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An extension of the characteristic curve model of plant species behavior in heavy metal soils

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Abstract

This article proposes a mathematical model to characterize phytoremediation processes in soils contaminated with heavy metals. In particular, the proposed model constructs characteristic curves for the concentrations of several metals (As, Cd, Cu, Fe, Pb, Sb, and Zn) in soils and plants based on the experimental data retrieved from several bibliographical sources comprising 305 vegetal species. The proposed model is an extension of previous models of characteristic curves in phytoremediation processes developed by Lam et al. for root measurements using the bioconcentration factor. However, the proposed model extends this approach to consider roots, as well as aerial parts and shoots of the plant, while at the same time providing a less complex mathematical formula compared to the original. The final model shows an adjusted R2 of 0.712, and all its parameters are considered statistically significant. The model may be used to assess samples from a given plant species to identify its potential as an accumulator in the context of soil phytoremediation processes. Furthermore, a simplified version of the model was constructed using an approximation to provide an easy-to-compute alternative that is valid for concentrations below 37,000 mg/kg. This simplified model shows results similar to the original model for concentrations below this threshold and it uses an adjusted factor defined as \(\left[ {} \right]_{plant} /\sqrt {\left[ { } \right]_{soil} }\) that must be compared with a threshold depending on the metal, type of measurement, and target (e.g., accumulator or hyperaccumulator). The full model construction shows that 90 out of the 305 species assessed have a potential behavior as accumulators and 10 of them as hyperaccumulators. Finally, out of the 1405 experimental measurements, 1177 were shown to be accumulators or hyperaccumulators. In particular, 85% of the results coincide with the reported values, thus validating the proposed model.

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References

  • Abou-Shanab, R. A. E. A. (2011). Bioremediation: new approaches and trends. In Biomanagement of metal-contaminated soils (pp. 65–94). Springer, Dordrecht.

  • Ahemad, M. (2019). Remediation of metalliferous soils through the heavy metal resistant plant growth promoting bacteria: Paradigms and prospects. Arabian Journal of Chemistry, 12(7), 1365–1377.

    Article  CAS  Google Scholar 

  • Alaboudi, K. A., Ahmed, B., & Brodie, G. (2018). Phytoremediation of Pb and Cd contaminated soils by using sunflower (Helianthus annuus) plant. Annals of Agricultural Sciences, 63(1), 123–127.

    Article  Google Scholar 

  • Ali, H., Khan, E., & Sajad, M. A. (2013). Phytoremediation of heavy metals—concepts and applications. Chemosphere, 91(7), 869–881.

    Article  CAS  Google Scholar 

  • Alloway, B. J. (1995). Soil processes and the behaviour of metals. Heavy Metals in Soils, 13, 3488.

    Google Scholar 

  • Awa, S. H., & Hadibarata, T. (2020). Removal of heavy metals in contaminated soil by phytoremediation mechanism: A review. Water, Air, and Soil Pollution, 231(2), 1–15.

    Article  Google Scholar 

  • Baker, A. J., & Walker, P. L. (1990). Ecophysiology of metal uptake by tolerant plants. Heavy metal tolerance in plants: evolutionary aspects. 155–177.

  • Bolan, N. S., Park, J. H., Robinson, B., Naidu, R., & Huh, K. Y. (2011). Phytostabilization: A green approach to contaminant containment. Advances in Agronomy, 112, 145–204.

    Article  CAS  Google Scholar 

  • Cao, Y., Zhao, M., Ma, X., Song, Y., Zuo, S., Li, H., & Deng, W. (2021). A critical review on the interactions of microplastics with heavy metals: Mechanism and their combined effect on organisms and humans. Science of the Total Environment, 788, 147620.

    Article  CAS  Google Scholar 

  • Cluis, C. (2004). Junk-greedy greens: phytoremediation as a new option for soil decontamination. BioTeach Journal2(6), l-67.

  • Egendorf, S. P., Groffman, P., Moore, G., & Cheng, Z. (2020). The limits of lead (Pb) phytoextraction and possibilities of phytostabilization in contaminated soil: A critical review. International Journal of Phytoremediation, 22(9), 916–930.

    Article  CAS  Google Scholar 

  • Evangelou, M. W., Ebel, M., & Schaeffer, A. (2007). Chelate assisted phytoextraction of heavy metals from soil. Effect, mechanism, toxicity, and fate of chelating agents. Chemosphere68(6), 989–1003.

  • Ghosh, M., & Singh, S. P. (2005). A review on phytoremediation of heavy metals and utilization of it’s by products. Asian Journal Energy Environment, 6(4), 18.

    Google Scholar 

  • Jaishankar, M., Tseten, T., Anbalagan, N., Mathew, B. B., & Beeregowda, K. N. (2014). Toxicity, mechanism and health effects of some heavy metals. Interdisciplinary Toxicology, 7(2), 60.

    Article  Google Scholar 

  • Kabata-Pendias, A. (1993). Behavioural properties of trace metals in soils. Applied Geochemistry, 8, 3–9.

    Article  Google Scholar 

  • Kaur, R., Bhatti, S. S., Singh, S., Singh, J., & Singh, S. (2018). Phytoremediation of heavy metals using cotton plant: A field analysis. Bulletin of Environmental Contamination and Toxicology, 101(5), 637–643.

    Article  CAS  Google Scholar 

  • Kazakou, E., Dimitrakopoulos, P. G., Baker, A. J. M., Reeves, R. D., & Troumbis, A. Y. (2008). Hypotheses, mechanisms and trade-offs of tolerance and adaptation to serpentine soils: From species to ecosystem level. Biological Reviews, 83(4), 495–508.

    Article  CAS  Google Scholar 

  • Khalid, S., Shahid, M., Niazi, N. K., Murtaza, B., Bibi, I., & Dumat, C. (2017). A comparison of technologies for remediation of heavy metal contaminated soils. Journal of Geochemical Exploration, 182, 247–268.

    Article  CAS  Google Scholar 

  • Kumar, V., Sharma, A., Kaur, P., Sidhu, G. P. S., Bali, A. S., Bhardwaj, R., & Cerda, A. (2019). Pollution assessment of heavy metals in soils of India and ecological risk assessment: A state-of-the-art. Chemosphere, 216, 449–462.

  • Lam, E. J., Keith, B. F., Bech, J., Alvarez, F. A., Zetola, V., Pereira, L. H., & Montofré, Í. L. (2022). Characteristic curve modeling of plant species behavior in soils with heavy metals. Environmental Geochemistry and Health, 1–14.

  • Lam, E. J., Cánovas, M., Gálvez, M. E., Montofré, Í. L., Keith, B. F., & Faz, Á. (2017). Evaluation of the phytoremediation potential of native plants growing on a copper mine tailing in northern Chile. Journal of Geochemical Exploration, 182, 210–217.

    Article  CAS  Google Scholar 

  • Lam, E. J., Gálvez, M. E., Cánovas, M., Montofré, Í. L., & Keith, B. F. (2018). Assessment of the adaptive capacity of plant species in copper mine tailings in arid and semiarid environments. Journal of Soils and Sediments, 18(6), 2203–2216.

    Article  CAS  Google Scholar 

  • Lam, E. J., Gálvez, M. E., Cánovas, M., Montofré, I. L., Rivero, D., & Faz, A. (2016). Evaluation of metal mobility from copper mine tailings in northern Chile. Environmental Science and Pollution Research, 23(12), 11901–11915.

    Article  CAS  Google Scholar 

  • Lasat, M. M. (2002). Phytoextraction of toxic metals: A review of biological mechanisms. Journal of Environmental Quality, 31(1), 109–120.

    CAS  Google Scholar 

  • Masarovičová, E., Kráľová, K., & Kummerová, M. (2010). Principles of classification of medicinal plants as hyperaccumulators or excluders. Acta Physiologiae Plantarum, 32(5), 823–829.

    Article  Google Scholar 

  • Massoura, S. T., Echevarria, G., Leclerc-Cessac, E., & Morel, J. L. (2004). Response of excluder, indicator, and hyperaccumulator plants to nickel availability in soils. Soil Research, 42(8), 933–938.

    Article  CAS  Google Scholar 

  • McIntyre, T. (2003). Phytoremediation of heavy metals from soils. Phytoremediation, 97–123.

  • Mile, M., & Mitkova, T. (2012). Soil moisture retention changes in terms of mineralogical composition of clays phase. Clay Minerals in Nature–Their Characterization, Modification and Application Many. InTech, 101–118.

  • Moral, R., Gilkes, R. J., & Jordán, M. M. (2005). Distribution of heavy metals in calcareous and non-calcareous soils in Spain. Water, Air, and Soil Pollution, 162(1), 127–142.

    Article  CAS  Google Scholar 

  • Nazir, A., Malik, R. N., Ajaib, M. U. H. A. M. A. M. D., Khan, N., & Siddiqui, M. F. (2011). Hyperaccumulators of heavy metals of industrial areas of Islamabad and Rawalpindi. Pakistan Journal of Botany, 43(4), 1925–1933.

    CAS  Google Scholar 

  • Nelson, P. O., Chung, A. K., & Hudson, M. C. (1981). Factors affecting the fate of heavy metals in the activated sludge process. Journal (Water Pollution Control Federation), 1323–1333.

  • Nyandat, N. N. (1980). The primary minerals in some kenya’s top-soils and their significance to inherent soil fertility. East African Agricultural and Forestry Journal, 46(1–4), 71–76.

    Article  CAS  Google Scholar 

  • Page, A.L., Miller, R.H., Keeney, D.R. (eds.) (1982). Methods of soil analysis. Part 2: chemical and microbiological properties, 2nd ed. American Society of Agronomy, Madison, pp 149–158.

  • Perneger, T. V., & Combescure, C. (2017). The distribution of P-values in medical research articles suggested selective reporting associated with statistical significance. Journal of Clinical Epidemiology, 87, 70–77.

    Article  Google Scholar 

  • Pilon-Smits, E. (2005). Phytoremediation. Annual Review of Plant Biology, 56, 15–39.

    Article  CAS  Google Scholar 

  • Pollard, A. J., Reeves, R. D., & Baker, A. J. (2014). Facultative hyperaccumulation of heavy metals and metalloids. Plant Science, 217, 8–17.

    Article  Google Scholar 

  • Poschenrieder, C., & i Coll, J. B. (2003). Phytoremediation: principles and perspectives. Contributions to science, 333–344.

  • Sakakibara, M., Watanabe, A., Inoue, M., Sano, S., & Kaise, T. (2010, January). Phytoextraction and phytovolatilization of arsenic from As-contaminated soils by Pteris vittata. In Proceedings of the annual international conference on soils, sediments, water and energy (Vol. 12, No. 1, p. 26).

  • Salazar, M. J., & Pignata, M. L. (2014). Lead accumulation in plants grown in polluted soils. Screening of native species for phytoremediation. Journal of Geochemical Exploration, 137, 29–36.

    Article  CAS  Google Scholar 

  • Salt, D. E., Kumar, P. N., Dushenkov, S., & Raskin, I. (1994). Phytoremediation: A new technology for the environmental cleanup of toxic metals. In Proceedings of the International Symposium on Resource Conservation and Environmental Technologies in Metallurgical Industries.

  • Samarghandi, M. R., Nouri, J., Mesdaghinia, A. R., Mahvi, A. H., Nasseri, S., & Vaezi, F. (2007). Efficiency removal of phenol, lead and cadmium by means of UV/TiO2/H2O2 processes. International Journal of Environmental Science and Technology, 4(1), 19–25.

    Article  CAS  Google Scholar 

  • Simiele, M., Lebrun, M., Miard, F., Trupiano, D., Poupart, P., Forestier, O., & Morabito, D. (2020). Assisted phytoremediation of a former mine soil using biochar and iron sulphate: Effects on As soil immobilization and accumulation in three Salicaceae species. Science of the Total Environment710, 136203.

  • Singh, R., Gautam, N., Mishra, A., & Gupta, R. (2011). Heavy metals and living systems: An overview. Indian Journal of Pharmacology, 43(3), 246.

    Article  CAS  Google Scholar 

  • Susarla, S., Medina, V. F., & McCutcheon, S. C. (2002). Phytoremediation: An ecological solution to organic chemical contamination. Ecological Engineering, 18(5), 647–658.

    Article  Google Scholar 

  • Tangahu, B. V., Sheikh Abdullah, S. R., Basri, H., Idris, M., Anuar, N., & Mukhlisin, M. (2011). A review on heavy metals (As, Pb, and Hg) uptake by plants through phytoremediation. International Journal of Chemical Engineering2011.

  • Thakur, S., Singh, L., Wahid, Z. A., Siddiqui, M. F., Atnaw, S. M., & Din, M. F. M. (2016). Plant-driven removal of heavy metals from soil: Uptake, translocation, tolerance mechanism, challenges, and future perspectives. Environmental Monitoring and Assessment, 188(4), 1–11.

    Article  Google Scholar 

  • Tognacchini, A., Salinitro, M., Puschenreiter, M., & van der Ent, A. (2020). Root foraging and avoidance in hyperaccumulator and excluder plants: A rhizotron experiment. Plant and Soil, 450(1), 287–302.

    Article  CAS  Google Scholar 

  • Usman, K., Al-Ghouti, M. A., & Abu-Dieyeh, M. H. (2019). The assessment of cadmium, chromium, copper, and nickel tolerance and bioaccumulation by shrub plant Tetraena qataranse. Scientific Reports, 9(1), 1–11.

    Article  Google Scholar 

  • Wei, Z., Van Le, Q., Peng, W., Yang, Y., Yang, H., Gu, H., & Sonne, C. (2021). A review on phytoremediation of contaminants in air, water and soil. Journal of hazardous materials403, 123658.

  • Welch, R. M. (1995). Micronutrient nutrition of plant. Critical Reviews in Plant Sciences, 14(11), 49–82.

    Article  CAS  Google Scholar 

  • Willscher, S., Jablonski, L., Fona, Z., Rahmi, R., & Wittig, J. (2017). Phytoremediation experiments with Helianthus tuberosus under different pH and heavy metal soil concentrations. Hydrometallurgy, 168, 153–158.

    Article  CAS  Google Scholar 

  • Yao, Z., Li, J., Xie, H., & Yu, C. (2012). Review on remediation technologies of soil contaminated by heavy metals. Procedia Environmental Sciences, 16, 722–729.

    Article  CAS  Google Scholar 

  • Yoon, J., Cao, X., Zhou, Q., & Ma, L. Q. (2006). Accumulation of Pb, Cu, and Zn in native plants growing on a contaminated Florida site. Science of the Total Environment, 368(2–3), 456–464.

    Article  CAS  Google Scholar 

  • Zayed, A. M., & Terry, N. (2003). Chromium in the environment: Factors affecting biological remediation. Plant and Soil, 249(1), 139–156.

    Article  CAS  Google Scholar 

  • Zhang, X. H., Lin, A. J., Chen, B. D., Wang, Y. S., Smith, S. E., & Smith, F. A. (2006). Effects of Glomus mosseae on the toxicity of heavy metals to Vicia faba. Journal of Environmental Sciences, 18(4), 721–726.

    CAS  Google Scholar 

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E.J.L. contributed to conception/research design/data acquisition/data analysis and interpretation/manuscript draft. B.F.K contributed to conception/research design/data acquisition/data analysis and interpretation/manuscript draft. J.B. contributed to data analysis and interpretation/manuscript draft. F.A.Á.: contributed to research design/acquisition of data/drafting the manuscript. V.Z. contributed to research design/data acquisition/manuscript draft. R.J.R.: contributed to research design/data acquisition/manuscript draft. M.E.G. contributed to research design/data acquisition/manuscript draft. I.L.M. contributed to conception/data analysis and interpretation/manuscript draft. All the authors approved the final version to be submitted.

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Lam, E.J., Keith, B.F., Bech, J. et al. An extension of the characteristic curve model of plant species behavior in heavy metal soils. Environ Geochem Health 45, 9477–9494 (2023). https://doi.org/10.1007/s10653-023-01490-2

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