A proxy-based restriction scoring approach using soil physico-chemical properties to assess potentially toxic element risk in agroecosystems
Received: 2025-02-07
Revised: 2025-02-22
Accepted: 2025-04-10
Published in Issue 2025-07-01
Copyright (c) 2025 Seyed Mohsen Ghoreishi, Elham Chavoshi, Sattar Chavoshi Borujeni (Author)

This work is licensed under a Creative Commons Attribution 4.0 International License.
PDF views: 190
Abstract
Agricultural intensification, particularly in developing countries, has led to widespread soil pollution and potentially toxic element (PTE) contamination due to excessive use of synthetic fertilizers and pesticides. This study assesses the spatial variability of HM contamination risks in the Mehrgard Catchment (1275.59 km²), Isfahan Province, using soil physico-chemical properties as proxies. Soil samples from 134 locations revealed significant heterogeneity in organic carbon (OC, 0.5–6.9%), alkaline phosphatase activity (ALP, 0.59–15.67 µmol/g/l), and texture (sand 54.9–78.8%). Principal component analysis (PCA) identified three components explaining ~80% of the variance, emphasizing the dominant roles of OC, ALP, and texture in regulating PTE dynamics. OC and nutrient-related parameters were key to PTE retention, while sandy soils and carbonate content increased contamination risks. A restriction score (RS, ranging from -1.132 to 0.676) was calculated for each location using PCA-derived weights and adjusted soil properties. Hotspot analysis (Getis-Ord Gi*) identified northern areas as high-risk zones (49 locations across three clusters), where soil properties elevated PTE accumulation risks. The findings advocate for site-specific strategies, such as organic amendments for sandy soils and precision irrigation for carbonate-rich areas, to mitigate PTE contamination, highlighting the inadequacy of uniform agricultural practices for sustainable land use.
Keywords
- Restriction score,
- Hotspot analysis,
- Principal Component Analysis,
- Potentially toxic elements
References
- Abdu, N, Abdullahi, A A, & Abdulkadir, A (2017) Heavy metals and soil microbes. Environ Chem Lett, 15(1), 65–84. https://doi.org/10.1007/s10311-016-0587-x
- Anwari, G, Mandozai, A, & Feng, J (2020) Effects of biochar amendment on soil problems and improving rice production under salinity conditions. Adv J Grad Res, 7(1), 45–63.
- Barman, U, & Choudhury, R D (2020) Soil texture classification using multi-class support vector machine. Inf Process Agric, 7(2), 318–332. https://doi.org/10.1016/j.inpa.2019.10.003
- Baron-Szabo, R C, Schlagintweit, F, & Rashidi, K (2023) Coral fauna across the Cretaceous–Paleogene boundary at Zagros and Sistan Suture zones and Yazd Block of Iran. Swiss J Palaeontol, 142(1), 7. https://doi.org/10.1186/s13358-023-00272-7
- Basti, S, Sahu, C, Pati, S S, & Sahu, S K (2024) Impact of organic carbon on heavy metals of river sediments and aquatic ecosystems: A review. Environ Qual Manag.
- Danikowski, K M, & Cheng, T (2019) Colorimetric analysis of alkaline phosphatase activity in S. aureus biofilm. J Vis Exp, 146, e59285. https://doi.org/10.3791/59285
- Gantayat, R R, & Elumalai, V (2024) Salinity-induced changes in heavy metal behavior and mobility in semi-arid coastal aquifers: A comprehensive review. Water, 16(7), 1052. https://doi.org/10.3390/w16071052
- Fataei, E. and Shiralipoor, S., (2011) Evaluation of Surface Water Quality Using Cluster Analysis: A Case Study,” World Journal of Fish and Marine Sciences, 3(5): 366-370. https://idosi.org/wjfms/wjfms3(5)11.htm
- Fataei, E. (2016) Soil carbon, nitrogen and phosphorus pools under exotic tree plantations in the degraded grasslands of Iran., Journal of Agricultural & Biological Research, 32(1):54–68. http://www.abrinternationaljournal.com/
- Fataei E. The Assessment of Environmental and Health Risks in Sabalan Dam Basin Using WRASTIC Model. j.health 2020; 11 (4) :555-573, http://healthjournal.arums.ac.ir/article-1-2276-en.html
- Ghobadi, F., Khoramnejadian, S., & Alipour, S. (2024). Correlation of soil magnetic susceptibility with heavy metals and physico-chemical profile. Journal of Environmental Engineering and Science, 19(4), 255-261. https://doi.org/10.1680/jenes.24.00004
- Hossain, A, Krupnik, T J, Timsina, J, Mahboob, M G, Chaki, A K, Farooq, M, … Hasanuzzaman, M (2020) Agricultural land degradation: Processes and problems undermining future food security. In Environment, climate, plant and vegetation growth (pp. 17–61). Springer.
- Hossini, H, Karimi, H, Mustafa, Y T, & Al-Quraishi, A M F (2022) Role of effective factors on soil erosion and land degradation: A review. In Environmental degradation in Asia: Land degradation, environmental contamination, and human activities (pp. 221–235).
- Huang, B, Yuan, Z, Li, D, Zheng, M, Nie, X, & Liao, Y (2020) Effects of soil particle size on the adsorption, distribution, and migration behaviors of heavy metal(loid)s in soil: A review. Environ Sci Process Impacts, 22(8), 1596–1615. https://doi.org/10.1039/D0EM00189A
- Husson, O, Sarthou, J-P, Bousset, L, Ratnadass, A, Schmidt, H-P, Kempf, J, … Deguine, J-P (2021) Soil and plant health in relation to dynamic sustainment of Eh and pH homeostasis: A review. Plant Soil, 466(1), 391–447. https://doi.org/10.1007/s11104-021-05034-4
- Iran Meteorological Organization (2023) Provincial weather statistics: A case study of Isfahan.
- Kappal, S (2019) Data normalization using median median absolute deviation MMAD based Z-score for robust predictions vs. min–max normalization. London J Res Sci Nat Formal, 19(4), 39–44.
- Khan, N, Ray, R L, Sargani, G R, Ihtisham, M, Khayyam, M, & Ismail, S (2021) Current progress and future prospects of agriculture technology: Gateway to sustainable agriculture. Sustainability, 13(9), 4883. https://doi.org/10.3390/su13094883
- Kirk, P L (1950) Kjeldahl method for total nitrogen. Anal Chem, 22(2), 354–358. https://doi.org/10.1021/ac60038a038
- Lever, J, Krzywinski, M, & Altman, N (2017) Points of significance: Principal component analysis. Nat Methods, 14(7), 641–643. https://doi.org/10.1038/nmeth.4346
- Manap, N, Borhan, M N, Yazid, M R M, Hambali, M K A, & Rohan, A (2019) Determining spatial patterns of road accidents at expressway by applying Getis-Ord Gi* spatial statistic. Int J Recent Technol Eng, 8(3S3), 345–350.
- Marzi, M, Shahbazi, K, Glasshoff, S, Ferguson, R, & Beheshti, M (2024) The optimization and comparison of calcimetry and back titration methods for determination of calcium carbonate equivalent in calcareous soils. Commun Soil Sci Plant Anal, 1–14.
- Oxoli, D, Molinari, M E, & Brovelli M A (2018) Hotspot Analysis, an open source GIS tool for exploratory spatial data analysis: application to the study of soil consumption in Italy. Rendiconti Online della Società Geologica Italiana, 46, 82-87.
- Park, J H, Lamb, D, Paneerselvam, P, Choppala, G, Bolan, N, & Chung, J-W (2011) Role of organic amendments on enhanced bioremediation of heavy metal(loid) contaminated soils. J Hazard Mater, 185(2–3), 549–574. https://doi.org/10.1016/j.jhazmat.2010.09.082
- Pawlak, K, & Kołodziejczak, M (2020) The role of agriculture in ensuring food security in developing countries: Considerations in the context of the problem of sustainable food production. Sustainability, 12(13), 5488. https://doi.org/10.3390/su12135488
- Rahimirigi, R, Fehresti-Sani, M, Fatahi, A, & Pakravan, M R (2024) The relationship between food security and total factor productivity in apple producers in Semirom. J Nutr Food Secur.
- Ramesh, T, Bolan, N S, Kirkham, M B, Wijesekara, H, Kanchikerimath, M, Rao, C S, … Choudhury, B U (2019) Soil organic carbon dynamics: Impact of land use changes and management practices: A review. Adv Agron, 156, 1–107. https://doi.org/10.1016/bs.agron.2019.02.001
- Rashid, A, Schutte, B J, Ulery, A, Deyholos, M K, Sanogo, S, Lehnhoff, E A, & Beck, L (2023) Heavy metal contamination in agricultural soil: Environmental pollutants affecting crop health. Agronomy, 13(6), 1521. https://doi.org/10.3390/agronomy13061521
- Rey-Martínez, N, Guisasola, A, & Baeza, J A (2022) Assessment of the significance of heavy metals, pesticides, and other contaminants in recovered products from water resource recovery facilities. Resour Conserv Recycl, 182, 106313. https://doi.org/10.1016/j.resconrec.2022.106313
- Shabarang, M.M., Fataei , E., Imani, A.A., Bahmanpour, H., Shabani , M. (2024) Water quality management of the Aras River in Iran using two modeling methods: canonical correlation analysis and principal component analysis, Water Supply (2024) 24 (8): 2882–2895. https://doi.org/10.2166/ws.2024.179
- Shahradnia, H, Chamani, A, & Zamanpoore, M (2022) Linking river sediment arsenic to catchment spatial attributes in agricultural landscapes. Environ Sci Pollut Res, 29(2), 2830–2838. https://doi.org/10.1007/s11356-021-15747-9
- Smith, P (2018) Managing the global land resource. Proc R Soc B Biol Sci, 285(1874), 20172798. https://doi.org/10.1098/rspb.2017.2798
- Solgi, E, Sheikhzadeh, H, & Solgi, M (2018) Role of irrigation water, inorganic and organic fertilizers in soil and crop contamination by potentially hazardous elements in intensive farming systems: Case study from Moghan agro-industry, Iran. J Geochem Explor, 185, 74–80. https://doi.org/10.1016/j.gexplo.2017.11.008
- Struik, P C, & Kuyper, T W (2017) Sustainable intensification in agriculture: The richer shade of green. A review. Agron Sustain Dev, 37, 1–15. https://doi.org/10.1007/s13593-017-0445-7
- Uchimiya, M, Bannon, D, Nakanishi, H, McBride, M B, Williams, M A, & Yoshihara, T (2020) Chemical speciation, plant uptake, and toxicity of heavy metals in agricultural soils. J Agric Food Chem, 68(46), 12856–12869. https://doi.org/10.1021/acs.jafc.0c00183
- Vaughan, D, & Malcolm, R (2012) Soil organic matter and biological activity (Vol. 16). Springer Science & Business Media.
- Violante, A, Cozzolino, V, Perelomov, L, Caporale, A G, & Pigna, M (2010) Mobility and bioavailability of heavy metals and metalloids in soil environments. J Soil Sci Plant Nutr, 10(3), 268–292. https://doi.org/10.4067/S0718-95162010000100005
- Walkley, A, & Black, I A (1934) An examination of the Degtjareff method for determining soil organic matter, and a proposed modification of the chromic acid titration method. Soil Sci, 37(1), 29–38.
- Wang, F, Song, K, He, X, Peng, Y, Liu, D, & Liu, J (2021) Identification of groundwater pollution characteristics and health risk assessment of a landfill in a low permeability area. Int J Environ Res Public Health, 18(14), 7690. https://doi.org/10.3390/ijerph18147690
- Xie, H, Huang, Y, Chen, Q, Zhang, Y, & Wu, Q (2019) Prospects for agricultural sustainable intensification: A review of research. Land, 8(11), 157. https://doi.org/10.3390/land8110157
- Yang, X, Xie, H, Drury, C, Reynolds, W, Yang, J, & Zhang, X (2012) Determination of organic carbon and nitrogen in particulate organic matter and particle size fractions of Brookston clay loam soil using infrared spectroscopy. Eur J Soil Sci, 63(2), 177–188. https://doi.org/10.1111/j.1365-2389.2011.01420.x
- Yang, Y, He, Z, Stoffella, P J, Graetz, D A, Yang, X, & Banks, D J (2008) Leaching behavior of heavy metals in biosolids amended sandy soils. Compost Sci Util, 16(3), 144–151. https://doi.org/10.1080/1065657X.2008.10702371
- Zeng, F, Ali, S, Zhang, H, Ouyang, Y, Qiu, B, Wu, F, & Zhang, G (2011) The influence of pH and organic matter content in paddy soil on heavy metal availability and their uptake by rice plants. Environ Pollut, 159(1), 84–91. https://doi.org/10.1016/j.envpol.2010.09.019
10.57647/j.jap.2025.0901.05
