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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Sustain. Cities</journal-id>
<journal-title>Frontiers in Sustainable Cities</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Sustain. Cities</abbrev-journal-title>
<issn pub-type="epub">2624-9634</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/frsc.2021.773467</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Sustainable Cities</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Impact of EDDS Dosage on Lead Phytoextraction in Contaminated Urban Residential Soils</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Zhang</surname> <given-names>Zhiming</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1201733/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Sarkar</surname> <given-names>Dibyendu</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x0002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1158814/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Sidhu</surname> <given-names>Virinder</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1203234/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Warke</surname> <given-names>Manas</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1589767/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Datta</surname> <given-names>Rupali</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1201732/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Department of Civil, Environmental and Ocean Engineering, Stevens Institute of Technology</institution>, <addr-line>Hoboken, NJ</addr-line>, <country>United States</country></aff>
<aff id="aff2"><sup>2</sup><institution>Department of Biological Sciences, Michigan Technological University</institution>, <addr-line>Houghton, MI</addr-line>, <country>United States</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Reto Gier&#x000E9;, University of Pennsylvania, United States</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Mohammad Mahmudur Rahman, The University of Newcastle, Australia; Prafulla Kumar Sahoo, Central University of Punjab, India; Pradip Bhattacharyya, Indian Statistical Institute, India; Matthew Dietrich, Indiana University, Purdue University Indianapolis, United States</p></fn>
<corresp id="c001">&#x0002A;Correspondence: Dibyendu Sarkar <email>dsarkar&#x00040;stevens.edu</email></corresp>
<fn fn-type="other" id="fn001"><p>This article was submitted to Urban Resource Management, a section of the journal Frontiers in Sustainable Cities</p></fn></author-notes>
<pub-date pub-type="epub">
<day>04</day>
<month>01</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2021</year>
</pub-date>
<volume>3</volume>
<elocation-id>773467</elocation-id>
<history>
<date date-type="received">
<day>09</day>
<month>09</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>30</day>
<month>11</month>
<year>2021</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x000A9; 2022 Zhang, Sarkar, Sidhu, Warke and Datta.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Zhang, Sarkar, Sidhu, Warke and Datta</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/"><p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p></license> 
</permissions>
<abstract><p>Lead (Pb) contamination in soils of residential properties due to peeling and chipping of Pb-based paint can cause human health problems. Phytoextraction is a green technology that has the potential to remediate soil Pb. The efficiency of phytoextraction is dependent on the geochemical forms of Pb in soil. A biodegradable chelating agent, ethylenediaminedisuccinic acid (EDDS), was previously shown to enhance Pb removal by facilitating phytoextraction. In this study, EDDS was tested at various concentrations for its potential in mobilizing Pb in urban residential soils in Jersey City, New Jersey, and San Antonio, Texas. Results show that the concentrations of plant-available forms of Pb increased with the increasing dosage of EDDS from 2 to 30 mmol/L. The addition of EDDS at 30 mmol/L resulted in the conversion of up to 61.2% and 68.9% of the total Pb to plant-available forms in Jersey City and San Antonio soils, respectively. Further analysis showed that, after EDDS application, carbonate-bound Pb, oxide-bound Pb, organic-bound Pb, and residual silicate-bound Pb were transformed to plant-available forms. Higher doses of EDDS performed better than lower doses in transforming soil Pb forms, especially for the oxide-bound Pb. Strong correlations between Pb concentrations measured on-site using a portable X-ray Fluorescence Analyzer (p-XRF) and those obtained in the laboratory using Inductively Coupled Plasma-Optical Emission Spectroscopy (ICP-OES) confirmed that p-XRF is a reliable rapid, convenient technology to measure Pb levels <italic>in situ</italic>.</p></abstract>
<kwd-group>
<kwd>lead-based paint</kwd>
<kwd>soil lead contamination</kwd>
<kwd>geochemical fractions</kwd>
<kwd>plant-available lead</kwd>
<kwd>chelating agent</kwd>
<kwd>phytoextraction</kwd>
</kwd-group>
<contract-sponsor id="cn001">U.S. Department of Housing and Urban Development<named-content content-type="fundref-id">10.13039/100000204</named-content></contract-sponsor>
<counts>
<fig-count count="5"/>
<table-count count="1"/>
<equation-count count="0"/>
<ref-count count="38"/>
<page-count count="9"/>
<word-count count="5663"/>
</counts>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="s1">
<title>Introduction</title>
<p>Lead (Pb) contamination in soil and water in urban areas is of serious concern, due to its severe impact on human health, especially in children. Studies show that high blood lead levels (BLLs) in children lead to physiological and neurological disorders, and the BLLs are closely related to soil Pb contamination in inner-city areas (Mielke et al., <xref ref-type="bibr" rid="B24">1983</xref>; Elhelu et al., <xref ref-type="bibr" rid="B12">1995</xref>). Specifically, elevated BLLs can be correlated with Pb levels in yard soils in residential properties (Mielke et al., <xref ref-type="bibr" rid="B25">1997</xref>; Johnson and Bretsch, <xref ref-type="bibr" rid="B16">2002</xref>; Li et al., <xref ref-type="bibr" rid="B20">2012</xref>; Zahran et al., <xref ref-type="bibr" rid="B38">2013</xref>; Laidlaw et al., <xref ref-type="bibr" rid="B18">2017</xref>). Moreover, a decline in BLLs in children was reported to correlate with the decrease of Pb concentration in topsoil (Mielke et al., <xref ref-type="bibr" rid="B26">2019</xref>). Soil Pb contamination in residential properties is attributed mainly to the usage of Pb-based paint (McClintock, <xref ref-type="bibr" rid="B23">2012</xref>). Before Pb-based paints were banned by the US Consumer Product Safety Commission in 1978, Pb minerals were added to paints to improve their durability and flexibility (Clark and Knudsen, <xref ref-type="bibr" rid="B10">2013</xref>). Approximately seven million tons of Pb were used in the US for white paint production during the century (Clark et al., <xref ref-type="bibr" rid="B11">1991</xref>). The deterioration of exterior Pb-based paints could result in much higher soil Pb concentrations than the US Environmental Protection Agency (USEPA) Pb hazard cutoff value of 400 mg/kg for soil in children&#x00027;s play areas (USEPA, <xref ref-type="bibr" rid="B36">2001</xref>).</p>
<p>Phytoextraction, a form of phytoremediation that uses green plants to remove metal contaminants from soils, has the potential to be an effective, low-cost, and environment-friendly method for soil Pb remediation (Alkorta et al., <xref ref-type="bibr" rid="B1">2004a</xref>; Mojiri, <xref ref-type="bibr" rid="B27">2011</xref>). However, the efficiency of phytoextraction is strongly dependent on the existing forms of Pb in soil, because only soluble and exchangeable forms of Pb are available for plant uptake (Attinti et al., <xref ref-type="bibr" rid="B4">2017</xref>). Chelating agents can enhance phytoextraction by increasing Pb solubility and plant uptake (Alkorta et al., <xref ref-type="bibr" rid="B2">2004b</xref>). Although a variety of chelating agents have been reported to be effective, appropriate agents should be carefully chosen based upon their potential toxicity and concomitant damage caused to the environment. The most commonly used and effective chelating agent for metal mobilization is EDTA, which is persistent in the environment due to low biodegradability and can cause metals to leach into the groundwater (Gluhar et al., <xref ref-type="bibr" rid="B15">2020</xref>). Biodegradable chelating agents are preferable, and ethylenediaminedisuccinic acid (EDDS) is one such candidate. Previously we showed that EDDS facilitated Pb phytoextraction by mobilizing Pb from paint-contaminated soil in a mesocosm study using vetiver grass (Attinti et al., <xref ref-type="bibr" rid="B4">2017</xref>). The Pb concentration increased by 53% and 203% in vetiver shoots and by 73% and 84% in vetiver roots after two rounds of EDDS application, which proved the feasibility of EDDS facilitated phytoremediation. Vetiver grass is a good candidate for Pb phytoremediation, as it can accumulate high concentrations of Pb (&#x0007E;20,000 mg/kg) without showing phytotoxic symptoms (Andra et al., <xref ref-type="bibr" rid="B3">2009</xref>). Hundreds of plants have been identified as suitable species for phytoremediation, and a few are genetically modified to accumulate heavy metals (e.g., Pb) in terms of facilitating phytoremediation (Baker and Brooks, <xref ref-type="bibr" rid="B5">1989</xref>; Gisbert et al., <xref ref-type="bibr" rid="B14">2003</xref>).</p>
<p>Although chelating agents are proved to facilitate Pb mobilization, the amount of applied chelating agents for phytoextraction must be optimized to avoid mobilizing excessive Pb from the soil, which could lead to plant toxicity and damage to the environment. However, a comprehensive analysis of the impact of EDDS dosage on Pb mobilization is lacking, which is crucial for the implementation of phytoremediation. The main goal of this study was to optimize the concentration of EDDS needed for Pb mobilization during phytoextraction in a variety of soil types, and facilitate quick and inexpensive monitoring of soil Pb levels in the field. In specific, the first objective of this study was to explore the impact of various EDDS concentrations on the transformation of Pb geochemical fractions in Pb paint-contaminated soils collected from three residential properties each in Jersey City, New Jersey, and San Antonio, Texas. The second objective was to correlate soil Pb concentration values obtained using a portable X-ray fluorescence spectrometer on-site to those obtained by Inductively Coupled Plasma-Optical Emission Spectroscopy (ICP-OES) measurements after acid digestion of the soils.</p>
</sec>
<sec sec-type="materials and methods" id="s2">
<title>Materials and Methods</title>
<sec>
<title>Residential Soil Sampling and Characterization</title>
<p>Representative soil samples were collected from the yards of 3 Pb-paint contaminated homes from Jersey City and another three homes from San Antonio. Surface soil samples (0&#x02013;6 inches) were collected using grid sampling. Owning to the sizes of yards, 12 samples were collected from each of the homes in Jersey City, whereas 44, 50, and 54 samples were collected from the three homesites in San Antonio.</p>
<p>In the laboratory, soil samples were air-dried and passed through a 2 mm sieve before characterization. Pb concentrations in all soil samples were measured and recorded on-site, using a portable X-ray Fluorescence Analyzer (p-XRF, Thermo Fisher Scientific, Niton XL3t) and in the laboratory using Inductively Coupled Plasma-Optical Emission Spectroscopy (ICP-OES, Agilent Technologies 5100) after acid digestion following USEPA Method 3050B (USEPA, <xref ref-type="bibr" rid="B35">1996</xref>). Afterwards, the soil samples collected from individual houses were combined to make a composite soil sample for other analysis and EDDS extraction tests. Total concentrations of major metals (Al, Fe, As, Cu, Zn, Cr, Cd, and Ni) were determined by ICP-OES after the acid digestion. The pH and electrical conductivity (EC) of soil samples were assayed using standard protocols described in Sparks et al. (<xref ref-type="bibr" rid="B33">2020</xref>), and the organic matter content in samples was determined using the loss on ignition (LOI) method described in Schulte and Hopkins (<xref ref-type="bibr" rid="B31">1996</xref>). All extractions and analyses were done in triplicate. The Quality Assurance/Quality Control protocols in Soil Sampling Quality Assurance User&#x00027;s Guide (Barth et al., <xref ref-type="bibr" rid="B6">1989</xref>) and Acid Digestion of Sediments, Sludges, and Soils (USEPA, <xref ref-type="bibr" rid="B35">1996</xref>) were followed for soil sampling and analysis in this study.</p>
</sec>
<sec>
<title>Soil Pb Extraction by EDDS</title>
<p>To optimize the concentration of EDDS needed to solubilize the bound Pb to plant-available forms, EDDS solution at different concentrations (i.e., 2, 5, 10, 15, 20, and 30 mmol/L) was applied to 1 g of a dried composite soil sample from each site. Plant-available forms of Pb, which were water-soluble and exchangeable Pb, were quantified after EDDS application.</p>
</sec>
<sec>
<title>Geochemical Fractions of Soil Pb</title>
<p>Sequential extraction of Pb contaminated soil (composite soil samples) before and after EDDS treatment was done using Tessier et al. (<xref ref-type="bibr" rid="B34">1979</xref>) method with a few modifications. Six geochemical fractions of Pb (i.e., water-soluble F-1, exchangeable F-2, carbonate bound F-3, oxides bound F-4, organic bound F-5, and residual silicate bound F-6) in soil samples were determined.</p>
<p>EDDS extractions were done using 2 and 30 mmol/L solutions. Soil samples before and after EDDS extraction were subjected to sequential extraction. Briefly, (1) 1 g oven-dried soil sample was diluted with 15 mL deionized water, shaken at 250 rpm for 2 h, and centrifuged at 3,500 g for 30 minutes to obtain the F-1 fraction. (2) The residual soil was extracted using 8 mL of 1 M MgCl<sub>2</sub> for 1 hour at room temperature for the exchangeable Pb fraction (F-2). (3) Extraction of the F-3 fraction from the residual soil from step 2 was done using 8 mL of 1 M CH<sub>3</sub>COONa at pH 5.0 (adjusted using CH<sub>3</sub>COOH) for 5 h. (4) The oxide-bound Pb (fraction F-4) was extracted from the residual soil obtained from the previous step with 20 mL of 0.04 M NH<sub>2</sub>OH&#x000B7;HCl in 25% (v/v) CH<sub>3</sub>COOH at 96&#x000B0;C for 6 h. (5) To extract the organic bound Pb (fraction F-5), 3 mL of 0.02 M HNO<sub>3</sub> and 8 mL of 30% H<sub>2</sub>O<sub>2</sub> (pH 2.0, adjusted with HNO<sub>3</sub>) were added to the soil from step 4 and the samples were incubated at 85&#x000B0;C for 5 h. After cooling, 5 mL of 3.2 M CH<sub>3</sub>COONH<sub>4</sub> in 20% (v/v) HNO<sub>3</sub> was added. (6) The residual silicate bound Pb (F-6) was then obtained by digestion of the residual soil sample from step 5 with concentrated HNO<sub>3</sub> at 105&#x000B0;C. After each step, the supernatant was analyzed for Pb using ICP-OES. The soil samples from each step were weighed and used for the next step in the sequential extraction procedure.</p>
</sec>
<sec>
<title>Statistical Analysis</title>
<p>The data were statistically analyzed using the JMP statistical software package (JMP 14, SAS Institute Inc.). A Tukey-Kramer HSD test was used to test whether group mean pairs were significantly different at &#x003B1; = 0.05.</p>
</sec>
</sec>
<sec id="s3">
<title>Results and Discussion</title>
<sec>
<title>Chemical Properties of the Soil Samples</title>
<p>The chemical properties of the soil samples collected from lead paint-contaminated homes in Jersey City and San Antonio are shown in <xref ref-type="table" rid="T1">Table 1</xref>. The Jersey City soils were slightly acidic with pH values ranging from 5.32 to 6.14, while the San Antonio soils were slightly alkaline with pH values ranging from 7.48 to 7.74. San Antonio soils contained more salts (indicated by higher EC values) and slightly more organic matter compared to Jersey City soil. Total Al and Fe concentrations are shown in <xref ref-type="table" rid="T1">Table 1</xref>. Since the concentrations of other metals (e.g., As, Cu, Zn, Cr, Cd, and Ni, listed in <xref ref-type="supplementary-material" rid="SM1">Supplementary Material</xref>) were much lower than Fe and Al, we primarily considered the effects of Al and Fe on Pb fractionation in this study. San Antonio soils had higher levels of Al compared to Fe, whereas the Jersey City soils had higher levels of Fe compared to Al. <xref ref-type="fig" rid="F1">Figure 1</xref> shows that the overall Pb concentrations in Jersey City soil were lower than those of San Antonio soils. The maximum detected Pb concentration in Jersey City soil was 2,696 mg/kg, while that value for San Antonio soil was 14,721 mg/kg. Pb concentrations in soil samples varied spatially in each yard but showed a generally declining trend with increasing distance from the wall (<xref ref-type="fig" rid="F2">Figure 2</xref>). This Pb distribution trend suggested that the major source of Pb in residential soil was from the exterior Pb-based paint (Litt et al., <xref ref-type="bibr" rid="B21">2002</xref>; Clark and Knudsen, <xref ref-type="bibr" rid="B10">2013</xref>), and more Pb was accumulated in the soil that was close to the residential wall after the deterioration of the paint.</p>
<table-wrap position="float" id="T1">
<label>Table 1</label>
<caption><p>Chemical properties of the residential soil (composite soil samples) in Jersey City (NJ) and San Antonio (TX).</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="center" colspan="2"><bold>Sample ID</bold></th>
<th valign="top" align="center"><bold>pH</bold></th>
<th valign="top" align="center"><bold>Electrical conductivity (&#x003BC;S/cm)</bold></th>
<th valign="top" align="center"><bold>Organic matter (%)</bold></th>
<th valign="top" align="center"><bold>Total Al (mg/kg)</bold></th>
<th valign="top" align="center"><bold>Total Fe (mg/kg)</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Jersey City</td>
<td valign="top" align="left">JC1</td>
<td valign="top" align="center">5.32 &#x000B1; 0.06</td>
<td valign="top" align="center">261 &#x000B1; 23</td>
<td valign="top" align="center">9.37 &#x000B1; 0.41</td>
<td valign="top" align="center">8,784 &#x000B1; 393</td>
<td valign="top" align="center">11,911 &#x000B1; 1,513</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">JC2</td>
<td valign="top" align="center">6.14 &#x000B1; 0.03</td>
<td valign="top" align="center">329 &#x000B1; 3.0</td>
<td valign="top" align="center">10.3 &#x000B1; 0.47</td>
<td valign="top" align="center">8,444 &#x000B1; 158</td>
<td valign="top" align="center">15,355 &#x000B1; 1,306</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">JC3</td>
<td valign="top" align="center">6.14 &#x000B1; 0.03</td>
<td valign="top" align="center">126 &#x000B1; 3.0</td>
<td valign="top" align="center">8.85 &#x000B1; 0.32</td>
<td valign="top" align="center">10,184 &#x000B1; 81</td>
<td valign="top" align="center">20,245 &#x000B1; 1,148</td>
</tr>
<tr>
<td valign="top" align="left">San Antonio</td>
<td valign="top" align="left">SA1</td>
<td valign="top" align="center">7.48 &#x000B1; 0.12</td>
<td valign="top" align="center">965 &#x000B1; 12</td>
<td valign="top" align="center">9.16 &#x000B1; 0.27</td>
<td valign="top" align="center">18,266 &#x000B1; 402</td>
<td valign="top" align="center">13,298 &#x000B1; 510</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">SA2</td>
<td valign="top" align="center">7.58 &#x000B1; 0.00</td>
<td valign="top" align="center">632 &#x000B1; 4.0</td>
<td valign="top" align="center">11.6 &#x000B1; 0.18</td>
<td valign="top" align="center">15,929 &#x000B1; 228</td>
<td valign="top" align="center">11,469 &#x000B1; 193</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">SA3</td>
<td valign="top" align="center">7.74 &#x000B1; 0.02</td>
<td valign="top" align="center">291 &#x000B1; 0.0</td>
<td valign="top" align="center">10.3 &#x000B1; 0.14</td>
<td valign="top" align="center">16,599 &#x000B1; 399</td>
<td valign="top" align="center">11,731 &#x000B1; 293</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p><italic>The values are shown in mean and standard deviation (n = 3)</italic>.</p>
</table-wrap-foot>
</table-wrap>
<fig id="F1" position="float">
<label>Figure 1</label>
<caption><p>Total Pb concentrations in three residential yards in Jersey City (JC) and three residential yards in San Antonio (SA). The cross indicates the mean value and the solid line in the box indicates the median value of the data set.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="frsc-03-773467-g0001.tif"/>
</fig>
<fig id="F2" position="float">
<label>Figure 2</label>
<caption><p>Average soil Pb concentrations corresponding to lengths away from walls in <bold>(A)</bold> Jersey City and <bold>(B)</bold> San Antonio. The non-zero starting lengths in <bold>(A)</bold> Jersey City are due to concrete pavement next to the wall.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="frsc-03-773467-g0002.tif"/>
</fig>
</sec>
<sec>
<title>Evaluation of <italic>In Situ</italic> Pb Measurements by p-XRF</title>
<p>The performance of p-XRF for <italic>in situ</italic> soil Pb measurement was evaluated by comparing p-XRF data with ICP-OES data. The average Pb concentrations of triplicated samples measured by both methods are shown in <xref ref-type="fig" rid="F3">Figure 3</xref>. Strong positive correlations are indicated by R<sup>2</sup> ranging from 0.81 to 0.97 for Jersey City soil and from 0.93 to 0.94 for San Antonio soil. These R<sup>2</sup> values were consistent and show a better correlation compared to the reported value of 0.89 in Maliki et al. (<xref ref-type="bibr" rid="B22">2017</xref>). Previous studies have used p-XRF analysis to assess metal contamination in a variety of soils. Reports indicate that the accuracy of p-XRF measurements is variable, based on soil moisture, organic matter content, the source of the metals, as well as the types of metals being analyzed (Caporale et al., <xref ref-type="bibr" rid="B8">2018</xref>; Ravansari et al., <xref ref-type="bibr" rid="B28">2020</xref>). Moreover, Caporale et al. (<xref ref-type="bibr" rid="B8">2018</xref>) showed that the regression fits of the p-XRF data to those obtained after extraction and mass spectrometric analysis are site-specific, and hence prediction models need to be developed for soil samples from a particular site. In the current study, the fittings for all sites showed good correlations, except for JC1 which had a relatively lower R<sup>2</sup> at 0.81, indicating the differences in soil properties between Jersey City and San Antonio did not significantly affect the accuracy of p-XRF measurements. The regression slops for four of those sites (i.e., JC3, SA1, SA2, and SA3) were similar at around 0.8, and a better correlation at JC2 showed a slope of 1.1. Thus, our data show that p-XRF is a useful tool for rapid on-site measurements for field studies.</p>
<fig id="F3" position="float">
<label>Figure 3</label>
<caption><p>Simple linear regression of soil Pb concentrations (mg/kg) measured by p-XRF against ICP-OES in residential soils (non-composite soil samples) collected from three residential properties in Jersey City (JC1, JC2, and JC3) and three residential properties in San Antonio (SA1, SA2, and SA3).</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="frsc-03-773467-g0003.tif"/>
</fig>
</sec>
<sec>
<title>Evaluation of EDDS Dosage on Pb Solubilization</title>
<p>The plant-available form of Pb in the soil is the key and limiting factor to facilitate phytoextraction. Using vetiver grass as an example, with a massive root system, it was reported to accumulate Pb in root at approximately 20,000 mg/kg dry weight without showing phytotoxic symptoms in hydroponic systems (Chen et al., <xref ref-type="bibr" rid="B9">2012</xref>). However, when planted in Pb-contaminated soil, the average Pb accumulation in vetiver grass root was reported to be below 60 mg/kg (Attinti et al., <xref ref-type="bibr" rid="B4">2017</xref>). Attinti et al., <xref ref-type="bibr" rid="B4">2017</xref> found the solubility of Pb in soil could be enhanced by the addition of EDDS, and the accumulation of Pb in vetiver grass root increased by over 70%. Thus, the transformation of Pb from bound forms to plant-available forms (i.e., water-soluble form F-1 and exchangeable form F-2) after EDDS treatment could be employed to evaluate the potentials of EDDS in enhancing phytoextraction of Pb.</p>
<p><xref ref-type="fig" rid="F4">Figure 4</xref> shows that the plant-available forms of Pb consisted of 0.5 to 3.9% of the total Pb in composite Jersey City soil samples. After extracting with EDDS at 2 mmol/L, there was a large increase in plant-available Pb that ranged from 21.9 to 34.2%. Although the ratios of plant-available Pb increased with increasing EDDS concentrations (2 mmol/L to 30 mmol/L), the plant-available Pb levels mobilized when the soils were treated with EDDS concentrations below 20 mmol/L were much lower than at 20 mmol/L. Significant differences were also seen at 30 mmol/L EDDS extraction compared to that of 20 mmol/L. The maximum plant-available Pb mobilized after EDDS treatment accounted for 44.8 to 61.2%, depending on the location, after EDDS extraction at 30 mmol/L.</p>
<fig id="F4" position="float">
<label>Figure 4</label>
<caption><p>Conversion of bound Pb to plant-available Pb forms at various EDDS concentrations in residential soils (composite soil samples, <italic>n</italic> = 3) collected from three residential properties in Jersey City (JC1, JC2, and JC3) and three residential properties in San Antonio (SA1, SA2, and SA3). Results are shown in both actual plant available Pb concentrations and ratios of plant available Pb to total Pb in the samples. Different letters in the same plot correspond to statistically significant differences (<italic>P</italic> &#x0003C; 0.05).</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="frsc-03-773467-g0004.tif"/>
</fig>
<p>Compared to the Jersey City soils, lower plant-available Pb concentrations were observed in San Antonio soils, ranging from only 0.1 to 1.4% without EDDS extraction (<xref ref-type="fig" rid="F4">Figure 4</xref>). After extraction using 2 mmol/L EDDS, a 36% increase in plant-available Pb was observed (<xref ref-type="fig" rid="F4">Figure 4</xref>). Higher concentrations of EDDS increased the average percentages of plant-available Pb over total Pb in soil; however, in contrast to Jersey City soils, there were generally no significant differences in Pb mobilization beyond 10 mmol/L EDDS concentrations. With EDDS extraction in this study, up to 68.9% of total Pb in San Antonio soil samples was converted to plant-available forms. The increasing trend in mobilized Pb in <xref ref-type="fig" rid="F4">Figure 4</xref> with increasing concentrations of the chelating agent is consistent with literature that used chelating agents in Pb remobilization (Soltan, <xref ref-type="bibr" rid="B32">2006</xref>).</p>
<p>Higher levels of plant-available forms of Pb in soil from Jersey City compared to those of San Antonio soils may be explained by the difference in soil pH values. Generally, the mobility and bioavailability of Pb increase with the decrease of pH (Kushwaha et al., <xref ref-type="bibr" rid="B17">2018</xref>). Sauve et al. (<xref ref-type="bibr" rid="B29">1998</xref>) reported a strong negative correlation between dissolved Pb concentrations and pH under acidic conditions, and a near-constant and lowest concentration of dissolved Pb was shown for pH values between 7 and 8. Lower soil pH may also facilitate the conversion of other forms of Pb, such as carbonate bound Pb to soluble forms (Schock, <xref ref-type="bibr" rid="B30">1980</xref>), which enhanced the fraction of plant-available Pb in Jersey City soil samples (Kushwaha et al., <xref ref-type="bibr" rid="B17">2018</xref>). The pH differences between Jersey City and San Antonio soil samples could also explain the trends for the conversion of Pb forms; the plant-available Pb ratios for Jersey City soil did not change much at lower EDDS concentrations ranging from 2 to 10 mmol/L, while those ratios increased significantly for San Antonio soil. This could be explained by better Pb extraction performance by EDDS under alkaline conditions, especially when there was an EDDS deficiency situation (Yan et al., <xref ref-type="bibr" rid="B37">2010</xref>).</p>
</sec>
<sec>
<title>Changes in Pb Geochemical Forms After EDDS Addition</title>
<p>By tracking the changes in the bound forms of Pb in Jersey City and San Antonio soils using sequential extraction before and after EDDS treatment, the impact of EDDS in mobilizing the various fractions of soil Pb could be estimated. For this experiment, EDDS treatment was performed at 2 mmol/L and 30 mmol/L concentrations. In general, a decreasing trend was seen in the various Pb fractions after EDDS treatment, in particular in the F-3, F-5, and F-6 fractions (<xref ref-type="fig" rid="F5">Figure 5</xref>). Lead in F-1 and F-2 fractions were negligible for all soil samples before EDDS treatment, which corresponds to the low plant-available Pb seen in <xref ref-type="fig" rid="F4">Figure 4</xref>. The majority of Pb existed in the residual silicate bound form (F-6), indicating that most of the Pb were recalcitrant with low solubility, which would be difficult to remediate (Elless et al., <xref ref-type="bibr" rid="B13">2007</xref>). Compared to the Jersey City soil samples, there was more Pb within the F-3 and F-5 fractions of the San Antonio soil samples, which can be explained by the higher pH and the higher organic matter content in these soils respectively (<xref ref-type="table" rid="T1">Table 1</xref>).</p>
<fig id="F5" position="float">
<label>Figure 5</label>
<caption><p>Geochemical fractions of Pb obtained by sequential extraction before and after EDDS extraction in residential soils (composite soil samples, <italic>n</italic> = 3) collected from three residential properties in Jersey City (JC1, JC2, and JC3) and three residential properties in San Antonio (SA1, SA2, and SA3). F-1: water-soluble Pb; F-2: exchangeable Pb; F-3: carbonate-bound Pb; F-4: oxide-bound Pb; F-5: organic-bound Pb; F-6: silicate-bound Pb.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="frsc-03-773467-g0005.tif"/>
</fig>
<p>Soil Pb mobilization by chelating agents such as EDTA and EDDS has been previously reported. In both acidic and alkaline soil conditions, chelating agents have been reported to primarily reduce organic-bound Pb (F-5) among all Pb fractions while enhancing the water-soluble and exchangeable Pb fractions (Li et al., <xref ref-type="bibr" rid="B19">2005</xref>; Yan et al., <xref ref-type="bibr" rid="B37">2010</xref>; Chen et al., <xref ref-type="bibr" rid="B9">2012</xref>). Li et al. (<xref ref-type="bibr" rid="B19">2005</xref>) also indicated a decline in oxide-bound Pb (F-4) and residual silicate bound Pb (F-6) Pb fractions using EDTA as the chelating agent. Our results show that while the Pb in the F-4 fraction increased with the 2 mmol/L EDDS treatment, at the higher dose of 30 mmol/L, there was a decrease in Pb concentration in the same fraction. It is likely that with EDDS application at 2 mmol/L, the dissolution of certain compounds (e.g., organic matter) induced by EDDS released Pb which could then be re-adsorbed to the metal oxides, leading to the increase in F-4 bound Pb (<xref ref-type="fig" rid="F5">Figure 5</xref>). This assumption is further supported by the presence of high concentrations of Fe and Al in soil samples from both Jersey City and San Antonio, which can induce Pb-binding (<xref ref-type="table" rid="T1">Table 1</xref>) (Yan et al., <xref ref-type="bibr" rid="B37">2010</xref>). Cao et al. (<xref ref-type="bibr" rid="B7">2008</xref>) illustrated that higher EDDS dosage (10 mol EDDS:1 mol Pb) could reduce ratios of metal oxides bound Pb compared to low dosage (1 mol EDDS:1 mol Pb), which may explain the decrease in the F-4 fraction after EDDS application at 30 mmol/L.</p>
<p>The silicate-bound Pb fraction (F-6) has been reported as the most difficult fraction to mobilize, while other Pb fractions (i.e., F-3, F-4, and F-5) could be transformed into plant-available forms. However, our results show that that 56.1&#x02013;77.0% of the Pb in the F-6 fraction was mobilized by 30 mmol/L Pb in Jersey City soils, while the percentages for San Antonio soils were 67.2&#x02013;86.8% (<xref ref-type="fig" rid="F5">Figure 5</xref>). Since the Pb concentration in the F-6 fraction generally decreased with an increase in EDDS concentrations as shown in <xref ref-type="fig" rid="F5">Figure 5</xref>, the above percentages could be even higher if the EDDS concentration is further increased. However, in real-world applications, mobilization of Pb needs to be balanced with plant uptake to prevent the leaching of Pb into surface and groundwater. An alternative would be to use a coated chelating agent, which slows down its release. In doing so, Pb mobilization could be balanced by plant uptake during phytoremediation (Li et al., <xref ref-type="bibr" rid="B19">2005</xref>).</p>
</sec>
</sec>
<sec sec-type="conclusions" id="s4">
<title>Conclusion</title>
<p>A soil survey of three Pb-contaminated homes each in Jersey City and San Antonio showed that the Pb concentrations in composite soil samples were all above the USEPA soil Pb hazard cutoff value of 400 mg/kg. Comparison of the Pb data obtained <italic>in-situ</italic> using a p-XRF instrument was compatible with those obtained after acid digestion and ICP-OES analysis in the lab. Hence, for our ongoing field studies, p-XRF would provide a rapid, convenient and inexpensive method to track Pb levels in the soil. The impact of a biodegradable chelating agent EDDS on Pb mobilization in soils was assessed in this study. Higher doses of EDDS induced more bound Pb fractions to be converted to plant-available Pb forms. For EDDS application at 30 mmol/L, up to 68.9% of the total Pb became plant-available. Further analysis on how EDDS changed the fractions of existing Pb forms illustrated that bound Pb forms were converted to plant-available Pb at various ratios. In addition to being effective in mobilizing Pb, EDDS is biodegradable with a short half-life in soil, which makes it an attractive option for phytoremediation projects. A field study is currently in progress at the three residential sites using the chemically-catalyzed phytoextraction regime optimized in this study.</p>
</sec>
<sec sec-type="data-availability" id="s5">
<title>Data Availability Statement</title>
<p>Data presented in this study are available on request from the corresponding author.</p>
</sec>
<sec id="s6">
<title>Author Contributions</title>
<p>DS and RD conceptualized and designed the study and obtained the funding. ZZ, VS, and MW performed the field studies and sample analysis. ZZ and VS wrote the first draft of the paper. RD and DS reviewed and edited the paper. All authors contributed to the article and approved the submitted version.</p>
</sec>
<sec sec-type="funding-information" id="s7">
<title>Funding</title>
<p>This work was supported by a Lead Technical Studies grant (&#x00023;MILTS0007-17) from the U.S. Housing and Urban Development Grant.</p>
</sec>
<sec sec-type="COI-statement" id="conf1">
<title>Conflict of Interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="disclaimer" id="s8">
<title>Publisher&#x00027;s Note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec> 
</body>
<back>
<ack><p>Willie Villarreal from the City of San Antonio is acknowledged for his help with collecting the samples. We gratefully acknowledge the participating homeowners in this study.</p>
</ack>
<sec sec-type="supplementary-material" id="s9">
<title>Supplementary Material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/frsc.2021.773467/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/frsc.2021.773467/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Data_Sheet_1.pdf" id="SM1" mimetype="application/pdf" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
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