Submitted:
18 July 2025
Posted:
18 July 2025
You are already at the latest version
Abstract
Keywords:
1. Introduction
2. Materials and Methods
2.1. Soil Treatment
2.2. Chemical and Biochemical Soil Analysis
2.3. Soil Fauna
2.4. Broccoli nutritional and nutraceutical analysis
2.5. Statistical Analysis
3. Results
3.1. Soil Physicochemical and Biochemical Properties
3.2. Soil Cations and Anions
3.3. QBS-ar index
3.4. Fertilization Effects on Broccoli Quality
3.5. Soil and Broccoli Correlation
4. Discussion
5. Conclusions
Author Contributions
Funding
Data Availability Statement
Conflicts of Interest
Abbreviations
| T0 | Time zero |
| CTR | Control, soil without fertilizer |
| NPK | Nitrogen – phosphorus – potassium |
| HM | Horse manure |
| WC | Water content |
| EC | Electrical conductivity |
| OC | Organic carbon |
| TN | Total nitrogen |
| C/N | Carbon-nitrogen ratio |
| OM | Organic matter |
| WSP | Water-soluble phenols |
| CEC | Cation exchange capacity |
| DHA | Dehydrogenase |
| FDA | Fluorescein diacetate hydrolase |
| CAT | Catalase |
| MBC | Microbial biomass carbon |
| DW | Dry weight |
| TP | Total phenols |
| TF | Total flavonoids |
| DPPH | 2,2-difenil-1-picrilidrazile |
| ABTS+ | 2,2'-azino-bis-3-etilbenzotiazolin-6-solfonato |
| TAC | Total antioxidant capacity |
| Vit C | Vitamin C |
| Vit E | Vitamin E |
| TPRO | Total proteins |
| TCARB | Total carbohydrates |
| PCA | Principal component analysis |
References
- Tahat, M.; Alananbeh, K.; Othman, Y.; Leskovar, D. Soil Health and Sustainable Agriculture. Sustainability 2020, 12, 4859. [Google Scholar] [CrossRef]
- Lazcano, C.; Boyd, E.; Holmes, G.; Hewavitharana, S.; Pasulka, A.; Ivors, K. The Rhizosphere Microbiome Plays a Role in the Resistance to Soil-Borne Pathogens and Nutrient Uptake of Strawberry Cultivars under Field Conditions. Sci Rep 2021, 11, 3188. [Google Scholar] [CrossRef] [PubMed]
- Amin, F.; Jilani, M.I. Environmental, Microbiological and Chemical Implications of Fertilizers Use in Soils: A Review. Int J Chem Biochem Sci 2024, 25(18), 56–73. [Google Scholar]
- Zhang, L.; Zhao, Z.; Jiang, B.; Baoyin, B.; Cui, Z.; Wang, H.; Li, Q.; Cui, J. Effects of Long-Term Application of Nitrogen Fertilizer on Soil Acidification and Biological Properties in China: A Meta-Analysis. Microorganisms 2024, 12, 1683. [Google Scholar] [CrossRef] [PubMed]
- Badagliacca, G.; Testa, G.; La Malfa, S.G.; Cafaro, V.; Lo Presti, E.; Monti, M. Organic Fertilizers and Bio-Waste for Sustainable Soil Management to Support Crops and Control Greenhouse Gas Emissions in Mediterranean Agroecosystems: A Review. Horticulturae 2024, 10, 427. [Google Scholar] [CrossRef]
- Diacono, M.; Montemurro, F. Long-Term Effects of Organic Amendments on Soil Fertility. In Sustainable Agriculture Volume 2; Lichtfouse, E., Hamelin, M., Navarrete, M., Debaeke, P., Eds.; Springer Netherlands: Dordrecht, 2011; pp. 761–786. ISBN 978-94-007-0394-0. [Google Scholar]
- Ali, A.; Jabeen, N.; Farruhbek, R.; Chachar, Z.; Laghari, A.A.; Chachar, S.; Ahmed, N.; Ahmed, S.; Yang, Z. Enhancing Nitrogen Use Efficiency in Agriculture by Integrating Agronomic Practices and Genetic Advances. Front. Plant Sci. 2025, 16, 1543714. [Google Scholar] [CrossRef] [PubMed]
- Muscolo, A.; Papalia, T.; Settineri, G.; Mallamaci, C.; Panuccio, M.R. Sulfur Bentonite-Organic-Based Fertilizers as Tool for Improving Bio-Compounds with Antioxidant Activities in Red Onion. Journal of the Science of Food and Agriculture 2020, 100, 785–793. [Google Scholar] [CrossRef] [PubMed]
- Zhou, T.; Wang, Z.; Lv, Q.; Zhang, Y.; Tao, S.; Ren, X.; Gao, H.; Gao, Z.; Hu, S. Sulfur Dynamics in Saline Sodic Soils: The Role of Paddy Cultivation and Organic Amendments. Ecological Indicators 2024, 162, 112014. [Google Scholar] [CrossRef]
- Singh, K.; Singh, R.; Nwosu, N.J.; Omara, P.; Sharma, L.; Dunn, B.L.; Singh, H. Optimizing Nutrient Delivery in Agronomic Crops: A Review of Enhanced Efficiency Fertilizers. Journal of Plant Nutrition and Soil Science 2025, n/a. [Google Scholar] [CrossRef]
- Drinkwater, L.E.; Snapp, S.S. Advancing the Science and Practice of Ecological Nutrient Management for Smallholder Farmers. Front. Sustain. Food Syst. 2022, 6. [Google Scholar] [CrossRef]
- Mahn, A.; Reyes, A. An Overview of Health-Promoting Compounds of Broccoli (Brassica Oleracea Var. Italica) and the Effect of Processing. Food sci. technol. int. 2012, 18, 503–514. [Google Scholar] [CrossRef] [PubMed]
- Shinali, T.S.; Zhang, Y.; Altaf, M.; Nsabiyeze, A.; Han, Z.; Shi, S.; Shang, N. The Valorization of Wastes and Byproducts from Cruciferous Vegetables: A Review on the Potential Utilization of Cabbage, Cauliflower, and Broccoli Byproducts. Foods 2024, 13, 1163. [Google Scholar] [CrossRef] [PubMed]
- Naguib, A.E.-M.M.; El-Baz, F.K.; Salama, Z.A.; Abd El Baky Hanaa, H.; Ali, H.F.; Gaafar, A.A. Enhancement of Phenolics, Flavonoids and Glucosinolates of Broccoli (Brassica Olaracea, Var. Italica) as Antioxidants in Response to Organic and Bio-Organic Fertilizers. Journal of the Saudi Society of Agricultural Sciences 2012, 11, 135–142. [Google Scholar] [CrossRef]
- Muscolo, A.; Sidari, M.; Settineri, G.; Papalia, T.; Mallamaci, C.; Attinà, E. Influence of Soil Properties on Bioactive Compounds and Antioxidant Capacity of Brassica Rupestris Raf. J Soil Sci Plant Nutr 2019, 19, 808–815. [Google Scholar] [CrossRef]
- FAO Agricultural Biodiversity: FAO Multifunctional Character of Agriculture and Land.; 1999.
- Bouyoucos, G.J. Hydrometer Method Improved for Making Particle Size Analyses of Soils. Agronomy Journal 1962, 54, 464–465. [Google Scholar] [CrossRef]
- AOAC Official Methods of Analysis; 18th ed.; Association of Official Analytical, 2005.
- Mehlich, A. Rapid Determination of Cation and Anion Exchange Properties and pHe of Soils. Journal of Association of Official Agricultural Chemists 1953, 36, 445–457. [Google Scholar] [CrossRef]
- Box, J.D. Investigation of the Folin-Ciocalteau Phenol Reagent for the Determination of Polyphenolic Substances in Natural Waters. Water Research 1983, 17, 511–525. [Google Scholar] [CrossRef]
- von Mersi, W.; Schinner, F. An Improved and Accurate Method for Determining the Dehydrogenase Activity of Soils with Iodonitrotetrazolium Chloride. Biol Fertil Soils 1991, 11, 216–220. [Google Scholar] [CrossRef]
- Beck, Th. Die Messung Der Katalaseaktivität von Böden. Zeitschrift für Pflanzenernährung und Bodenkunde 1971, 130, 68–81. [Google Scholar] [CrossRef]
- Dick, R.P.; Breakwell, D.P.; Turco, R.F. Soil Enzyme Activities and Biodiversity Measurements as Integrative Microbiological Indicators. In Methods for Assessing Soil Quality; John Wiley & Sons, Ltd, 1997; pp. 247–271 ISBN 978-0-89118-944-2.
- Vance, E.D.; Brookes, P.C.; Jenkinson, D.S. An Extraction Method for Measuring Soil Microbial Biomass C. Soil Biology and Biochemistry 1987, 19, 703–707. [Google Scholar] [CrossRef]
- Walkley, A.; Black, I.A. An Examination of the Degtjareff Method for Determining Soil Organic Matter, and a Proposed Modification of the Chromic Acid Titration Method. Soil Science 1934, 37, 29. [Google Scholar] [CrossRef]
- Bano, R.; Roy, S. Extraction of Soil Microarthropods: A Low Cost Berlese- Tullgren Funnels Extractor. International Journal of Fauna and Biological Studies 2016, 2, 14–17. [Google Scholar]
- Angelini, P.; Fenoglio, S.; Isaia, M.; Jacomini, C.; Migliorini, M.; Morisi, A. Biomonitoraggio. Tecniche di biomonitoraggio del suolo 2002. [Google Scholar]
- Velioglu, Y.S.; Mazza, G.; Gao, L.; Oomah, B.D. Antioxidant Activity and Total Phenolics in Selected Fruits, Vegetables, and Grain Products. J. Agric. Food Chem. 1998, 46, 4113–4117. [Google Scholar] [CrossRef]
- Djeridane, A.; Yousfi, M.; Nadjemi, B.; Boutassouna, D.; Stocker, P.; Vidal, N. Antioxidant Activity of Some Algerian Medicinal Plants Extracts Containing Phenolic Compounds. Food Chemistry 2006, 97, 654–660. [Google Scholar] [CrossRef]
- Re, R.; Pellegrini, N.; Proteggente, A.; Pannala, A.; Yang, M.; Rice-Evans, C. Antioxidant Activity Applying an Improved ABTS Radical Cation Decolorization Assay. Free Radical Biology and Medicine 1999, 26, 1231–1237. [Google Scholar] [CrossRef] [PubMed]
- Barreca, D.; Bellocco, E.; Caristi, C.; Leuzzi, U.; Gattuso, G. Flavonoid Composition and Antioxidant Activity of Juices from Chinotto (Citrus × Myrtifolia Raf.) Fruits at Different Ripening Stages. J. Agric. Food Chem. 2010, 58, 3031–3036. [Google Scholar] [CrossRef] [PubMed]
- Prieto, P.; Pineda, M.; Aguilar, M. Spectrophotometric Quantitation of Antioxidant Capacity through the Formation of a Phosphomolybdenum Complex: Specific Application to the Determination of Vitamin E. Analytical Biochemistry 1999, 269, 337–341. [Google Scholar] [CrossRef] [PubMed]
- Davies, S.H.R.; Masten, S.J. Spectrophotometric Method for Ascorbic Acid Using Dichlorophenolindophenol: Elimination of the Interference Due to Iron. Analytica Chimica Acta 1991, 248, 225–227. [Google Scholar] [CrossRef]
- Kruger, N.J. The Bradford Method For Protein Quantitation. In The Protein Protocols Handbook; Walker, J.M., Ed.; Humana Press: Totowa, NJ, 2009; pp. 17–24. ISBN 978-1-59745-198-7. [Google Scholar]
- Hedge, J.E.; Hofreiter, B.T.; Whistler, R.L. Carbohydrate Chemistry. Academic Press, New York 1962, 17, 71–80. [Google Scholar]
- Țopa, D.-C.; Căpșună, S.; Calistru, A.-E.; Ailincăi, C. Sustainable Practices for Enhancing Soil Health and Crop Quality in Modern Agriculture: A Review. Agriculture 2025, 15, 998. [Google Scholar] [CrossRef]
- Lazcano, C.; Domínguez, J. The Use of Vermicompost in Sustainable Agriculture: Impact on Plant Growth and Soil Fertility. Soil nutrients 2011, 10(1-23), 187.
- Liu, X.; Yang, Y.; Gao, B.; Li, Y.; Wan, Y. Environmentally Friendly Slow-Release Urea Fertilizers Based on Waste Frying Oil for Sustained Nutrient Release. ACS Sustainable Chem. Eng. 2017, 5, 6036–6045. [Google Scholar] [CrossRef]
- Bernal, M.P.; Alburquerque, J.A.; Moral, R. Composting of Animal Manures and Chemical Criteria for Compost Maturity Assessment. A Review. Bioresource Technology 2009, 100, 5444–5453. [Google Scholar] [CrossRef] [PubMed]
- Liu, H.; Du, X.; Li, Y.; Han, X.; Li, B.; Zhang, X.; Li, Q.; Liang, W. Organic Substitutions Improve Soil Quality and Maize Yield through Increasing Soil Microbial Diversity. Journal of Cleaner Production 2022, 347, 131323. [Google Scholar] [CrossRef]
- Lori, M.; Symnaczik, S.; Mäder, P.; Deyn, G.D.; Gattinger, A. Organic Farming Enhances Soil Microbial Abundance and Activity—A Meta-Analysis and Meta-Regression. PLOS ONE 2017, 12, e0180442. [Google Scholar] [CrossRef] [PubMed]
- Sritongon, N.; Sarin, P.; Theerakulpisut, P.; Riddech, N. The Effect of Salinity on Soil Chemical Characteristics, Enzyme Activity and Bacterial Community Composition in Rice Rhizospheres in Northeastern Thailand. Sci Rep 2022, 12, 20360. [Google Scholar] [CrossRef] [PubMed]
- Sharma, S.; Vashisht, B.B.; Singh, P.; Singh, Y. Changes in Soil Aggregate-Associated Organic Carbon, Enzymatic Activity, and Biological Pools under Conservation Agriculture Based Practices in Rice–Wheat System. Biomass Conv. Bioref. 2023, 13, 13977–13994. [Google Scholar] [CrossRef]
- Song, R.; Zhu, W.Z.; Li, H.; Wang, H. Impact of Wine-Grape Continuous Cropping on Soil Enzyme Activity and the Composition and Function of the Soil Microbial Community in Arid Areas. Front. Microbiol. 2024, 15. [Google Scholar] [CrossRef] [PubMed]
- Mulatu, G.; Bayata, A. Vermicompost as Organic Amendment: Effects on Some Soil Physical, Biological Properties and Crops Performance on Acidic Soil: A Review. FEM 2024, 10, 66–73. [Google Scholar] [CrossRef]
- Rodríguez-Pajares, C.; Muñoz-Adalia, E.J.; Fernández-Fernández, M. Microarthropods Communities as Indicators of Soil Quality in a Mediterranean Periurban Forest Using the QBS-Ar Index. Forest Systems 2025, 34, 20906–20906. [Google Scholar] [CrossRef]
- Churchland, C.; Grayston, S.J. Specificity of Plant-Microbe Interactions in the Tree Mycorrhizosphere Biome and Consequences for Soil C Cycling. Front. Microbiol. 2014, 5. [Google Scholar] [CrossRef] [PubMed]
- Kim, Y.-N.; Lee, J.-H.; Seo, H.-R.; Kim, J.-W.; Cho, Y.-S.; Lee, D.; Kim, B.-H.; Yoon, J.-H.; Choe, H.; Lee, Y.B.; et al. Co-Responses of Soil Organic Carbon Pool and Biogeochemistry to Different Long-Term Fertilization Practices in Paddy Fields. Plants 2022, 11, 3195. [Google Scholar] [CrossRef] [PubMed]
- Reganold, J.P.; Wachter, J.M. Organic Agriculture in the Twenty-First Century. Nature Plants 2016, 2, 15221. [Google Scholar] [CrossRef] [PubMed]
- Coleman, D.C.; Geisen, S.; Wall, D.H. Chapter 5 - Soil Fauna: Occurrence, Biodiversity, and Roles in Ecosystem Function. In Soil Microbiology, Ecology and Biochemistry (Fifth Edition); Paul, E.A., Frey, S.D., Eds.; Elsevier, 2024; pp. 131–159 ISBN 978-0-12-822941-5.
- Muscolo, A.; Marra, F.; Canino, F.; Maffia, A.; Mallamaci, C.; Russo, Mt. Growth, Nutritional Quality and Antioxidant Capacity of Lettuce Grown on Two Different Soils with Sulphur-Based Fertilizer, Organic and Chemical Fertilizers. Scientia Horticulturae 2022, 305, 111421. [Google Scholar] [CrossRef]
- Liu, Y.; Lan, X.; Hou, H.; Ji, J.; Liu, X.; Lv, Z. Multifaceted Ability of Organic Fertilizers to Improve Crop Productivity and Abiotic Stress Tolerance: Review and Perspectives. Agronomy 2024, 14, 1141. [Google Scholar] [CrossRef]
- Laing, W.A.; Martínez-Sánchez, M.; Wright, M.A.; Bulley, S.M.; Brewster, D.; Dare, A.P.; Rassam, M.; Wang, D.; Storey, R.; Macknight, R.C.; et al. An Upstream Open Reading Frame Is Essential for Feedback Regulation of Ascorbate Biosynthesis in Arabidopsis. The Plant Cell 2015, 27, 772–786. [Google Scholar] [CrossRef] [PubMed]
- Howe, J.A.; McDonald, M.D.; Burke, J.; Robertson, I.; Coker, H.; Gentry, T.J.; Lewis, K.L. Influence of Fertilizer and Manure Inputs on Soil Health: A Review. Soil Security 2024, 16, 100155. [Google Scholar] [CrossRef]
- Ollio, I.; Santás-Miguel, V.; Gómez, D.S.; Lloret, E.; Sánchez-Navarro, V.; Martínez-Martínez, S.; Egea-Gilabert, C.; Fernández, J.A.; Calviño, D.F.; Zornoza, R. Effect of Biofertilizers on Broccoli Yield and Soil Quality Indicators. Horticulturae 2023, 10, 42. [Google Scholar] [CrossRef]
- Singh, S.; Singh, R.; Singh, K.; Katoch, K.; Zaeen, A.A.; Birhan, D.A.; Singh, A.; Sandhu, H.S.; Singh, H.; Sahrma, L.K. Smart Fertilizer Technologies: An Environmental Impact Assessment for Sustainable Agriculture. Smart Agricultural Technology 2024, 8, 100504. [Google Scholar] [CrossRef]








| T0 | CTR | NPK | HM | RecOrgFert PLUS | |
|---|---|---|---|---|---|
| WC | 8.25c ± 0.91 | 10.1b ± 0.98 | 14.2a ± 1.1 | 13.4a ± 1.1 | 14.5a ± 0.97 |
| pH | 8.16a ± 0.09 | 8.30a ± 0.1 | 8.04b ± 0.1 | 8.25a ± 0.09 | 7.5c ± 0.1 |
| EC | 0.10c ± 0.09 | 0.40b ± 0.09 | 1.08a ± 0.1 | 1.22a ± 0.08 | 1.16a ± 0.08 |
| OC | 1.13d ± 0.18 | 1.17d ± 0.18 | 2.3c ± 0.2 | 2.54b ± 0.18 | 3.37a ± 0.17 |
| TN | 1.09a ± 0.02 | 0.11d ± 0.02 | 0.14c ± 0.01 | 0.162b ± 0.01 | 0.194b ± 0.01 |
| C/N | 1.04c ± 1 | 10.6b± 0.9 | 16.5a± 1 | 15.7a± 0.9 | 17.4a± 1 |
| OM | 1.95d ± 0.28 | 2.02d ± 0.35 | 3.99c ± 0.3 | 4.39b ± 0.26 | 5.8a ± 0.32 |
| WSP | 23.3c± 1.7 | 26.7b± 2.0 | 27.5b± 1.6 | 33.4a± 1.7 | 35.9a± 2.0 |
| CEC | 15.0b± 1 | 16.5a± 1 | 17.1a± 0.98 | 17.3a± 0.97 | 17.1a ± 0.85 |
| DHA | 1.4b ± 0.28 | 1.1b ± 0.29 | 2.0a ± 0.3 | 1.6b± 0.3 | 2.4a ± 0.25 |
| FDA | 13.3b± 0.51 | 14.3b± 0.48 | 15.3a± 0.46 | 15.4a± 0.53 | 16.3a± 0.55 |
| CAT | 1.3c ± 0.33 | 3.3a ± 0.27 | 3.2a ± 0.29 | 2.1b ± 0.31 | 2.2b ± 0.33 |
| MBC | 205c± 17.6 | 218c± 19.1 | 684b± 14.5 | 764a± 14.2 | 791a± 21.1 |
| Cations and anions | T0 | CTR | NPK | HM | RecOrgFert PLUS |
|---|---|---|---|---|---|
| Na+ | 0.012b± 0.0003 | 0.016b± 0.0003 | 0.025a± 0.0003 | 0.024a± 0.0002 | 0.026a± 0.0003 |
| K+ | 0.013b± 0.0003 | 0.012b± 0.0003 | 0.027a± 0.0003 | 0.025a± 0.0002 | 0.030a± 0.0003 |
| Ca2+ | 0.02a± 0.005 | 0.03a± 0.005 | 0.03a± 0.005 | 0.03a± 0.004 | 0.03a± 0.005 |
| Mg2+ | 7.6b ± 0.82 | 9.3a ± 0.79 | 9.3a ± 0.85 | 9.3a ± 0.83 | 9.7a ± 0.78 |
| Cl- | 0.55b ± 0.14 | 0.68a ± 0.16 | 0.66a ± 0.15 | 0.67a ± 0.13 | 0.66a ± 0.14 |
| NO2− | nd | 0.001b± 0.0001 | 0.007a± 0.0001 | 0.001b± 0.0001 | 0.007a± 0.0001 |
| NO3− | nd | nd | nd | 0.026a± 0.0105 | nd |
| PO43- | nd | nd | 0.002b± 0.0001 | 0.006a± 0.0001 | 0.002b± 0.0001 |
| SO42- | 0.001c±0.0003 | 0.001c± 0.0003 | 0.002b± 0.0003 | 0.002b± 0.0002 | 0.003a± 0.0001 |
| CTR | NPK | HM | RecOrgFert PLUS | |
|---|---|---|---|---|
| WC | 90.65a±2.1 | 89.14a±2.5 | 87.24a±2.4 | 86.32a±2.6 |
| DW | 9.35a±0.9 | 10.86b±0.5 | 12.76b±0.6 | 13.68c±0.4 |
| TP | 42.09b±1.8 | 43.35b±1.9 | 43.86b±1.9 | 48.87a±2.1 |
| TF | 5.29b±0.3 | 5.76b±0.3 | 6.28a±0.4 | 6.29a±0.4 |
| DPPH | 23.25a±1.2 | 23.54a±1.2 | 23.37a±1.2 | 24.85a±1.3 |
| ABTS+ | 3.39c±0.2 | 4.37b±0.2 | 5.26a±0.3 | 5.29a±0.3 |
| TAC | 4.43c±0.3 | 5.62b±0.3 | 6.98a±0.4 | 7.13a±0.4 |
| Vit C | 18.98c±1.1 | 42.17b±2.3 | 50.97a±2.8 | 51.93a±2.9 |
| Vit E | 1.52b±0.1 | 1.87a±0.1 | 1.89a±0.1 | 1.93a±0.1 |
| TPRO | 80.21a±3.2 | 83.05a±3.3 | 82.42a±3.3 | 82.45a±3.3 |
| TCARB | 124.07c±12.4 | 220.65b±12.1 | 237.93a±12.8 | 239.93a±13.0 |
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