Steffens M., Bünemann E.K. Quality of bio‐based fertilizers is decisive for improving soil quality in Europe-A meta-analysis. Soil Use and Management. 2025;41(1):e70012.
  46. Kianimanesh K., Lebaschi M.H., Jaimand K., Abdossi V., Tabaei Aghdaee S.R. Evaluating the application of organic and chemical fertilizers for safranal, crocin, and picrocrocin of saffron (Crocus sativus L.) under dryland farming system. Journal of Medicinal Plants and By-products. 2022;11(2):171-179.
  47. Zhou Y., Li L., Wang J., Qi X., Fang H., Bai Y., Chen Z., Yu X., Liang C. Effects of different microbial agent applications on the growth and quality of saffron (Crocus sativus L.) cormels. Scientia Horticulturae. 2024;336:113385.
  48. Yarami N., Sepaskhah A.R. Saffron response to irrigation water salinity, cow manure and planting method. Agricultural Water Management. 2015;150:57-66.
  49. Rostami M., Mohmmad Parast B., Golfam R. The effect of different levels of salinity stress on some physiological characteristics of saffron (Crocus sativus L.). Saffron Agronomy and Technology. 2015;3(3):179-193.
  50. Koocheki A., Seyyedi S.M., Eyni M.J. Irrigation levels and dense planting affect flower yield and phosphorus concentration of saffron corms under semi-arid region of Mashhad, Northeast Iran. Scientia Horticulturae. 2014;180:147-155.
  51. Fallahi H.-R., Mahmoodi S., Aghhavani-Shajari M., Karimpour H., Maraki Z., Hosseini S.A.-H., Rezghi M., Branca F. Corm Enrichment by Foliar Application of Nutrients Improves Saffron Quality. Journal of Medicinal & Spice Plants. 2013;22(3):110-114.