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<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Environ. Sci.</journal-id>
<journal-title>Frontiers in Environmental Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Environ. Sci.</abbrev-journal-title>
<issn pub-type="epub">2296-665X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">1539932</article-id>
<article-id pub-id-type="doi">10.3389/fenvs.2025.1539932</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Environmental Science</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Optimization of solid phase extraction for simultaneous quantification of efavirenz and levonorgestrel in wastewater using HPLC</article-title>
<alt-title alt-title-type="left-running-head">Munzhelele et al.</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fenvs.2025.1539932">10.3389/fenvs.2025.1539932</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Munzhelele</surname>
<given-names>E. P.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
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<contrib contrib-type="author">
<name>
<surname>Ayinde</surname>
<given-names>W. B.</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
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<contrib contrib-type="author">
<name>
<surname>Gitari</surname>
<given-names>W. M.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
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<contrib contrib-type="author" corresp="yes">
<name>
<surname>Mudzielwana</surname>
<given-names>R.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
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<aff id="aff1">
<sup>1</sup>
<institution>Environmental Remediation and Nanoscience (EnviReN)</institution>, <institution>Department of Geography and Environmental Sciences</institution>, <institution>Faculty of Science, Engineering and Agriculture</institution>, <institution>University of Venda</institution>, <addr-line>Thohoyandou</addr-line>, <addr-line>Limpopo</addr-line>, <country>South Africa</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Water Research Group</institution>, <institution>Civil Engineering</institution>, <institution>Faculty of Engineering and Built Environment</institution>, <institution>University of Cape Town</institution>, <addr-line>Rondebosch</addr-line>, <country>South Africa</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>School of Chemistry and Material Sciences</institution>, <institution>Technical University of Kenya</institution>, <addr-line>Nairobi</addr-line>, <country>Kenya</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2643016/overview">Dandan Li</ext-link>, Beijing Technology and Business University, China</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1122087/overview">Vimbai Mhuka</ext-link>, O Summit International College, South Africa</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2552213/overview">Sinegugu Khulu</ext-link>, University of the Witwatersrand, South Africa</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/3014347/overview">Idris Sanusi</ext-link>, Kampala International University Western Campus, Uganda</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: E. P. Munzhelele, <email>munzhelele98@gmail.com</email>, <email>15003264@mvula.univen.ac.za</email>; R. Mudzielwana, <email>rabelani.mudzielwana@univen.ac.za</email>
</corresp>
</author-notes>
<pub-date pub-type="epub">
<day>13</day>
<month>06</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>13</volume>
<elocation-id>1539932</elocation-id>
<history>
<date date-type="received">
<day>05</day>
<month>12</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>02</day>
<month>06</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2025 Munzhelele, Ayinde, Gitari and Mudzielwana.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Munzhelele, Ayinde, Gitari and Mudzielwana</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>This study aims to optimize the SPE parameters for purification and preconcentration of EFV and LVG to enable optimum detection and quantification by LC-20 Prominence High-Performance Liquid Chromatography (HPLC) system. The gradient elution method was used to profile and quantify efavirenz (EFA) and levonorgestrel (LVG). The optimized parameters were solution pH, solvent type and concentration, and elution volume. The 60&#xa0;mg/3&#xa0;mL Hydrophilic-lipophilic balance (HLB) was used to extract the target pharmaceutical contaminants. The percentage recoveries of EFA and LVG ranged from 67% to 83% and 70% to 94.61%, respectively at an optimal pH of 2, solvent concentration and type 100% Methanol and an elution volume of 4&#xa0;mL using HLB cartridges. The method&#x2019;s accuracy was validated by obtaining a correlation coefficient (R<sup>2</sup>) &#x3e; 0.98 from the respective calibration curves of the target contaminants. The limit of detection (LOD) and limit of quantification (LOQ) for efavirenz were 0.705&#xa0;&#xb5;g/L and 0.14&#xa0;&#xb5;g/L, respectively, and for levonorgestrel, they were 0.061&#xa0;&#xb5;g/L and 0.199&#xa0;&#xb5;g/L. The optimized SPE method was used to extract wastewater samples, and the yield results showed that the method could be applied for the simultaneous detection of efavirenz and levonorgestrel, demonstrating its potential applications in environmental research. The concentration of EFA ranged from 0.36 to 8.10&#xa0;&#xb5;g/L in influent samples and 2.88 to 8.11&#xa0;&#xb5;g/L in effluent samples. Conversely, the concentration of levonorgestrel ranged from 2.64 to 32.31&#xa0;&#xb5;g/L in influent samples and 2.32 to 12.35&#xa0;&#xb5;g/L in effluent samples. The obtained results were validated by analyzing these samples using ultra-high-performance liquid chromatography. Based on the results, the optimized Solid Phase Extraction (SPE) method can be used to pre-concentrate EFA and LVG in wastewater samples, inspiring future research.</p>
</abstract>
<kwd-group>
<kwd>wastewater</kwd>
<kwd>solid phase</kwd>
<kwd>efavirenz</kwd>
<kwd>levonorgestrel</kwd>
<kwd>high-performance liquid chromatography</kwd>
</kwd-group>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Water and Wastewater Management</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>Contraceptives and antiviral drugs are among the different pharmaceutical compounds used for birth control and treating viral infections (<xref ref-type="bibr" rid="B28">Quirke, 2017</xref>; <xref ref-type="bibr" rid="B31">Tariq et al., 2019</xref>). The release of synthetic progestogens such as levonorgestrel into aquatic environments has significantly increased due to continuous human population growth over the past decades (<xref ref-type="bibr" rid="B14">King et al., 2016</xref>). Notably, the discharge of raw and treated wastewater has been identified as the primary source of these pharmaceutical compounds in wastewater due to their inadequacy in removing them in aqueous solution. Prolonged exposure to antiviral and contraceptive drugs such as efavirenz and levonorgestrel can disrupt the endocrine system even at low concentrations, which could affect aquatic organisms&#x2019; development, growth, and reproduction (<xref ref-type="bibr" rid="B22">Narv&#xe1;ez et al., 2019</xref>; <xref ref-type="bibr" rid="B15">Kloas et al., 2009</xref>; <xref ref-type="bibr" rid="B25">O et al., 2014</xref>). The occurrence of efavirenz and levonorgestrel in wastewater and surface water has been reported in wastewater with a concentration range of ng/L to &#xb5;g/L. Recently, an average concentration of 3.81&#x2013;11.9&#xa0;&#xb5;g/L (influent) and 0.69&#x2013;6.3&#xa0;&#xb5;g/L (effluent) and 6.2&#x2013;8.09&#xa0;&#xb5;g/L (influent) and 4.25&#x2013;20.9&#xa0;&#xb5;g/L (effluent) of efavirenz and levonorgestrel was reported in wastewater within the Vhembe and Mopani district, Limpopo, South Africa (<xref ref-type="bibr" rid="B20">Munzhelele et al., 2024</xref>; <xref ref-type="bibr" rid="B29">Schoeman et al., 2017</xref>). Although these compounds have been reported in surface water and wastewater streams (<xref ref-type="bibr" rid="B29">Schoeman et al., 2017</xref>; <xref ref-type="bibr" rid="B8">Golovko et al., 2018</xref>). There is data scarcity about their occurrence, mainly in African countries, due to a lack of advanced resources and analytical techniques to detect these compounds at trace levels. Furthermore, our prior investigation (<xref ref-type="bibr" rid="B19">Munzhelele et al., 2025</xref>) revealed that these compounds exhibit similar retention times, complicating their simultaneous profiling and quantification. Consequently, optimizing the solid-phase extraction (SPE) methodology to enhance the purification and preconcentration of these compounds would facilitate their effective separation and enable simultaneous detection. Thus, improving the detection of pharmaceutical compounds remains paramount (<xref ref-type="bibr" rid="B5">Fick et al., 2010</xref>; <xref ref-type="bibr" rid="B2">Campos et al., 2019</xref>; <xref ref-type="bibr" rid="B26">Oro et al., 2020</xref>; <xref ref-type="bibr" rid="B17">Madikizela et al., 2020</xref>).</p>
<p>Extraction and/or pre-concentration of analytes from different matrixes plays a crucial role in enhancing their detection by analytical equipment (<xref ref-type="bibr" rid="B17">Madikizela et al., 2020</xref>; <xref ref-type="bibr" rid="B10">Hawthorne et al., 1994</xref>; <xref ref-type="bibr" rid="B21">Namie&#x15b;nik et al., 2005</xref>). Solid phase extraction (SPE) method is the most commonly used for pre-concentration of the analytes due to its ability to clean up, isolate the analyte, and remove interfering matrices from the extract (<xref ref-type="bibr" rid="B6">Furey et al., 2013</xref>; <xref ref-type="bibr" rid="B18">Muhammad et al., 2017</xref>). Hydrophilic and Lipophilic balance (HLB) cartridges are commonly used to extract pharmaceutical residues and other organic compounds due to the better retention capabilities towards both polar and non-polar compounds (<xref ref-type="bibr" rid="B4">Fatoki et al., 2018</xref>; <xref ref-type="bibr" rid="B7">Giebu&#x142;towicz et al., 2016</xref>). Parameters such as the pH of the solution, concentration, the type of solvent, and the volume of the eluent generally impact the extraction efficiency of the cartridge and, subsequently, the detection of the analyte. This study, therefore, is designed to optimize the solid phase extraction parameters for the simultaneous detection and quantification of efavirenz and levonorgestrel in wastewater using high-performance liquid chromatography equipped with a photodiode array detector.</p>
</sec>
<sec id="s2">
<title>2 Experimental protocol</title>
<sec id="s2-1">
<title>2.1 Chemical reagents and materials</title>
<p>Efavirenz (EFA: C<sub>14</sub>H<sub>9</sub>ClF<sub>3</sub>NO<sub>2</sub>), levonorgestrel (LVG: C<sub>21</sub>H<sub>28</sub>O<sub>2</sub>), acetonitrile (C<sub>2</sub>H<sub>3</sub>N), methanol (CH<sub>3</sub>OH) (HPLC grade), HPLC water, and isopropanol of HPLC grade were purchased from Sigma-Aldrich, South Africa. Sodium chloride, hydrochloric acid, nylon syringe filters (0.22&#xa0;&#xb5;m), 1&#xa0;mm syringes, insets, amber vials (2&#xa0;mL), and Oasis Hydrophilic-Lipophilic Balance (HLB: 223170-AC (60&#xa0;mg/3&#xa0;mL)) were purchased from Stargate, South Africa. An individual stock solution of 1,000&#xa0;ppm was prepared by dissolving the analyte (efavirenz and levonorgestrel) into 100&#xa0;mL of 80% Methanol. The dilution method was used to prepare the respective mixed working standards of the analytes (500, 1,000, 5,000, 10,000, 15,000, 20,000, and 30,000&#xa0;&#xb5;g/L). All the stock solutions were prepared in amber bottles to avoid sample degradation. All chemicals used were of analytical grade. EFA and LVG chemical structures are shown in <xref ref-type="fig" rid="F1">Figure 1</xref>.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Chemical structures of <bold>(a)</bold> efavirenz and <bold>(b)</bold> levonorgestrel.</p>
</caption>
<graphic xlink:href="fenvs-13-1539932-g001.tif">
<alt-text content-type="machine-generated">(a) Chemical structure featuring a benzene ring with a chlorine atom, multiple carbon chains, an amide group, and trifluoromethyl branches. (b) Chemical structure of a steroid with hydroxyl and carbonyl groups, highlighting multiple hydrogen atoms and double bonds.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s2-2">
<title>2.2 Methods</title>
<sec id="s2-2-1">
<title>2.2.1 Optimization of solid phase extraction conditions</title>
<p>The optimum pH, solvent concentration, and elution volume for sample extraction were determined using a synthetic solution containing 1&#xa0;ppm of efavirenz and levonorgestrel. The extraction was performed using an Oasis HLB cartridge. Before extraction, the cartridges were preconditioned by adding 5&#xa0;mL of 10% methanol and then rinsed with 5&#xa0;mL of ultra-pure water at a 1&#xa0;mL/min flow rate (<xref ref-type="bibr" rid="B1">Abafe et al., 2018</xref>). The optimization was performed by varying one parameter and keeping others constant. Briefly, the effect of solution pH in the extraction of efavirenz and levonorgestrel was accomplished by changing the solution pH from 2 to 12 using 0.1&#xa0;M of NaOH and HCl. A volume of 100&#xa0;mL of the synthetic solution containing 1&#xa0;ppm of the EFA and LVG was then loaded into the HLB cartridges under vacuum. After extraction, the cartridges were rinsed with 5&#xa0;mL of 10% Methanol and 5&#xa0;mL ultra-pure water to remove the untargeted compounds from the surface of the cartridge. Thereafter, the adsorbed analytes were eluted with 6&#xa0;mL of 80% Methanol. The eluted samples were then dried under nitrogen at 50&#xb0;C and reconstituted using 1&#xa0;mL of Methanol. Before analysis, the samples were filtered using nylon syringe filters (0.22&#xa0;&#xb5;m). To elucidate the effect of elution solvent and solvent concentration, acetonitrile and Methanol were used at concentrations varying from 50, 80, and 100% to elute efavirenz and levonorgestrel. The above procedure was repeated to evaluate the effect of elution volume, except that the volume of eluent solvent varied from 3, 4, 5, and 6&#xa0;mL using 100% Methanol. The summary of the method is shown in <xref ref-type="fig" rid="F2">Figure 2</xref>.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Summarized methodology for sample collection and analysis.</p>
</caption>
<graphic xlink:href="fenvs-13-1539932-g002.tif">
<alt-text content-type="machine-generated">Flowchart illustrating the HPLC method for determining Efavirenz and Levonorgestrel. Steps include sample collection, optimization of solid phase extraction focusing on pH, solvent type, and concentration, HPLC method validation covering recoveries, limits of detection, and precision, and application to environmental samples. Includes relevant images for each step.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s2-2-2">
<title>2.2.2 Instrumentation and chromatography conditions</title>
<p>LC-20 Prominence HPLC system with a photodiode array detector (Shimadzu, Japan) was used for analysis. The column type, size, and analytical parameters are summarized in <xref ref-type="table" rid="T1">Table 1</xref>.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Analytical parameters were employed to analyze LVG and EFA.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th colspan="2" align="left">Analytical parameters</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Instrument name</td>
<td align="left">LC-20 Prominence HPLC</td>
</tr>
<tr>
<td align="left">Column</td>
<td align="left">A 5&#xa0;&#xb5;m C18 column (4.6&#x2a;150&#xa0;mm (HSS))</td>
</tr>
<tr>
<td align="left">Method</td>
<td align="left">Gradient elution method</td>
</tr>
<tr>
<td align="left">Temperature</td>
<td align="left">Ambient</td>
</tr>
<tr>
<td align="left">Eluent</td>
<td align="left">Acetonitrile/water (70:30 v/v)</td>
</tr>
<tr>
<td align="left">Flow rate</td>
<td align="left">1&#xa0;mL/min</td>
</tr>
<tr>
<td align="left">Injection volume</td>
<td align="left">20&#xa0;&#xb5;L</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s2-2-3">
<title>2.2.3 Instrument and method validation</title>
<p>Seven-point calibration curves were constructed for EFA and LVG development to determine the linear working range, with concentrations ranging from 0.5 to 30&#xa0;ppm. The calibration curve was plotted using the linear regression peak area vs. concentrations. The respective standards were analysed in triplicates. The calibration curve&#x2019;s correlation coefficient (R<sup>2</sup>) values were &#x3e;0.98, implying method precision. The limit of detection and quantification were calculated using <xref ref-type="disp-formula" rid="e1">Equations 1</xref>, <xref ref-type="disp-formula" rid="e2">2</xref> (<xref ref-type="bibr" rid="B24">Nicolay et al., 2011</xref>) to evaluate the linear working range, recoveries, and method sensitivity. The lowest and highest known concentrations (0.5 and 30&#xa0;ppm) and the blank matrix were analysed to evaluate the method&#x2019;s accuracy.<disp-formula id="e1">
<mml:math id="m1">
<mml:mrow>
<mml:mi>L</mml:mi>
<mml:mi>O</mml:mi>
<mml:mi>D</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>3.3</mml:mn>
<mml:mo>&#x2a;</mml:mo>
<mml:mfrac bevelled="true">
<mml:mrow>
<mml:mi>&#x3c3;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>S</mml:mi>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(1)</label>
</disp-formula>where &#x3c3; is the standard deviation of the calibration curve, and <italic>S</italic> is the slope of the calibration curve.<disp-formula id="e2">
<mml:math id="m2">
<mml:mrow>
<mml:mi>L</mml:mi>
<mml:mi>O</mml:mi>
<mml:mi>Q</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>10</mml:mn>
<mml:mo>&#x2a;</mml:mo>
<mml:mfrac bevelled="true">
<mml:mrow>
<mml:mi>&#x3c3;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>S</mml:mi>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(2)</label>
</disp-formula>
</p>
<p>The analytes recoveries were calculated using <xref ref-type="disp-formula" rid="e3">Equation 3</xref>:<disp-formula id="e3">
<mml:math id="m3">
<mml:mrow>
<mml:mo>%</mml:mo>
<mml:mtext>&#x2009;</mml:mtext>
<mml:mi>R</mml:mi>
<mml:mi>e</mml:mi>
<mml:mi>c</mml:mi>
<mml:mi>o</mml:mi>
<mml:mi>v</mml:mi>
<mml:mi>e</mml:mi>
<mml:mi>r</mml:mi>
<mml:mi>y</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mi>S</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>m</mml:mi>
<mml:mi>p</mml:mi>
<mml:mi>l</mml:mi>
<mml:mi>e</mml:mi>
<mml:mtext>&#x2009;</mml:mtext>
<mml:mi>p</mml:mi>
<mml:mi>e</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>k</mml:mi>
<mml:mtext>&#x2009;</mml:mtext>
<mml:mi>a</mml:mi>
<mml:mi>r</mml:mi>
<mml:mi>e</mml:mi>
<mml:mi>a</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>S</mml:mi>
<mml:mi>t</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>n</mml:mi>
<mml:mi>d</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>r</mml:mi>
<mml:mi>d</mml:mi>
<mml:mtext>&#x2009;</mml:mtext>
<mml:mi>p</mml:mi>
<mml:mi>e</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>k</mml:mi>
<mml:mtext>&#x2009;</mml:mtext>
<mml:mi>a</mml:mi>
<mml:mi>r</mml:mi>
<mml:mi>e</mml:mi>
<mml:mi>a</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mtext>&#x2009;</mml:mtext>
<mml:mn>100</mml:mn>
<mml:mo>%</mml:mo>
</mml:mrow>
</mml:math>
<label>(3)</label>
</disp-formula>
</p>
<p>The chromatographic variations on the RSD, peak area, resolutions, tailing factor, and theoretical plates of the mixed standard working solution were used to assess the method&#x2019;s robustness. The validated method was employed to quantify EFA and LVG in environmental samples. The concentration (<inline-formula id="inf1">
<mml:math id="m4">
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<mml:mi>C</mml:mi>
<mml:mi>f</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>) of the efavirenz and levonorgestrel were calculated using the following expression (<xref ref-type="disp-formula" rid="e4">Equation 4</xref>) (<xref ref-type="bibr" rid="B27">Pindihama and Gitari, 2020</xref>):<disp-formula id="e4">
<mml:math id="m5">
<mml:mrow>
<mml:msub>
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<mml:mi>f</mml:mi>
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<mml:mi>M</mml:mi>
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<mml:mi>r</mml:mi>
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<mml:mi>d</mml:mi>
<mml:mtext>&#x2009;</mml:mtext>
<mml:mi>c</mml:mi>
<mml:mi>o</mml:mi>
<mml:mi>n</mml:mi>
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<mml:mi>v</mml:mi>
<mml:mi>o</mml:mi>
<mml:mi>l</mml:mi>
<mml:mi>u</mml:mi>
<mml:mi>m</mml:mi>
<mml:mi>e</mml:mi>
<mml:mtext>&#x2009;</mml:mtext>
<mml:mi>o</mml:mi>
<mml:mi>f</mml:mi>
<mml:mtext>&#x2009;</mml:mtext>
<mml:mi>e</mml:mi>
<mml:mi>x</mml:mi>
<mml:mi>t</mml:mi>
<mml:mi>r</mml:mi>
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<mml:mi>t</mml:mi>
<mml:mtext>&#x2009;</mml:mtext>
<mml:mi>u</mml:mi>
<mml:mi>s</mml:mi>
<mml:mi>e</mml:mi>
<mml:mi>d</mml:mi>
<mml:mtext>&#x2009;</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mtext>&#x2002;</mml:mtext>
<mml:mi>E</mml:mi>
<mml:mi>x</mml:mi>
<mml:mi>t</mml:mi>
<mml:mi>r</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>c</mml:mi>
<mml:mi>t</mml:mi>
<mml:mi>e</mml:mi>
<mml:mi>d</mml:mi>
<mml:mtext>&#x2009;</mml:mtext>
<mml:mi>v</mml:mi>
<mml:mi>o</mml:mi>
<mml:mi>l</mml:mi>
<mml:mi>u</mml:mi>
<mml:mi>m</mml:mi>
<mml:mi>e</mml:mi>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(4)</label>
</disp-formula>where, C<sub>f</sub> is the final concentration (&#xb5;g/L), measured concentration (&#xb5;g/L), volume extracted in (L), extracted volume in (L).</p>
</sec>
<sec id="s2-2-4">
<title>2.2.4 Applicability of method in wastewater</title>
<p>The method was applied for the quantification of EFV and LVG in wastewater collected from Thohoya&#x1e4b;dou, Malamulele, Giyani, Makhado, Nkowankowa, Tzaneen, Kgapane, and Siloam wastewater treatment plants located in Limpopo Province, South Africa (<xref ref-type="sec" rid="s11">Supplementary Figure S1</xref>). For sample collection, bottles were soaked in 10% Methanol, rinsed with de-ionized water, and oven-dried for 2&#xa0;h at 80&#xb0;C to avoid contamination. The samples were kept in ice and transported to the laboratory. In the laboratory, samples were subjected to a solid phase extraction process using optimized conditions at pH 2, 100% Methanol, and an elution volume of 4&#xa0;mL. The eluted samples were dried under nitrogen flow at 50&#xb0;C. Thereafter, the samples were reconstituted with 1&#xa0;mL of 100% Methanol and analysed.</p>
</sec>
<sec id="s2-2-5">
<title>2.2.5 Quality assurance</title>
<p>To validate the obtained results from HPLC, the EFA and LVG were analysed using liquid chromatography&#x2013;quadrupole time-of-flight tandem MS instrument (LCMS-9030 qTOF, Shimadzu Corporation, Kyoto, Japan). Chromatographic separation of the analytes was done using a Shim-pack Velox C18 column (100 &#xd7; 2.1&#xa0;mm, 2.7&#xa0;&#x3bc;m) (Shimadzu Corporation, Kyoto, Japan) maintained at 40&#xb0;C. An injection volume of 10&#xa0;&#x3bc;L was used. The analytes were separated using a mobile phase gradient elution method at a flow rate of 0.4&#xa0;mL&#xa0;min<sup>&#x2212;1</sup>. The mobile phase composition of A and B was 0.1% (v/v) formic acid in ultrahigh purity water and acetonitrile, respectively. The mobile phase composition was 5% mobile B from 0 to 1.5&#xa0;min. At 1.5&#x2013;4&#xa0;min, the composition of mobile B was increased to 95% and kept constant until 4&#xa0;min. The gradient was changed to 5% of mobile phase B at 5&#xa0;min and maintained at this composition until 6&#xa0;min. Mass spectral analysis was performed using a QqQ mass spectrometer with an electrospray interface (ESI) in positive (LVG) and negative (EFA) modes. Parameters were set as follows: nebulization 3&#xa0;L&#xa0;min<sup>&#x2212;1</sup>, heating gas, and drying gas flow 10&#xa0;L/min, interface voltage of 4.0&#xa0;kV, interface temperature of 300&#xb0;C, dissolving temperature 526&#xb0;C, DL temperature of 250&#xb0;C, heat block temperature of 400&#xb0;C, detector voltage of 1.8&#xa0;kV and the flight tube temperature at 42&#xb0;C.</p>
</sec>
</sec>
</sec>
<sec sec-type="results|discussion" id="s3">
<title>3 Results and discussion</title>
<sec id="s3-1">
<title>3.1 Quality assurance parameters of the method</title>
<p>The chromatogram of the target compounds and their respective calibration curves are presented in <xref ref-type="fig" rid="F3">Figure 3</xref>. The obtained chromatogram of LVG and EFA indicated that these compounds eluted after 3.55 and 4.08&#xa0;min of retention times, respectively. The two compounds are quantified at 246 and 251&#xa0;nm wavelengths using HPLC with a photodiode array detector. Two distinct peaks were identified in the sample to validate the optimized SPE method&#x2019;s applicability for analyte detection using HPLC, corresponding closely to those observed in the standard chromatogram. The method accuracy was further validated by a correlation (R<sup>2</sup>) of 0.99 obtained from the fitted standard calibration curve of the respective target compounds (<xref ref-type="table" rid="T3">Table 3</xref>). The instrument&#x2019;s detection limit was calculated as the limit of detection (LOD) and limits of quantification (LOQ) using a statistical <xref ref-type="disp-formula" rid="e1">Equations 1</xref>, <xref ref-type="disp-formula" rid="e2">2</xref>. The summary of the results is shown in <xref ref-type="table" rid="T2">Table 2</xref>. It was observed that the sample sensitivity for EFA and LVG increased as the detection limit was reduced. Specifically, the sensitivity for EFA decreased from 0.705 to 2.138&#xa0;&#xb5;g/L, while the sensitivity for LVG increased from 0.199 to 0.061&#xa0;&#xb5;g/L. High RSD% % further validated the accuracy and quality assurance of the method, with an accuracy of &#x3e;79.9% for all the target compounds since they were within the acceptable range of &#x3e;80%.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>The chromatogram of levonorgestrel and efavirenz standards <bold>(a)</bold> with their respective calibration curves and sample <bold>(b)</bold>.</p>
</caption>
<graphic xlink:href="fenvs-13-1539932-g003.tif">
<alt-text content-type="machine-generated">Top image (a) shows a chromatogram labeled &#x22;STD 20 ppm.lcd&#x22; with peaks for LVG at 3.563 minutes and EFA at 4.082 minutes. Insets display linear calibration curves. Bottom image (b) shows a chromatogram labeled &#x22;sample 17.lcd&#x22; with several peaks, including LVG at 3.544 minutes and EFA at 4.040 minutes. Both graphs measure absorbance in milli-absorbance units (mAU) over time in minutes, using two photodiode arrays at 246 nm and 251 nm.</alt-text>
</graphic>
</fig>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>The performance metrics the HPLC method for the detection and quantification of LVG and EFA.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Compound</th>
<th align="left">R<sub>t</sub>
</th>
<th align="left">R<sup>2</sup>
</th>
<th align="left">RSD (%)</th>
<th align="left">Accuracy (%)</th>
<th align="left">LOD (&#xb5;g/L)</th>
<th align="left">LOQ (&#xb5;g/L)</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">EVA</td>
<td align="left">4.019</td>
<td align="left">0.99</td>
<td align="left">92.99</td>
<td align="left">92.33</td>
<td align="left">0.705</td>
<td align="left">0.14</td>
</tr>
<tr>
<td align="left">LVG</td>
<td align="left">3.526</td>
<td align="left">0.99</td>
<td align="left">79.99</td>
<td align="left">92.34</td>
<td align="left">0.061</td>
<td align="left">0.199</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>Standards and samples were further analysed for quality assurance using UHPLC-QqQ-MS/MS. The chromatograms of both EFV and LVG are presented in <xref ref-type="fig" rid="F4">Figure 4</xref>. The linear concentration range was 25&#xa0;&#xb5;g/L to 750&#xa0;&#xb5;g/L. The coefficient of determination (R<sup>2</sup>) was 0.99 for all analytes. The retention times for EFA and LVG were 3.50 and 3.79&#xa0;min, respectively. The chromatograms of the blank samples did not show any peak of the analytes. The chromatograms of the standard were distinct from those of the sample. However, a similar resemblance between the standard and sample chromatograms and retention times was observed. EFA and LVG were profiled and quantified using 314.67 and 312.92&#xa0;m/z. The product <italic>m/z</italic> for levonorgestrel 109. 91 and 245&#xa0;<italic>m/z</italic> were similar to the one reported by <xref ref-type="bibr" rid="B32">Theron et al. (2004)</xref>. Meanwhile, for EFA products, <italic>m/z</italic> were 245.1, 68.95, and 242.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Multiple retention monitoring chromatograms of the blank sample, calibration standard, and environmental sample.</p>
</caption>
<graphic xlink:href="fenvs-13-1539932-g004.tif">
<alt-text content-type="machine-generated">Three chromatograms titled &#x22;blank,&#x22; &#x22;standard,&#x22; and &#x22;sample&#x22; are displayed vertically. The &#x22;blank&#x22; shows minimal peaks, the &#x22;standard&#x22; has distinct peaks with an inset calibration curve displaying two linear trendlines with R-squared values, and the &#x22;sample&#x22; shows peaks similar to the &#x22;standard.&#x22;</alt-text>
</graphic>
</fig>
</sec>
<sec id="s3-2">
<title>3.2 Optimization of solid phase extraction method</title>
<sec id="s3-2-1">
<title>3.2.1 Effect of sample pH</title>
<p>
<xref ref-type="fig" rid="F5">Figure 5</xref> shows the variation of % recoveries for LVG and EFA with the change in solution pH. The highest percentage recoveries for EFV and LVG were observed at pH of 2 (67.3% and 70.82%), respectively. A decrease in the respective analytes recoveries was observed with increasing pH. LVG and EFA are weak acid compounds that are easily protonated and become soluble at low pH, hence their substantial recoveries at low pH. At alkaline pH, they form strong bonds with HLB carboxylic, divinyl benzene, and N-vinylpyrrolidone, reducing their mobility. Hence, low EFA and LVG recoveries with increasing pH. Based on the obtained results, it was observed that sample pH can significantly affect the recoveries of EFA and LVG. pH of 2 was further used for subsequent experiments.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>Variation of % recoveries for EFV and LVG with pH (extracted volume:100&#xa0;mL, elution volume: 5&#xa0;mL, and elution solvent MeOH: 80%).</p>
</caption>
<graphic xlink:href="fenvs-13-1539932-g005.tif">
<alt-text content-type="machine-generated">Bar chart showing % recovery of EFA and LVG at different pH levels (2, 4, 7, 9, 12). EFA and LVG show the highest recovery at pH 2 and 4 respectively, with recovery decreasing significantly at higher pH levels.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s3-2-2">
<title>3.2.2 Solvent type and concentration</title>
<p>
<xref ref-type="fig" rid="F6">Figure 6</xref> depicts the effect of solvent type and concentration on the recovery of efavirenz and levonorgestrel. Methanol gave higher recoveries for EFV (71%) and LVG (84.89%) compared to acetonitrile (50.17% and 73.63%). High recoveries for Methanol could be attributed to the introduction of methoxy groups on the surface of the HLB cartridges, enhancing their reactivity (<xref ref-type="bibr" rid="B3">Cort&#xe9;s-Lagunes et al., 2024</xref>). Comparatively, methanol is a proactive solvent with high polarity compared to acetonitrile. Thus, the OH functional group dissociate from methanol through hydrogen transfer (<xref ref-type="bibr" rid="B13">Jordaan and Shapi, 2017</xref>; <xref ref-type="bibr" rid="B23">Ngwenya and Mahlambi, 2023</xref>) and infused into the HLB matrix, improving the solubility of the analytes and enhancing their leaching efficiency. Due to its strong nitrile group, acetonitrile is a non-aprotic solvent that suggests lower polarity than methanol, affecting its reactivity due to its nitrile functional group, which undergoes hydrolysis in acid pH to form carboxylic acid through protonation of nitrogen taking time to infuse the HLB matrix (<xref ref-type="bibr" rid="B34">Zarzycki et al., 2010</xref>; <xref ref-type="bibr" rid="B9">Goo&#xdf;en et al., 2008</xref>). An increase in recoveries of the target compounds was observed as the solvent concentration increased for both solvents. This could be attributed to an improved reactivity of the analytes and increased solvent purity (<xref ref-type="bibr" rid="B11">Hu et al., 2009</xref>; <xref ref-type="bibr" rid="B12">Jing et al., 2020</xref>). Low recoveries at low concentrations might be attributed to reduced reactivity due to increased solvent impurity. Based on the results, 100% of Methanol achieved high EFA and LVG recoveries and was used for subsequent experiments.</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>Effect of solvent type and concentration of EFA <bold>(a)</bold> and LVG <bold>(b)</bold> recoveries (extracted volume 100&#xa0;mL, solution pH: 2, elution volume 5&#xa0;mL).</p>
</caption>
<graphic xlink:href="fenvs-13-1539932-g006.tif">
<alt-text content-type="machine-generated">Two bar charts labeled (a) and (b) show the percent recovery of EFA and LVG, respectively, at varying solvent concentrations (50%, 60%, 80%, 100%) using MeOH (blue) and ACN (orange). In both charts, MeOH generally yields higher recovery percentages than ACN, with the highest recovery at 100% concentration. Error bars indicate variability.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s3-2-3">
<title>3.2.3 Elution volume</title>
<p>
<xref ref-type="fig" rid="F7">Figure 7</xref> shows the effect of elution volume towards efavirenz and levonorgestrel recoveries. EFA and LVG increased from 3.5% to 83% and 1.08% to 94.61% with an increasing volume from 3&#xa0;mL to 6&#xa0;mL, respectively. The higher EFA and LVG recoveries were observed with an elution volume of 3&#x2013;4&#xa0;mL. This could be attributed to improved dissociation from surface charges, possibly due to increased methoxy ions (<xref ref-type="bibr" rid="B16">Koekemoer, 2016</xref>; <xref ref-type="bibr" rid="B30">Sturm, 2005</xref>). This phenomenon effectively returns the pollutants to their original state. A slight decrease in the recovery of LVG with increasing elution volume could be due to the degradation of these compounds during prolonged drying. A significant reduction in EFA recoveries was observed when using an elution volume of 5&#x2013;6&#xa0;mL, which could be linked to the degradation of EFAs during prolonged drying periods (<xref ref-type="bibr" rid="B33">Yao et al., 2021</xref>). Furthermore, since methanol was used as an elution solvent, its increased volume increases the methoxy ions in a solution, which initiates the EFA leaching process from the HLB sorbent. This further increases the solution&#x2019;s electronegativity, reducing the solute&#x2019;s leaching activity (EFA) since it mainly comprises electronegative charges, implying less EFA recoveries.</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>Effect of volume elution on recovery of LVG and EFA in wastewater (Solvent: 100% MeOH, pH of 2, Sample volume 100&#xa0;mL).</p>
</caption>
<graphic xlink:href="fenvs-13-1539932-g007.tif">
<alt-text content-type="machine-generated">Bar chart showing percentage recovery against volume in milliliters for two substances: EFA (blue) and LVG (orange). EFA shows high recovery at 3 to 5 mL, decreasing sharply at 6 mL. LVG maintains high recovery at 3 and 4 mL, decreases at 5 mL, and is negligible at 6 mL. Error bars are included.</alt-text>
</graphic>
</fig>
</sec>
</sec>
<sec id="s3-3">
<title>3.3 Application of the method in field water samples</title>
<p>Wastewater samples were analysed using optimized solid-phase extraction (SPE) parameters, including a pH of 2, 100% methanol (Methanol), and an elution volume of 4&#xa0;mL. This method was employed to analyze the effects of the sample matrix on the recovery of wastewater samples from the Vhembe and Mopani districts. <xref ref-type="table" rid="T3">Table 3</xref> depicts the concentration of LVG and EFA obtained following SPE at optimized conditions. The concentrations of efavirenz and levonorgestrel ranged from LOD-33.675&#xa0;&#xb5;g/L and LOD- 7.195&#xa0;&#xb5;g/L, respectively, with Nkowankowa showing the highest concentrations of LVG and EFA. A slight increase in LVG was observed in effluent samples in most WWTP samples, which could be ascribed to immobilization in different stages of the purification process. A similar trend was observed with EFA. All the target compounds were detected in all sampling sites except LVG at Kgapane. Based on the obtained results, the optimized SPE conditions could be used for simultaneous pre-concentration to improve the detection of EFA and LVG in wastewater using HPLC. For quality assurance, samples were analysed using the UHPLC-QqQ-MS/MS technique, and the results are presented in <xref ref-type="sec" rid="s11">Supplementary Table S2</xref>. The results of the UHPLC-QqQ-MS/MS were in the same range as those obtained from HPLC with less than 10% difference, validating that the conditions developed effectively enhance the simultaneous detection of EFA and LVG.</p>
<table-wrap id="T3" position="float">
<label>TABLE 3</label>
<caption>
<p>Concentrations of levonorgestrel and efavirenz obtained using high-performance liquid chromatography (HPLC) at optimized SPE conditions.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th colspan="9" align="center">HPLC results</th>
</tr>
<tr>
<th align="left">Influent</th>
<th align="left">Malamulele</th>
<th align="left">Giyani</th>
<th align="left">Nkowankowa</th>
<th align="left">Tzaneen</th>
<th align="left">Kgapane</th>
<th align="left">Makhado</th>
<th align="left">Siloam</th>
<th align="left">Thohoyandou</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">LVG (&#xb5;g/L)</td>
<td align="left">6.55</td>
<td align="left">6.86</td>
<td align="left">7.08</td>
<td align="left">5.78</td>
<td align="left">0</td>
<td align="left">7.035</td>
<td align="left">5.71</td>
<td align="left">4.945</td>
</tr>
<tr>
<td align="left">EVA (&#xb5;g/L)</td>
<td align="left">5.245</td>
<td align="left">10.42</td>
<td align="left">33,675</td>
<td align="left">7.135</td>
<td align="left">12.205</td>
<td align="left">2.75</td>
<td align="left">10.375</td>
<td align="left">29.51</td>
</tr>
<tr>
<td colspan="9" align="left">Effluent</td>
</tr>
<tr>
<td align="left">LVG (&#xb5;g/L)</td>
<td align="left">0</td>
<td align="left">0</td>
<td align="left">7.195</td>
<td align="left">7.02</td>
<td align="left">0</td>
<td align="left">7</td>
<td align="left">5.81</td>
<td align="left">5.045</td>
</tr>
<tr>
<td align="left">EVA (&#xb5;g/L)</td>
<td align="left">10.82</td>
<td align="left">12.355</td>
<td align="left">3.115</td>
<td align="left">0</td>
<td align="left">11.91</td>
<td align="left">13.825</td>
<td align="left">9.705</td>
<td align="left">7.4</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
</sec>
<sec sec-type="conclusion" id="s4">
<title>4 Conclusion</title>
<p>This study successfully determined solid-phase extraction conditions for the simultaneous quantification of efavirenz and levonorgestrel by HPLC-PDA. The established conditions were a pH of 2, 100% Methanol, and an elution volume of 4&#xa0;mL. Under these conditions, maximum recoveries of 83% for efavirenz and 94% for levonorgestrel were obtained. The optimized SPE method was successfully applied in the preconcentration of EFA and LVG in wastewater samples. In influent samples, the EFA concentration ranged from 0.36 to 8.10&#xa0;&#xb5;g/L, while in effluent samples, it ranged from 2.88 to 8.11&#xa0;&#xb5;g/L. The levonorgestrel concentration in influent samples ranged from 2.64 to 32.31&#xa0;&#xb5;g/L; in effluent samples, it ranged from 2.32 to 12.35&#xa0;&#xb5;g/L. The optimized SPE method for preconcentration and simultaneous analysis of EFA and LVG using HPLC was validated by UHPLC results, which showed no significant differences.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s5">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="sec" rid="s11">Supplementary Material</xref>, further inquiries can be directed to the corresponding authors.</p>
</sec>
<sec sec-type="author-contributions" id="s6">
<title>Author contributions</title>
<p>EM: Conceptualization, Data curation, Formal Analysis, Funding acquisition, Investigation, Methodology, Project administration, Software, Validation, Visualization, Writing &#x2013; original draft, Writing &#x2013; review and editing. WA: Conceptualization, Supervision, Validation, Visualization, Writing &#x2013; review and editing. WG: Conceptualization, Funding acquisition, Resources, Supervision, Validation, Visualization, Writing &#x2013; review and editing. RM: Conceptualization, Funding acquisition, Resources, Supervision, Visualization, Writing &#x2013; review and editing.</p>
</sec>
<sec sec-type="funding-information" id="s7">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research and/or publication of this article. NRF-Thuthuka project (Ref: TTK2205087912), and National Research Foundation-Sasol (MND210510600480).</p>
</sec>
<sec sec-type="COI-statement" id="s8">
<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>
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