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Empirical and Mechanistic Modeling of Release Kinetics of Heavy Metals and Their Chemical Distribution in the Rhizosphere and Non-rhizosphere Soils Under Vegetable Cultivation

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Abstract

Biochemical processes in the rhizosphere affect the availability and distribution of heavy metals (HMs) in various forms. Rhizosphere soil (RS) and non-rhizosphere soil (NRS) samples were collected from 10 fields under tarragon (Artemisia dracunculus L.) cultivation to investigate the release kinetics and distribution of HMs including cadmium (Cd), cobalt (Co), copper (Cu), iron (Fe), and zinc (Zn) in five fractions. The cumulative amounts of Cu and Fe released after 88 h were in the following ranges, respectively: 1.31–2.76 and 3.24–6.35 mg kg−1 in RS and 1.41–2.72 and 3.15–5.27 mg kg−1 in NRS. The parabolic diffusion and pseudo-second-order equations provided the best fit to the release kinetics data of Cu and Fe, respectively. The cation exchange model (CEM) based on Gaines–Thomas selectivity coefficients implemented in the PHREEQC program could well simulate the release of Cu and Fe suggesting that cation exchange was the dominant mechanism in the release of Fe and Cu from soils by 0.01 M CaCl2. Cadmium was predominantly found in fraction F2, while other HMs were mainly present in fraction F5. According to the risk assessment code, there was a very high risk for Cd, a medium risk for Co and Cu, a very low risk for Fe, and a low risk for Zn. Correlation analysis showed that soil physicochemical properties were effective in the distribution and transformation of HMs. Significant positive correlations between five fractions indicated that different forms of HMs can potentially transform into each other.

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References

  • Beygi M, Jalali M (2018) Background levels of some trace elements in calcareous soils of the Hamedan Province, Iran. CATENA 162:303–316

    Article  CAS  Google Scholar 

  • Bolan N, Kunhikrishnan A, Thangarajan R, Kumpiene J, Park J, Makino T, Kirkham MB, Scheckel K (2014) Remediation of heavy metal(loid)s contaminated soils: to mobilize or to immobilize? J Hazard Mater 266:141–166

    Article  CAS  Google Scholar 

  • Bravin MN, Garnier C, Lenoble V, Gérard F, Dudal Y, Hinsinger P (2012) Root-induced changes in pH and dissolved organic matter binding capacity affect copper dynamic speciation in the rhizosphere. Geochim Cosmochim Acta 84:256–268

    Article  CAS  Google Scholar 

  • Chen ZJ, Tian YH, Zhang Y, Song BR, Li HC, Chen ZH (2016) Effects of root organic exudates on rhizosphere microbes and nutrient removal in the constructed wetlands. Ecol Eng 92:243–250

    Article  Google Scholar 

  • Cui HB, FanYC FGD, Zhang HX, Su BB, Zhou J (2016) Leachability, availability and bioaccessibility of Cu and Cd in a contaminated soil treated with apatite, lime and charcoal: a 5-year field experiment. Ecotoxicol Environ Saf 134:148–155

    Article  CAS  Google Scholar 

  • Ding ZH, Wang Q, Hu X (2013) Extraction of heavy metals from water stable soil aggregates using EDTA. Procedia Environ Sci 18:679–685

    Article  CAS  Google Scholar 

  • Dzombak DA, Morel F (1990) Surface complexation modeling: hydrous ferric oxide. Wiley, New York

    Google Scholar 

  • Engel M, Pacheco JSL, Noel V, Boye K, Fendorf S (2021) Organic compounds alter the preference and rates of heavy metal adsorption on ferrihydrite. Sci Total Environ 750:141485

    Article  CAS  Google Scholar 

  • Finzi AC, Abramoff RZ, Spiller KS, Brzostek BR, Darby BA, Kramer MA, Phillips RP (2015) Rhizosphere processes are quantitatively important components of terrestrial carbon and nutrient cycles. Global Change Biol 21:2082–2094

    Article  Google Scholar 

  • Guo H, Nasir M, Lv J, Dai Y, Gao J (2017) Understanding the variation of microbial community in heavy metals contaminated soil using high throughput sequencing. Ecotoxicol Environ Saf 144:300–306

    Article  CAS  Google Scholar 

  • Han FX, Banin A, Kingery WL, Li ZP (2002) Pathways and kinetics of redistribution of cobalt among solid-phase fractions in arid-zone soils under saturated regime. J Environ Sci Health A 37(2):175–194

    Article  Google Scholar 

  • Hiemstra T, van Riemsdijk WH (1996) A surface structural approach to ion adsorption: the charge distribution (CD) model. J Colloid Interface Sci 179(2):488–508

    Article  CAS  Google Scholar 

  • Hu WY, Huang B, Shi XZ, Chen WP, Zhao YC, Jiao WT (2013) Accumulation and health risk of heavy metals in a plot-scale vegetable production system in a peri-urban vegetable farm near Nanjing, China. Ecotoxicol Environ Saf 98:303–309

    Article  CAS  Google Scholar 

  • Hu YN, Cheng HF, Tao S (2016) The challenges and solutions for cadmium-contaminated rice in China: a critical review. Environ Int 92–93:515–532

    Article  Google Scholar 

  • Huang B, Li Z, Li D, Yuan Z, Chen Z, Huang J (2017) Distribution characteristics of heavy metal (loid) s in aggregates of different size fractions along contaminated paddy soil profile. Environ Sci Pollut Res 24:23939–23952

    Article  CAS  Google Scholar 

  • Jalali M, Hemati N (2013) Chemical fractionation of seven heavy metals (Cd, Cu, Fe, Mn, Ni, Pb, and Zn) in selected paddy soils of Iran. Paddy Water Environ 11:299–309

    Article  Google Scholar 

  • Jaradat Q, Massadeh AM, Zaitoun MM, Maitah BM (2006) Fractionation and sequential extraction of heavy metals in the soil of scrapyard of discarded vehicles. Environ Monit Assess 112:197–210

    Article  CAS  Google Scholar 

  • Jiang YB, Huang RZ, Jiang SM, Qin ZX, Yan XP (2018) Adsorption of Cd(II) by rhizosphere and non-rhizosphere soil originating from mulberry field under laboratory condition. Int J Phytoremediat 20(4):378–383

    Article  CAS  Google Scholar 

  • Kang X, Song J, Yuan H, Duan L, Li X, Li N, Liang X, Qu B (2017) Speciation of heavy metals in different grain sizes of Jiaozhou Bay sediments: bioavailability, ecological risk assessment and source analysis on a centennial timescale. Ecotoxicol Environ Saf 143:296–306

    Article  CAS  Google Scholar 

  • Khoshgoftarmanesh AH, Afyuni M, Norouzi M, Ghiasi S, Schulin R (2018) Fractionation and bioavailability of zinc (Zn) in the rhizosphere of two wheat cultivars with different Zn deficiency tolerance. Geoderma 309:1–6

    Article  CAS  Google Scholar 

  • Lee CS, Kao MM (2004) Effects of extracting reagents and metal speciation on the removal of heavy metal contaminated soils by chemical extraction. J Environ Sci Health A 39:1233–1249

    Article  Google Scholar 

  • Lindsay WL, Norvell WA (1978) Development of a DTPA soil test for zinc, iron, manganese, and copper. Soil Sci Soc Am J 42:421–428

    Article  CAS  Google Scholar 

  • Liu P, Wang P, Lu Y, Ding Y, Lu G, Dang Z, Shi Z (2019) Modeling kinetics of heavy metal release from field-contaminated soils: roles of soil adsorbents and binding sites. Chem Geol 506:187–196

    Article  CAS  Google Scholar 

  • Mandal A, Purakayastha TJ, Raman S, Neen S, Bhaduri D, Chakraborty K, Manna MC, Rao AS (2014) Status of phytoremediation of heavy metals in India: a review. Int J Bio-Resource Stress Manag 5(4):553–560

    Article  Google Scholar 

  • Matong JM, Nyaba L, Nomngongo PN (2016) Fractionation of trace elements in agricultural soils using ultrasound assisted sequential extraction prior to inductively coupled plasma mass spectrometric determination. Chemosphere 154:249–257

    Article  CAS  Google Scholar 

  • Mazurek R, Kowalska J, Gąsiorek M, Zadrożny P, Józefowska A, Zaleski T (2017) Assessment of heavy metals contamination in surface layers of Roztocze National Park forest soils (SE Poland) by indices of pollution. Chemosphere 168:839–850

    Article  CAS  Google Scholar 

  • Moore F, Nematollahi MJ, Keshavarzi B (2015) Heavy metals fractionation in surface sediments of Gowatr bay-Iran. Environ Monit Assess 187:1–14

    Article  Google Scholar 

  • Nannoni F, Protano G (2016) Chemical and biological methods to evaluate the availability of heavy metals in soils of the Siena urban area (Italy). Sci Total Environ 568:1–10

    Article  CAS  Google Scholar 

  • Neumann G, George TS, lassard C (2009) Strategies and methods for studying the rhizosphere: the plant science toolbox. Plant Soil 321:431–456

    Article  CAS  Google Scholar 

  • Obrador A, Alvarez JM, Lopez-Valdivia LM, Gonzalez D, Novillo J, Rico MI (2007) Relationships of soil properties with Mn and Zn distribution in acidic soils and their uptake by a barley crop. Geoderma 137(3–4):432–443

    Article  CAS  Google Scholar 

  • Parkhurst DL, Appelo CAJ (1999) User’s Guide to PHREEQC (Version 2): a computer program for speciation, batch-reaction, one-dimensional transport, and inverse geochemical calculations. In United States geological survey, water resources investigations report pp 99–4259, Washington, DC

  • Peng L, Liu P, Feng X, Wang Z, Cheng T, Liang Y, Lin Z, Shi Z (2018) Kinetics of heavy metal adsorption and desorption in soil: developing a unified model based on chemical speciation. Geochim Cosmochim Acta 224:282–300

    Article  CAS  Google Scholar 

  • Peng H, Chen Y, Weng L, Ma J, Ma Y, Li Y, Islam MS (2019) Comparisons of heavy metal input inventory in agricultural soils in North and South China: a review. Sci Total Environ 660:776–786

    Article  CAS  Google Scholar 

  • Perin G, Craboledda L, Lucchese M, Cirillo R, Dotta L, Zanette M, Orio A (1985) Heavy metal speciation in the sediments of northern Adriatic Sea: a new approach for environmental toxicity determination. In: Lakkas TD (ed) Heavy metals in the environment. Edinburgh, Scotland, pp 454–456

    Google Scholar 

  • Pierart A, Shahid M, Séjalon-Delmas N, Dumat C (2015) Antimony bioavailability: knowledge and research perspectives for sustainable agricultures. J Hazard Mater 289:219–234

    Article  CAS  Google Scholar 

  • Pietrzak U, McPhail DC (2004) Copper accumulation, distribution and fractionation in vineyard soils of Victoria, Australia. Geoderma 122:151–166

    Article  CAS  Google Scholar 

  • Qureshi AS, Hussain MI, Ismail S, Khan QM (2016) Evaluating heavy metal accumulation and potential health risks in vegetables irrigated with treated wastewater. Chemosphere 163:54–61

    Article  CAS  Google Scholar 

  • Rowell DL (1994) Soil science: methods and applications. Longman Group, Harlow

    Google Scholar 

  • Sánchez DM, Quejido AJ, Fernández M, Hernández C, Schmid T, Millán R, González M, Aldea M, Mrtín R, Morante R (2005) Mercury and trace element fractionation in Almaden soils by application of different sequential extraction procedures. Anal Bioanal Chem 381:1507–1513

    Article  Google Scholar 

  • Santos S, Costa CA, Duarte AC, Scherer HW, Schneider RJ, Esteves VI, Santos EB (2010) Influence of different organic amendments on the potential availability of metals from soil: a study on metal fractionation and extraction kinetics by EDTA. Chemosphere 78:389–396

    Article  CAS  Google Scholar 

  • SAS (2004) Statistical Analysis System, SAS Institute, Inc. Cary, N.C. USA

  • Shaheen SM, Rinklebe J, Tsadilas C (2015) Fractionation and mobilization of toxic elements in floodplain soils from Egypt, Germany, and Greece: a comparison study. Eurasian Soil Sci 48:1317–1328

    Article  CAS  Google Scholar 

  • Shen Q, Demisie W, Zhang S, Zhang M (2020) The association of heavy metals with iron oxides in the aggregates of naturally enriched soil. Bull Environ Contam Toxicol 104:144–148

    Article  CAS  Google Scholar 

  • Tang HL, Wang XJ, Shuai WT, Liu YS (2016) Immobilization of rare earth elements of the mine tailings using phosphates and lime. Procedia Environ Sci 31:255–263

    Article  Google Scholar 

  • Tao S, Chen YJ, Xu FL, Cao J, Li BG (2003) Changes of copper speciation in maize rhizosphere soil. Environ Pollut 122:447–454

    Article  CAS  Google Scholar 

  • Tao Q, Zhao JW, Li JX, Liu YK, Luo JP, Yuan S, Li B, Li QQ, Xu Q, Yu XF, Huang HG, Li TQ, Wang CQ (2020) Unique root exudate tartaric acid enhanced cadmium mobilization and uptake in Cd-hyperaccumulator Sedum alfredii. J Hazard Mater 383:121177

    Article  CAS  Google Scholar 

  • Tessier A, Campbell PGC, Bisson M (1979) Sequential extraction procedures for the speciation of particulate trace metals. Anal Chem 51:844–851

    Article  CAS  Google Scholar 

  • Tiberg C, Sjostedt C, Persson I, Gustafsson JP (2013) Phosphate effects on copper (II) and lead (II) sorption to ferrihydrite. Geochim Cosmochim Acta 120:140–157

    Article  CAS  Google Scholar 

  • Tipping E (1994) WHAM: a chemical-equilibrium model and computer code for waters, sediments, and soils incorporating a discrete site electrostatic model of ion-binding by humic substances. Comput Geosci 20:973–1023

    Article  CAS  Google Scholar 

  • Vives-Peris V, de Ollas C, Gómez-Cadenas A, Pérez-Clemente RM (2020) Root exudates: from plant to rhizosphere and beyond. Plant Cell Rep 39(1):3–17

    Article  CAS  Google Scholar 

  • Wang YB, Zhang L, Zhang FM, Zhou YX, Liu DY (2006) Distribution of heavy metals forms and its affecting factors in rhizosphere soils of Hippochaeteramosissimum in large-scale copper tailings yard. Acta Sci Circumstantiae 26:76–84

    Google Scholar 

  • Wang D, Zhou F, Yang WX, Peng Q, Man N, Liang DL (2017) Selenate redistribution during aging in different Chinese soils and the dominant influential factors. Chemosphere 182:284–292

    Article  CAS  Google Scholar 

  • Wang QY, Sun JY, Xu XJ, Yu HW (2020) Distribution and availability of fungicide derived copper in soil aggregates. J Soils Sediments 20:816–823

    Article  CAS  Google Scholar 

  • Wang QY, Sun JY, Yu HW, Yang XT, Yue J, Hu NW (2021) Laboratory versus field soil aging: Impacts on cadmium distribution, release, and bioavailability. Sci Total Environ 779:146442

    Article  CAS  Google Scholar 

  • Xiong T, Austruy A, Pierart A, Shahid M, Schreck E, Mombo S, Dumat C (2016) Kinetic study of phytotoxicity induced by foliar lead uptake for vegetables exposed to fine particles and implications for sustainable urban agriculture. J Environ Sci 46:16–27

    Article  CAS  Google Scholar 

  • Yan J, Fischel M, Chen H, Siebecker MG, Wang P, Zhao FJ, Sparks DL (2021) Cadmium speciation and release kinetics in a paddy soil as affected by soil amendments and flooding-draining cycle. Environ Pollut 268:115944

    Article  CAS  Google Scholar 

  • Yang Y, Chen W, Wang M, Li Y, Peng C (2017) Evaluating the potential health risk of toxic trace elements in vegetables: accounting for variations in soil factors. Sci Total Environ 584:942–949

    Article  Google Scholar 

  • Zachara JM, Cowan CE, Resch CT (1991) Sorption of divalent metals on calcite. Geochim Cosmochim Acta 55:1549–1562

    Article  CAS  Google Scholar 

  • Zeng XY, Li SW, Leng Y, Kang XH (2020) Structural and functional responses of bacterial and fungal communities to multiple heavy metal exposure in arid loess. Sci Total Environ 723:138081

    Article  CAS  Google Scholar 

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Fakhri, R., Jalali, M. & Ranjbar, F. Empirical and Mechanistic Modeling of Release Kinetics of Heavy Metals and Their Chemical Distribution in the Rhizosphere and Non-rhizosphere Soils Under Vegetable Cultivation. Arch Environ Contam Toxicol 84, 466–483 (2023). https://doi.org/10.1007/s00244-023-00996-1

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