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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Chem.</journal-id>
<journal-title>Frontiers in Chemistry</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Chem.</abbrev-journal-title>
<issn pub-type="epub">2296-2646</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">1253685</article-id>
<article-id pub-id-type="doi">10.3389/fchem.2023.1253685</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Chemistry</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Molecular detection of per- and polyfluoroalkyl substances in water using time-of-flight secondary ion mass spectrometry</article-title>
<alt-title alt-title-type="left-running-head">Yu 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/fchem.2023.1253685">10.3389/fchem.2023.1253685</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Yu</surname>
<given-names>Xiao-Ying</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1886342/overview"/>
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<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author" equal-contrib="yes">
<name>
<surname>Yang</surname>
<given-names>Cuiyun</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>&#x2020;</sup>
</xref>
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</contrib>
<contrib contrib-type="author" equal-contrib="yes">
<name>
<surname>Gao</surname>
<given-names>Jun</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>&#x2020;</sup>
</xref>
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<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Xiong</surname>
<given-names>John</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Sui</surname>
<given-names>Xiao</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhong</surname>
<given-names>Lirong</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhang</surname>
<given-names>Yuchen</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2279019/overview"/>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Son</surname>
<given-names>Jiyoung</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Oak Ridge National Laboratory</institution>, <institution>Materials Science and Technology Division</institution>, <addr-line>Oak Ridge</addr-line>, <addr-line>TN</addr-line>, <country>United States</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Haley &#x26; Aldrich Inc.</institution>, <addr-line>Costa Mesa</addr-line>, <addr-line>CA</addr-line>, <country>United States</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>College of Geography and Environment</institution>, <institution>Shandong Normal University</institution>, <addr-line>Jinan</addr-line>, <country>China</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Pacific Northwest National Laboratory</institution>, <institution>Energy and Environment Directorate</institution>, <addr-line>Richland</addr-line>, <addr-line>WA</addr-line>, <country>United States</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/2001420/overview">Shengshui Hu</ext-link>, Wuhan 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/1506926/overview">Abhishek Mandal</ext-link>, Indian Agricultural Research Institute (ICAR), India</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/110251/overview">Zhaowei Zhang</ext-link>, Chinese Academy of Agricultural Sciences, China</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Xiao-Ying Yu, <email>yuxiaoying@ornl.gov</email>
</corresp>
<fn fn-type="equal" id="fn001">
<label>
<sup>&#x2020;</sup>
</label>
<p>These authors have contributed equally to this work</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>06</day>
<month>10</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>11</volume>
<elocation-id>1253685</elocation-id>
<history>
<date date-type="received">
<day>05</day>
<month>07</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>22</day>
<month>09</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 Yu, Yang, Gao, Xiong, Sui, Zhong, Zhang and Son.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Yu, Yang, Gao, Xiong, Sui, Zhong, Zhang and Son</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>Detection of per- and polyfluoroalkyl substances (PFASs) is crucial in environmental mitigation and remediation of these persistent pollutants. We demonstrate that time-of-flight secondary ion mass spectrometry (ToF-SIMS) is a viable technique to analyze and identify these substances at parts per trillion (ppt) level in real field samples without complicated sample preparation due to its superior surface sensitivity. Several representative PFAS compounds, such as perfluorooctanesulfonic acid (PFOS), perfluorobutanoic acid (PFBA), perfluoropentanoic acid (PFPeA), perfluoheptanoic acid (PFHpA), and perfluorononanoic acid (PFNA), and real-world groundwater samples collected from monitoring wells installed around at a municipal wastewater treatment plant located in Southern California were analyzed in this work. ToF-SIMS spectral comparison depicts sensitive identification of pseudo-molecular ions, characteristic of reference PFASs. Additionally, principal component analysis (PCA) shows clear discrimination among real samples and reference compounds. Our results show that characteristic molecular ion and fragments peaks can be used to identify PFASs. Furthermore, SIMS two-dimensional (2D) images directly exhibit the distribution of perfluorocarboxylic acid (PFCA) and PFOS in simulated mixtures and real wastewater samples. Such findings indicate that ToF-SIMS is useable to determine PFAS compounds in complex environmental water samples. In conclusion, ToF-SIMS provides simple sample preparation and high sensitivity in mass spectral imaging, offering an alternative solution for environmental forensic analysis of PFASs in wastewater in the future.</p>
</abstract>
<abstract abstract-type="graphical">
<title>Graphical Abstract</title>
<p>
<fig>
<graphic xlink:href="FCHEM_fchem-2023-1253685_wc_abs.tif" position="anchor"/>
</fig>
</p>
</abstract>
<kwd-group>
<kwd>PFAS</kwd>
<kwd>PFOs</kwd>
<kwd>molecular identification</kwd>
<kwd>ToF-SIMS</kwd>
<kwd>groundwater</kwd>
<kwd>wastewater</kwd>
</kwd-group>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Analytical Chemistry</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>Per- and polyfluoroalkyl substances (PFASs) are a group of manmade synthetic organic fluorinated substances. They have been widely used in industrial and commercial applications for more than 50&#xa0;years. Representative examples of PFASs applications include surfactants, flame retardants, food packaging, and non-stick coating for cooking utensils (<xref ref-type="bibr" rid="B52">Rahman et al., 2014</xref>; <xref ref-type="bibr" rid="B13">Ciccotelli et al., 2016</xref>; <xref ref-type="bibr" rid="B44">Monge Brenes et al., 2019</xref>; <xref ref-type="bibr" rid="B2">Alves et al., 2020</xref>; <xref ref-type="bibr" rid="B15">Clarity et al., 2021</xref>). PFASs are ubiquitous in the environment and they have become a global pollution problem, especially perfluorooctanoate (PFOA) and perfluorooctanoate sulfonate (PFOS) due to their persistence, bio-accumulative properties, and toxicities even at low concentrations in the environment (<xref ref-type="bibr" rid="B13">Ciccotelli et al., 2016</xref>; <xref ref-type="bibr" rid="B33">Kucharzyk et al., 2017</xref>). More than 5,000 individual PFASs have been found in waters, solids, and fish; and many of them are potential precursor compounds of PFOA and PFOS (<xref ref-type="bibr" rid="B11">Chan et al., 2009</xref>; <xref ref-type="bibr" rid="B40">Llorca et al., 2009</xref>; <xref ref-type="bibr" rid="B71">Xiao, 2017</xref>; <xref ref-type="bibr" rid="B18">Dauchy, 2019</xref>; <xref ref-type="bibr" rid="B1">Abunada et al., 2020</xref>; <xref ref-type="bibr" rid="B12">Chohan et al., 2021</xref>; <xref ref-type="bibr" rid="B36">Lassalle et al., 2021</xref>). Therefore, studies on PFASs, including PFOA and PFOS, are extremely important to understand the distribution, transformation, and ultimately removal of these persistent organic pollutants from the natural water environment.</p>
<p>PFASs are found in different aqueous matrices including surface water, groundwater, drinking water, lake and costal water, or sea waters (<xref ref-type="bibr" rid="B53">Rayne and Forest, 2009</xref>; <xref ref-type="bibr" rid="B17">Crone et al., 2019</xref>). Pre-treatment methods, such as filtration and centrifugation, were used for analysis (<xref ref-type="bibr" rid="B49">Nzeribe et al., 2019</xref>; <xref ref-type="bibr" rid="B67">Vu and Wu, 2022</xref>). At present, the main techniques used to analyze the distribution and compositions of PFASs in the natural environment, food, animal&#x2019;s blood, or tissue are gas chromatography mass spectrometry (GC-MS) or tandem mass spectrometry (GC-MS/MS), high performance liquid chromatography mass spectrometry or tandem mass spectrometry (HPLC-MS or HPLC-MS/MS), and ultra-high performance liquid chromatography mass spectrometry or tandem mass spectrometry (UPLC-MS or UPLC-MS/MS) (<xref ref-type="bibr" rid="B10">Capriotti et al., 2013</xref>; <xref ref-type="bibr" rid="B5">Bach et al., 2016</xref>; <xref ref-type="bibr" rid="B45">Mulabagal et al., 2018</xref>; <xref ref-type="bibr" rid="B28">Groffen et al., 2021</xref>; <xref ref-type="bibr" rid="B51">Qi et al., 2021</xref>). These methods are quantitative; however, sample preparation can be challenging. PFAS identification depends heavily on standards and reference chemicals. For example, fluorotelomer alcohols (FTOHs) were often determined by GC-MS, and trace levels of FTOHs are detectable in river water, influent and effluent wastewater samples using silica normal-phase solid phase extraction (SPE) (<xref ref-type="bibr" rid="B50">Portoles et al., 2015</xref>; <xref ref-type="bibr" rid="B5">Bach et al., 2016</xref>). HPLC and UPLC-MS/MS are currently widely used to determine PFASs (<xref ref-type="bibr" rid="B10">Capriotti et al., 2013</xref>; <xref ref-type="bibr" rid="B45">Mulabagal et al., 2018</xref>). In addition to these methods, LC-MS/MS is recommended by the United States Environmental Protection Agency (EPA) for PFAS analysis (<xref ref-type="bibr" rid="B6">Benskin et al., 2007</xref>; <xref ref-type="bibr" rid="B61">Stramenga et al., 2021</xref>). Specifically, Liquid Chromatography Quadrupole Time of Flight tandem Mass Spectrometry (LC-QToF/MS) is used to analyze and identify PFAS in serum samples of firefighters who are exposed to fire extinguishing agents containing PFASs (<xref ref-type="bibr" rid="B54">Rotander et al., 2015</xref>). However, these methods need a complex pretreatment procedure to extract or transfer PFASs as derivatives before analysis. Therefore, new analytical approaches that offer easy sample preparation and sensitive detection are attractive to the community of PFAS research and environmental protection and restoration.</p>
<p>Unlike the commonly used MS tools as a bulk analysis approach, time-of-flight secondary ion mass spectrometry (ToF-SIMS) is a powerful, high-resolution surface analysis tool. It provides sensitive spectral mapping of molecular, elemental, and isotopic characteristics of solid samples (<xref ref-type="bibr" rid="B23">Fu et al., 2017</xref>; <xref ref-type="bibr" rid="B14">&#x10c;i&#x17e;inauskas et al., 2017</xref>). Because SIMS measurements have superior surface sensitivity, only a minute amount of sample like microgram or less is needed. Therefore, it does not demand huge amount of mass to perform an analysis, and it often used in trace analysis almost nondestructively. Another attractive feature of SIMS is high mass resolution, often several thousand or ten thousand of relative mass accuracy of detected peaks could be obtained compared to other bulk MS approaches (<xref ref-type="bibr" rid="B27">Gilmore and Seah, 2000</xref>; <xref ref-type="bibr" rid="B26">Gilmore et al., 2005</xref>). Thus, it offers comprehensive information and sensitive analysis of specimens with spatial distribution in one-dimensional (1D) spectra as well as 2D and 3D mass spectral images (<xref ref-type="bibr" rid="B72">Yu, 2020</xref>). Although ToF-SIMS is semi-quantitative, the sample preparation and analysis are simple and fast, yet offering high mass accuracy and high mass resolving power of organic molecules (<xref ref-type="bibr" rid="B65">Touboul et al., 2005</xref>; <xref ref-type="bibr" rid="B66">Vickerman and Winograd, 2015</xref>; <xref ref-type="bibr" rid="B70">Wei et al., 2017</xref>; <xref ref-type="bibr" rid="B75">Zhang et al., 2019b</xref>). Full spectral (i.e., elemental, molecular, isotopic) information is available due to the parallel collection nature of ToF-SIMS (<xref ref-type="bibr" rid="B60">Sodhi, 2004</xref>; <xref ref-type="bibr" rid="B59">Smentkowski et al., 2007</xref>; <xref ref-type="bibr" rid="B22">Fisher et al., 2016</xref>). Moreover, ToF-SIMS is known for its applications in forensic analysis, namely, sensitive detection of spectral signatures in minute specimens due to its superior surface sensitivity (<xref ref-type="bibr" rid="B55">Szynkowska et al., 2013</xref>; <xref ref-type="bibr" rid="B64">Terlier et al., 2020</xref>; <xref ref-type="bibr" rid="B63">Szynkowska-J&#xf3;&#x17a;wik et al., 2021</xref>). Also, the contrast in PFASs between surface and deeper soil samples could be more pronounced in long-chain congers than shorter chains (<xref ref-type="bibr" rid="B68">Washington et al., 2010</xref>), which presents opportunities for applications of SIMS. Amendment materials such as clay and resin have been developed and used to treat PFAS pollution (<xref ref-type="bibr" rid="B49">Nzeribe et al., 2019</xref>; <xref ref-type="bibr" rid="B3">Anderson et al., 2021</xref>; <xref ref-type="bibr" rid="B34">Kurwadkar et al., 2022</xref>). Once loaded, the fate and transformation of PFAS need investigation (<xref ref-type="bibr" rid="B20">DOD, 2022</xref>). These are the primary drivers of knowing the spatial resolution of PFAS in a material. ToF-SIMS potentially provides a new imaging solution to addressing the PFAS challenges.</p>
<p>In this work, we demonstrate that ToF-SIMS can be used for rapid analysis and identification of PFASs using several representative PFAS compounds as examples, and their corresponding pseudo-molecular ion and fragment peaks are observable in this work. Limit of detections (LODs) of representative PFAS molecules, namely, PFPeA and PFOS, were determined. Additionally, 2D imaging offers the possibility to visualize PFASs spatial distribution in a mixture, identifying short-chain and long-chain components in a mixture. Moreover, real-world groundwater samples collected in a wastewater treatment plant (WWTP) were analyzed to demonstrate the sensitive ToF-SIMS detection and identification of PFAS compounds. Our results present the first experimental evidence that ToF-SIMS can be a useful tool for analysis of trace level of PFASs pollutants in laboratory-prepared simulated mixtures as references and in field collected groundwater samples as validation.</p>
</sec>
<sec sec-type="materials|methods" id="s2">
<title>2 Materials and methods</title>
<sec id="s2-1">
<title>2.1 Chemical agents</title>
<p>Four perfluorocarboxylic acid (PFCA) compounds including perfluorobutanoic acid (PFBA, 95%), perfluoropentanoic acid (PFPeA, 97%), perfluoheptanoic acid (PFHpA, 99%), perfluorononanoic acid (PFNA, 97%), and perfluorooctane sulfonate (PFOS, &#x223c;40% in H<sub>2</sub>O) were acquired from Sigma-Aldrich and they were used as reference materials. Additional descriptions of all chemical reagents and the sample preparation protocol were summarized in <xref ref-type="sec" rid="s10">Supplementary Table S1</xref>.</p>
</sec>
<sec id="s2-2">
<title>2.2 Field groundwater sample collection</title>
<p>The field samples were collected from a municipal WWTP located in Southern California. The MW-6 and MW-5 groundwater samples were collected from two groundwater monitoring wells installed around the WWTP, using dedicated Groundfos submersible pumps, stored in polypropylene sample bottles with Teflon<bold>&#xae;</bold>-free caps, and in compliance with the PFAS sampling guidance document published by the California State Water Resources Control Board (SWRCB). The PFASs of the field samples were determined to be at the ppt level using the EPA recommended Draft Method 1633 (<xref ref-type="bibr" rid="B21">EPA, 2022</xref>) by a commercial certified by the Department of Defense laboratory.</p>
</sec>
<sec id="s2-3">
<title>2.3 Sample preparation</title>
<p>Several reference PFAS chemicals, including PFOS, and groundwater samples were prepared by simply drying the liquid mixtures on clean 1 &#xd7; 1&#xa0;cm<sup>2</sup> silicon (Si) wafer chips after depositing 25&#xa0;&#xb5;L of the liquid containing PFAS chemicals on the clean Si chip under ambient conditions (<xref ref-type="bibr" rid="B70">Wei et al., 2017</xref>; <xref ref-type="bibr" rid="B24">Fu et al., 2018</xref>; <xref ref-type="bibr" rid="B62">Sui et al., 2018</xref>). Samples were dried in a laminar flow and protected under Parafilm prior to analysis.</p>
</sec>
<sec id="s2-4">
<title>2.4 ToF-SIMS</title>
<p>A ToF-SIMS V spectrometer (IONTOF GmbH, M&#xfc;nster, Germany) was used to analyze representative PFAS reference chemicals and PFAS-containing groundwater samples. The SIMS analysis was performed using a 25&#xa0;keV pulsed bismuth (Bi<sub>3</sub>
<sup>&#x2b;</sup>) primary beam ion under high vacuum of 10<sup>&#x2013;8</sup>&#xa0;mbar during measurements. The Bi<sub>3</sub>
<sup>&#x2b;</sup> primary ion beam scanned over a 500 &#xd7; 500&#xa0;&#x3bc;m<sup>2</sup> area for field water samples and 200 &#xd7; 200&#xa0;&#x3bc;m<sup>2</sup> area for reference chemicals, respectively, with a resolution of 128 by 128 pixels. The pulsed current of Bi<sub>3</sub>
<sup>&#x2b;</sup> was set at 0.54&#xa0;pA at a repeating frequency of 10&#xa0;kHz. Each spectrum was acquired for 100 scans. The primary ion doses in all measurements were lower than the static limit, and the damage artifacts resulting from the Bi<sub>3</sub>
<sup>&#x2b;</sup> primary ion beam was negligible. Mass resolution was in the range of 3000&#x2013;7000, varying from sample to sample depending on the sample roughness. At least five positive and five negative ion replicate spectra were collected at various locations randomly for each sample including groundwater samples.</p>
<p>ToF-SIMS spectral analysis and 2D image reconstruction were performed using the IONTOF SurfaceLab 7 software. Mass spectra were calibrated using CH<sup>&#x2b;</sup>, CH<sub>2</sub>
<sup>&#x2b;</sup>, CH<sub>3</sub>
<sup>&#x2b;</sup>, C<sub>2</sub>H<sub>5</sub>
<sup>&#x2b;</sup>, C<sub>3</sub>H<sub>5</sub>
<sup>&#x2b;</sup>, Si<sub>2</sub>C<sub>5</sub>H<sub>15</sub>O<sup>&#x2b;</sup>, and Si<sub>3</sub>C<sub>7</sub>H<sub>21</sub>O<sub>2</sub>
<sup>&#x2b;</sup> in the positive ion mode and CH<sup>&#x2212;</sup>, C<sub>2</sub>
<sup>&#x2212;</sup>, C<sub>2</sub>H<sup>&#x2212;</sup>, C<sub>3</sub>H<sup>&#x2212;</sup>, and SiO<sub>2</sub>
<sup>&#x2212;</sup> in the negative ion mode, respectively. Results were exported and plotted in Igor 8.0. Interference peaks such as Si were removed before running principal component analysis (PCA). Peaks were selected using spectral overlay. Selected peaks were used in PCA using Matlab (R2020a, Math Works, Inc., United States). SIMS spectral data were treated by normalization to the total ion intensity of selected peaks, square root transformation, and mean-centering prior to performing spectral PCA. More details were available in previous reports (<xref ref-type="bibr" rid="B19">Ding et al., 2016</xref>; <xref ref-type="bibr" rid="B74">Zhang et al., 2019a</xref>; <xref ref-type="bibr" rid="B69">Wei et al., 2020</xref>).</p>
</sec>
</sec>
<sec sec-type="results|discussion" id="s3">
<title>3 Results and discussion</title>
<sec id="s3-1">
<title>3.1 LOD determination</title>
<p>It is assumed that the instrument response counts (y) are linearly related to the standard concentration (x) for a limited range of concentration when there is a linear calibration curve (<xref ref-type="bibr" rid="B4">Armbruster and Pry, 2008</xref>). This model is used to compute the LOD. The LOD can be expressed as <inline-formula id="inf1">
<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</mml:mn>
<mml:msub>
<mml:mi>S</mml:mi>
<mml:mi>a</mml:mi>
</mml:msub>
<mml:mo>/</mml:mo>
<mml:mi>b</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula>. <inline-formula id="inf2">
<mml:math id="m2">
<mml:mrow>
<mml:msub>
<mml:mi>S</mml:mi>
<mml:mi>a</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the standard deviation of the response and b the slope of the calibration curve. The response can be estimated by the standard deviation of either y-residuals, or <italic>y</italic> intercept, of regression lines (<xref ref-type="bibr" rid="B57">Shrivastava and Gupta, 2011</xref>; <xref ref-type="bibr" rid="B73">Yu et al., 2020</xref>). The LODs were estimated based on the data and linear regressions fits (<xref ref-type="sec" rid="s10">Supplementary Figures S1, S2</xref>), when using SIMS to quantify low concentration (&#x2264;1% usually) species (<xref ref-type="bibr" rid="B43">M&#xe9;dard et al., 2002</xref>; <xref ref-type="bibr" rid="B16">Coullerez et al., 2003</xref>). It is worth noting that six different concentrations of PFOS and PFPeA solutions were analyzed, and a linear relationship was obtained in the low concentration range (see <xref ref-type="sec" rid="s10">Supplementary Figure S1</xref>). This result indicates that the assumption of a linear relationship between signal intensities and concentrations is reasonable. The LODs of PFPeA and PFOS were determined to be 28 and 5.6 ppm, respectively, using 25&#xa0;&#x3bc;L sample deposition and the standard bunch mode spectral collection conditions.</p>
<p>The LOD can be calculated as <inline-formula id="inf3">
<mml:math id="m3">
<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</mml:mn>
<mml:msub>
<mml:mi>S</mml:mi>
<mml:mi>a</mml:mi>
</mml:msub>
<mml:mo>/</mml:mo>
<mml:mi>b</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula>. Using this formula, the LOD is determined to be 27.97&#xa0;mg/L for <italic>m/z</italic>
<sup>&#x2212;</sup> 168.994 and 5.59&#xa0;mg/L for <italic>m/z</italic>
<sup>&#x2212;</sup> 268.980. The limit of quantification (which they call QL, the quantitation limit) LOQ can be calculated as <inline-formula id="inf4">
<mml:math id="m4">
<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:msub>
<mml:mi>S</mml:mi>
<mml:mi>a</mml:mi>
</mml:msub>
<mml:mo>/</mml:mo>
<mml:mi>b</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula>. Using this formula, the LOQ is determined to be 93.23&#xa0;mg/L for <italic>m/z</italic>
<sup>&#x2212;</sup> 168.994 and 18.63&#xa0;mg/L for <italic>m/z</italic>
<sup>&#x2212;</sup> 268.980. The LODs of representative key peaks determined using fitting results (<xref ref-type="sec" rid="s10">Supplementary Figures S1, S2</xref>) and the minimal concentrations used in SIMS analysis, aka LOQs were listed in <xref ref-type="sec" rid="s10">Supplementary Table S2</xref>. Specifically, the LOQs are 2.50&#xa0;mg/L for both <italic>m/z</italic>
<sup>&#x2212;</sup> 168.994 and <italic>m/z</italic>
<sup>&#x2212;</sup> 268.980 based on experimental values.</p>
<p>The LODs can be improved by increasing the secondary ion yields via either wider pulse width or longer analysis frames. Recent results have shown at least an order of magnitude increase in LODs using this approach (<xref ref-type="bibr" rid="B16">Coullerez et al., 2003</xref>; <xref ref-type="bibr" rid="B32">Klump et al., 2018</xref>). Sample properties, such as cohesive energy and density, could influence the LOD or surface sensitivity of the primary ion source due to the amount of surface erosion (<xref ref-type="bibr" rid="B46">Muramoto et al., 2012</xref>). Method development and optimization is needed to improve the LOD of the target PFAS analytes using ToF-SIMS in the future.</p>
<p>The estimated LODs does not seem to be low as what the more developed LC-MS/MS methods could offer. However, real field water sample analysis results, to be discussed below in more details, show that the SIMS LODs are equivalent to the ppt level LODs from LC-MS/MS. The surface sensitivity of ToF-SIMS has been widely used in forensic analysis (<xref ref-type="bibr" rid="B37">Lee et al., 2016</xref>; <xref ref-type="bibr" rid="B9">Cai et al., 2017</xref>; <xref ref-type="bibr" rid="B64">Terlier et al., 2020</xref>), such sensitivity is not easily translatable to an equivalent LODs in terms of the conventional definition of bulk samples. Regardless, because the forensic surface analysis capabilities inherent of ToF-SIMS, trace PFASs can be detected using simple sample preparation and a small amount (i.e., microliter) of water samples.</p>
</sec>
<sec id="s3-2">
<title>3.2 Repeatability and relative mass accuracy of PFAS peak detection</title>
<p>During SIMS spectral analysis, relative mass accuracy, defined as &#x394;m &#x3d; Abs (10<sup>6</sup> &#xd7; (m/z<sup>&#x2014;</sup>
<sub>obs</sub> &#x2212; m/z<sup>&#x2014;</sup>
<sub>the</sub>)/m/z<sup>&#x2014;</sup>
<sub>the</sub>) in ppm, and measurement repeatability shown as standard deviation (S.D.) are key factors for obtaining reliable peak identifications. Peak identifications of analyzed PFAS compounds are summarized in <xref ref-type="table" rid="T1">Table 1</xref> and <xref ref-type="sec" rid="s10">Supplementary Table S2</xref>. The relative standard deviation (RSD%) is calculated as peak area S.D. divided by the mean peak area. The RSD% results of representative peaks based on the PFBA and PFOS samples are listed in <xref ref-type="sec" rid="s10">Supplementary Tables S3&#x2013;S5</xref>, respectively. The RSDs% are generally less than 2.5% for PFOS and PFBA, indicating good reproducibility.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Possible peak assignment of PFOS and PFBA using ToF-SIMS in the negative mode.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">
<italic>m/z</italic>
<sup>&#x2212;</sup>
<sub>obs</sub>
<xref ref-type="table-fn" rid="Tfn1">
<sup>a</sup>
</xref>
</th>
<th align="center">
<italic>m/z</italic>
<sup>&#x2212;</sup>
<sub>the</sub>
<xref ref-type="table-fn" rid="Tfn2">
<sup>b</sup>
</xref>
</th>
<th align="center">&#x394;m<xref ref-type="table-fn" rid="Tfn3">
<sup>c</sup>
</xref> (ppm)</th>
<th align="center">Suggested formula</th>
<th align="center">References</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">68.999</td>
<td align="left">68.995</td>
<td align="left">3.70</td>
<td align="left">CF<sub>3</sub>
<sup>&#x2212;</sup>
</td>
<td align="left">
<xref ref-type="bibr" rid="B8">Berger et al. (2004)</xref>
</td>
</tr>
<tr>
<td align="left">98.956</td>
<td align="left">98.955</td>
<td align="left">20.11</td>
<td align="left">FSO<sub>3</sub>
<sup>&#x2212;</sup>
</td>
<td align="left">
<xref ref-type="bibr" rid="B40">Llorca et al. (2009),</xref> <xref ref-type="bibr" rid="B45">Mulabagal et al. (2018)</xref>
</td>
</tr>
<tr>
<td align="left">118.987</td>
<td align="left">118.992</td>
<td align="left">18.31</td>
<td align="left">C<sub>2</sub>F<sub>5</sub>
<sup>&#x2212;</sup>
</td>
<td align="left">
<xref ref-type="bibr" rid="B8">Berger et al. (2004)</xref>
</td>
</tr>
<tr>
<td align="left">129.954</td>
<td align="left">129.954</td>
<td align="left">18.67</td>
<td align="left">CF<sub>2</sub>SO<sub>3</sub>
<sup>&#x2212;</sup>
</td>
<td align="left">
<xref ref-type="bibr" rid="B8">Berger et al. (2004)</xref>
</td>
</tr>
<tr>
<td align="left">168.994</td>
<td align="left">168.989</td>
<td align="left">19.34</td>
<td align="left">C<sub>3</sub>F<sub>7</sub>
<sup>&#x2212;</sup>
</td>
<td align="left">
<xref ref-type="bibr" rid="B40">Llorca et al. (2009)</xref>
</td>
</tr>
<tr>
<td align="left">179.951</td>
<td align="left">179.950</td>
<td align="left">16.52</td>
<td align="left">C<sub>2</sub>F<sub>4</sub>SO<sub>3</sub>
<sup>&#x2212;</sup>
</td>
<td align="left">
<xref ref-type="bibr" rid="B8">Berger et al. (2004)</xref>
</td>
</tr>
<tr>
<td align="left">212.968</td>
<td align="left">212.979</td>
<td align="left">10.79</td>
<td align="left">C<sub>4</sub>F<sub>7</sub>O<sub>2</sub>
<sup>&#x2212;</sup>
</td>
<td align="left">
<xref ref-type="bibr" rid="B47">Navarro et al. (2011),</xref> <xref ref-type="bibr" rid="B45">Mulabagal et al. (2018)</xref>
</td>
</tr>
<tr>
<td align="left">218.986</td>
<td align="left">218.986</td>
<td align="left">10.03</td>
<td align="left">C<sub>4</sub>F<sub>9</sub>
<sup>&#x2212;</sup>
</td>
<td align="left">
<xref ref-type="bibr" rid="B40">Llorca et al. (2009)</xref>
</td>
</tr>
<tr>
<td align="left">229.949</td>
<td align="left">229.947</td>
<td align="left">11.18</td>
<td align="left">C<sub>3</sub>F<sub>6</sub>SO<sub>3</sub>
<sup>&#x2212;</sup>
</td>
<td align="left">
<xref ref-type="bibr" rid="B8">Berger et al. (2004)</xref>
</td>
</tr>
<tr>
<td align="left">268.980</td>
<td align="left">268.982</td>
<td align="left">3.37</td>
<td align="left">C<sub>5</sub>F<sub>11</sub>
<sup>&#x2212;</sup>
</td>
<td align="left">
<xref ref-type="bibr" rid="B35">Langlois et al. (2007)</xref>
</td>
</tr>
<tr>
<td align="left">318.962</td>
<td align="left">318.979</td>
<td align="left">5.34</td>
<td align="left">C<sub>6</sub>F<sub>13</sub>
<sup>&#x2212;</sup>
</td>
<td align="left">
<xref ref-type="bibr" rid="B47">Navarro et al. (2011),</xref> <xref ref-type="bibr" rid="B45">Mulabagal et al. (2018)</xref>
</td>
</tr>
<tr>
<td align="left">362.937</td>
<td align="left">362.969</td>
<td align="left">18.49</td>
<td align="left">C<sub>7</sub>F<sub>13</sub>O<sub>2</sub>
<sup>&#x2212;</sup>
</td>
<td align="left">
<xref ref-type="bibr" rid="B47">Navarro et al. (2011),</xref> <xref ref-type="bibr" rid="B45">Mulabagal et al. (2018)</xref>
</td>
</tr>
<tr>
<td align="left">368.833</td>
<td align="left">368.976</td>
<td align="left">17.01</td>
<td align="left">C<sub>7</sub>F<sub>15</sub>
<sup>&#x2212;</sup>
</td>
<td align="left">
<xref ref-type="bibr" rid="B8">Berger et al. (2004)</xref>
</td>
</tr>
<tr>
<td align="left">398.915</td>
<td align="left">398.936</td>
<td align="left">12.44</td>
<td align="left">C<sub>6</sub>F<sub>13</sub>SO<sub>3</sub>
<sup>&#x2212;</sup>
</td>
<td align="left">
<xref ref-type="bibr" rid="B11">Chan et al. (2009)</xref>
</td>
</tr>
<tr>
<td align="left">418.964</td>
<td align="left">418.973</td>
<td align="left">9.01</td>
<td align="left">C<sub>8</sub>F<sub>17</sub>
<sup>&#x2212;</sup>
</td>
<td align="left">
<xref ref-type="bibr" rid="B8">Berger et al. (2004),</xref> <xref ref-type="bibr" rid="B7">Berger and Hauk&#xe5;s (2005),</xref> <xref ref-type="bibr" rid="B47">Navarro et al. (2011),</xref> <xref ref-type="bibr" rid="B45">Mulabagal et al. (2018)</xref>
</td>
</tr>
<tr>
<td align="left">429.937</td>
<td align="left">429.934</td>
<td align="left">19.94</td>
<td align="left">C<sub>7</sub>F<sub>14</sub>SO<sub>3</sub>
<sup>&#x2212;</sup>
</td>
<td align="left">
<xref ref-type="bibr" rid="B8">Berger et al. (2004)</xref>
</td>
</tr>
<tr>
<td align="left">462.942</td>
<td align="left">462.963</td>
<td align="left">2.46</td>
<td align="left">C<sub>9</sub>F<sub>17</sub>O<sub>2</sub>
<sup>&#x2212;</sup>
</td>
<td align="left">
<xref ref-type="bibr" rid="B47">Navarro et al. (2011),</xref> <xref ref-type="bibr" rid="B45">Mulabagal et al. (2018)</xref>
</td>
</tr>
<tr>
<td align="left">498.914</td>
<td align="left">498.930</td>
<td align="left">32.07</td>
<td align="left">C<sub>8</sub>F<sub>17</sub>SO<sub>3</sub>
<sup>&#x2212;</sup>
</td>
<td align="left">
<xref ref-type="bibr" rid="B8">Berger et al. (2004),</xref> <xref ref-type="bibr" rid="B7">Berger and Hauk&#xe5;s (2005),</xref> <xref ref-type="bibr" rid="B45">Mulabagal et al. (2018)</xref>
</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="Tfn1">
<label>
<sup>a</sup>
</label>
<p>
<italic>m/z</italic>
<sup>&#x2212;</sup>
<sub>obs</sub>: observed mass to charge ratio in the negative ion mode.</p>
</fn>
<fn id="Tfn2">
<label>
<sup>b</sup>
</label>
<p>
<italic>m/z</italic>
<sup>&#x2212;</sup>
<sub>the</sub>: theoretical mass to charge ratio in the negative ion mode.</p>
</fn>
<fn id="Tfn3">
<label>
<sup>c</sup>
</label>
<p>&#x394;m: &#x3d; Abs (10<sup>6</sup> &#xd7; (<italic>m/z</italic>
<sup>&#x2212;</sup>
<sub>obs</sub>-<italic>m/z</italic>
<sup>&#x2212;</sup>
<sub>the</sub>)/<italic>m/z</italic>
<sup>&#x2212;</sup>
<sub>the</sub>) (expressed in ppm) (<xref ref-type="bibr" rid="B27">Gilmore and Seah, 2000</xref>).</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>The values of relative mass accuracy of most peaks are less than 30&#xa0;ppm in the negative mode and less than 100&#xa0;ppm in the positive mode, suggesting that the peak identification is dependable. The standard deviations of most peak areas are between 10% and 20% among all parallel samples. The standard deviations of peak height are larger than those of peak areas. Using peak area for peak identification would be more dependable in measurement evaluation because the intensity is spread over the mass scale due to imperfect energy compensation and topography effects for a specific ion. Therefore, the peak height consequently gives a smaller value with poorer repeatability. Thus, the peak area standard deviation is better to describe SIMS spectral repeatability. The PFAS measurement repeatability results shown in this work are satisfactory for static ToF-SIMS as a semi-quantitative analysis technique (<xref ref-type="bibr" rid="B27">Gilmore and Seah, 2000</xref>; <xref ref-type="bibr" rid="B26">Gilmore et al., 2005</xref>; <xref ref-type="bibr" rid="B25">Gilmore et al., 2007</xref>). Most importantly, SIMS offers sensitive and reproducible detection of characteristic ions and ion fragments of PFAS readily as shown in <xref ref-type="sec" rid="s10">Supplementary Figures S3, S4</xref>.</p>
</sec>
<sec id="s3-3">
<title>3.3 Representative PFAS molecular identification</title>
<p>The schematic of spectral and 2D image analysis using ToF-SIMS is depicted in <xref ref-type="fig" rid="F1">Figure 1</xref>. The volume of PFAS reference and groundwater samples is 25&#xa0;&#x3bc;L and the sample can be easily prepared followed with analysis in ToF-SIMS without additional sample treatment. This method is simple in comparison with other techniques such as GC-MS/MS and LC-MS/MS. The latter requires extraction with organic solvents or pretreatment before analysis (<xref ref-type="bibr" rid="B5">Bach et al., 2016</xref>; <xref ref-type="bibr" rid="B18">Dauchy, 2019</xref>). ToF-SIMS is a mass spectral imaging technique, and both spectra and images are acquired during measurements. Characteristic peaks for each PFAS reference materials are observed in ToF-SIMS mass spectra (See <xref ref-type="table" rid="T1">Table 1</xref> and <xref ref-type="sec" rid="s10">Supplementary Table S2</xref>). Moreover, 2D images give direct visualization of the distribution of PFAS components, like the <italic>m/z</italic>
<sup>&#x2212;</sup> 268.980 C<sub>5</sub>F<sub>11</sub>
<sup>&#x2212;</sup> and <italic>m/z</italic>
<sup>&#x2212;</sup> 218.986 C<sub>4</sub>F<sub>9</sub>
<sup>&#x2212;</sup> in a mixture. This feature of spatial distribution of different components is especially appealing in studying complex PFAS mixtures.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>
<bold>(A)</bold> A ToF-SIMS schematic showing PFAS analysis in mass spectral <bold>(B)</bold> and 2D imaging <bold>(C)</bold> mode.</p>
</caption>
<graphic xlink:href="fchem-11-1253685-g001.tif"/>
</fig>
<p>To assure the precision of SIMS spectral measurements, at least five repetitions were acquired for every PFAS reference material and real-world samples in the positive and negative mode, respectively. Good repeatability is illustrated in <xref ref-type="sec" rid="s10">Supplementary Figures S3, S4</xref>. <xref ref-type="fig" rid="F2">Figure 2</xref> depicts ToF-SIMS spectral comparison of long-chain and short-chain PFASs, including PFBA, PFPeA, PFHpA, PFNA, PFOS, two mixtures containing PFBA and PFOS as well as PFPeA and PFOS, and the Si wafer control in the mass range of <italic>m/z</italic>
<sup>&#x2212;</sup> 0&#x2013;500 in the negative mode. Additionally, the positive spectral comparisons are depicted in <xref ref-type="sec" rid="s10">Supplementary Figure S5</xref>.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>ToF&#x2212;SIMS spectral comparison of seven reference PFASs samples and clean Si wafer in the mass range of <bold>(A)</bold> <italic>m/z</italic>
<sup>&#x2212;</sup> 0&#x2013;150 and <bold>(B)</bold> <italic>m/z</italic>
<sup>&#x2212;</sup> 150&#x2013;500 in the negative ion mode. Red color mark indicates main fragment ion peaks and pseudo-molecular peaks in each spectrum. Norm. Int. stands for Normalized Intensity. The peaks are marked in integers for visual convenience. More details are seen in <xref ref-type="table" rid="T1">Table 1</xref> and <xref ref-type="sec" rid="s10">Supplementary Table S2</xref>.</p>
</caption>
<graphic xlink:href="fchem-11-1253685-g002.tif"/>
</fig>
<p>Three main spectral results are shown in <xref ref-type="fig" rid="F2">Figure 2</xref>. First, PFASs, including several representative PFCA compounds and PFOS, are fluorinated compounds. The fluoride ion peak, <italic>m/z</italic>
<sup>&#x2212;</sup> 18.999 F<sup>&#x2212;</sup>, was observed with much higher intensities in all samples, indicating the detection of fluorine fragments. This finding shows the convenience of direct fluoride detection using SIMS compared to other bulk conversion methods (<xref ref-type="bibr" rid="B42">McDonough et al., 2019</xref>; <xref ref-type="bibr" rid="B56">Schultes et al., 2019</xref>). Second, typical pseudo-molecular ions [M-H]<sup>&#x2212;</sup> peaks were observed and identified for each PFAS reference compound in the negative mode (<xref ref-type="table" rid="T1">Table 1</xref>). Specifically, these ions are <italic>m/z</italic>
<sup>&#x2212;</sup> 212.968 C<sub>4</sub>F<sub>7</sub>O<sub>2</sub>
<sup>&#x2212;</sup> for PFBA, 262.894 C<sub>5</sub>F<sub>9</sub>O<sub>2</sub>
<sup>&#x2212;</sup> for PFPeA, 362.937 C<sub>7</sub>F<sub>13</sub>O<sub>2</sub>
<sup>&#x2212;</sup> for PFHpA, 462.942 C<sub>9</sub>F<sub>17</sub>O<sub>2</sub>
<sup>&#x2212;</sup> for PFNA, and 498.914 C<sub>8</sub>F<sub>17</sub>SO<sub>3</sub>
<sup>&#x2212;</sup> for PFOS (<xref ref-type="fig" rid="F2">Figure 2</xref>), respectively. As to the two mixtures consisting of PFBA and PFOS and PFPeA and PFOS, the corresponding molecular ions peaks (i.e., <italic>m/z</italic>
<sup>&#x2212;</sup> 212.968 C<sub>4</sub>F<sub>7</sub>O<sub>2</sub>
<sup>&#x2212;</sup> and 498.914 C<sub>8</sub>F<sub>17</sub>SO<sub>3</sub>
<sup>&#x2212;</sup>; 262.894 C<sub>5</sub>F<sub>9</sub>O<sub>2</sub>
<sup>&#x2212;</sup> and 498.914 C<sub>8</sub>F<sub>17</sub>SO<sub>3</sub>
<sup>&#x2212;</sup>) are observed in <xref ref-type="fig" rid="F2">Figure 2B</xref>, respectively.</p>
<p>Additionally, characteristic PFASs fragment ion peaks were observed and identified (<xref ref-type="table" rid="T1">Table 1</xref>). <xref ref-type="fig" rid="F2">Figure 2A</xref> shows that the main fragment ion peaks for PFBA are <italic>m/z</italic>
<sup>&#x2212;</sup> 68.999 CF<sub>3</sub>
<sup>&#x2212;</sup>, 118.987 C<sub>2</sub>F<sub>5</sub>
<sup>&#x2212;</sup>, and 168.994 C<sub>3</sub>F<sub>7</sub>. Some higher intensity mass peaks (i.e., <italic>m/z</italic>
<sup>&#x2212;</sup> 81.020, 99.983, 169.034) belong to the fragments of PFBA according to the NIST WebBook reference mass spectra (<xref ref-type="bibr" rid="B39">Linstrom, 1997</xref>; <xref ref-type="bibr" rid="B48">NIST, 2023</xref>). However, they cannot be identified according to present literature. The pseudo-molecular peak <italic>m/z</italic>
<sup>&#x2212;</sup> 212.979 of PFBA is evident in the spectrum. PFPeA, PFHpA, and PFNA share common fragments peaks with PFBA, including <italic>m/z</italic>
<sup>&#x2212;</sup> 68.999 CF<sub>3</sub>
<sup>&#x2212;</sup>, 118.987 C<sub>2</sub>F<sub>5</sub>
<sup>&#x2212;</sup>, and 168.994 C<sub>3</sub>F<sub>7</sub>
<sup>&#x2212;</sup>, because of similar molecular structures. In contrast, some peaks show relatively lower intensity possibly due to fragmentation difference among compounds. With the increase of molecular weight of reference PFAS chemicals, a series of fragments were observed, such as <italic>m/z</italic>
<sup>&#x2212;</sup> 218.986 C<sub>4</sub>F<sub>9</sub>
<sup>&#x2212;</sup> (<xref ref-type="fig" rid="F2">Figure 2B</xref>), 318.962 C<sub>6</sub>F<sub>13</sub>
<sup>&#x2212;</sup> (<xref ref-type="fig" rid="F2">Figure 2B</xref>), and 368.883 C<sub>7</sub>F<sub>15</sub>
<sup>&#x2212;</sup> (<xref ref-type="fig" rid="F2">Figure 2B</xref>). Similarly, some unidentified peaks (e.g., <italic>m/z</italic>
<sup>&#x2212;</sup> 81.020, 96.979, 120.952) are representative in PFPeA fragments. Peaks, such as <italic>m/z</italic>
<sup>&#x2212;</sup> 61.001, 76.974, 85.001, 112.992, 155.016, 220.933, and 242.943, come from PFNA fragments according to the NIST WebBook (<xref ref-type="bibr" rid="B39">Linstrom, 1997</xref>).</p>
<p>From the SIMS spectral comparison, representative fragment ion peaks from PFOS were observed and identified in <xref ref-type="fig" rid="F2">Figure 2</xref>, such as <italic>m/z</italic>
<sup>&#x2212;</sup> 79.969 SO<sub>3</sub>
<sup>&#x2212;</sup>, 98.956 FSO<sub>3</sub>
<sup>&#x2212;</sup>, 129.954 CF<sub>2</sub>SO<sub>3</sub>
<sup>&#x2212;</sup>, 179.951 C<sub>2</sub>F<sub>4</sub>SO<sub>3</sub>
<sup>&#x2212;</sup>, and 229.949 C<sub>3</sub>F<sub>6</sub>SO<sub>3</sub>
<sup>&#x2212;</sup>. In the lab-prepared mixture samples, these peaks have significant occurrences with higher mass counts due to the presence of PFOS. Previous analyses using HPLC-MS/MS also report these characteristic peaks from PFOS (<xref ref-type="bibr" rid="B8">Berger et al., 2004</xref>). Higher intensity peaks, such as <italic>m/z</italic>
<sup>&#x2212;</sup> 310.954, 361.023, and 460.923, without identification might be related to PFOS, because these peaks appear in the spectra of PFOS and the two-component mixtures containing PFOS. The signal to noise ratios (SNRs) for the labeled ions with low relative abundance in the spectra, such as <italic>m/z</italic>
<sup>
<italic>&#x2212;</italic>
</sup> 118.987, 212.986, 268.980, 362.937, 368.833, and 419.984, are 3970, 124, 206, 71, 323 and 27, respectively, which indicate that these ions exist in the PFAS samples with reasonable signal intensities.</p>
</sec>
<sec id="s3-4">
<title>3.4 PFAS mixture chemical spatial distribution</title>
<p>Spectral PCA was conducted to confirm the observation of spectral analysis of representative two-component mixtures, including PFBA and PFOS and PFPeA and PFOS, respectively, and to further elucidate characteristic PFAS peaks. Figs. S6a &#x2212; S6b depict the scores plots of principal component one (PC1), PC2, and PC3; and Figs. S6c &#x2212; S6d give the corresponding loadings plots in the negative ion mode. Representative pseudo&#x2212;molecular ion peaks of PFBA, PFPeA, and PFOS have high loadings in the loadings plots. They act as key contributors separating selected PFASs as expected. For example, PFBA, PFHpA, and PFNA are situated in the PC1 positive score quadrant (<xref ref-type="sec" rid="s10">Supplementary Figure S6A</xref>), suggesting that their molecular peaks should have positive PC1 loadings. The PCA results also demonstrate that molecular peaks, such as <italic>m/z</italic>
<sup>&#x2212;</sup> 212.968 C<sub>4</sub>F<sub>7</sub>O<sub>2</sub>
<sup>&#x2212;</sup>, 362.937 C<sub>7</sub>F<sub>13</sub>O<sub>2</sub>
<sup>&#x2212;</sup> and 462.942 C<sub>9</sub>F<sub>17</sub>O<sub>2</sub>
<sup>&#x2212;</sup> corresponding to PFBA, PFHpA, and PFNA in positive PC1 loadings, respectively, are main contributors in the separation among different samples (<xref ref-type="sec" rid="s10">Supplementary Figure S6C</xref>). PC1 cannot separate PFPeA from other samples, while PC2 and PC3 can with PFPeA residing in the PC2 positive scores plot (<xref ref-type="sec" rid="s10">Supplementary Figure S6A</xref>) and PC3 negative scores plot (<xref ref-type="sec" rid="s10">Supplementary Figure S6B</xref>). The molecular peak of PFPeA <italic>m/z</italic>
<sup>&#x2212;</sup> 262.894 C<sub>5</sub>F<sub>9</sub>O<sub>2</sub>
<sup>&#x2212;</sup> is situated in PC2 positive (<xref ref-type="sec" rid="s10">Supplementary Figure S6D</xref>) and PC3 negative loading plots (<xref ref-type="sec" rid="s10">Supplementary Figure S6E</xref>). The mixture substances and PFOS are only separated from other samples by PC1 due to the common component PFOS, and PC1 loadings plots (<xref ref-type="sec" rid="s10">Supplementary Figure S6C</xref>), and the molecular peak of <italic>m/z</italic>
<sup>&#x2212;</sup> 498.914 C<sub>8</sub>F<sub>17</sub>SO<sub>3</sub>
<sup>&#x2212;</sup> is situated in PC1 negative.</p>
<p>
<xref ref-type="fig" rid="F3">Figure 3</xref> depicts the normalized 2D image comparison of the spatial distribution of molecular ion peaks among the single components and mixtures in the negative ion mode. The dark sub-regions in <xref ref-type="fig" rid="F3">Figures 3B,C</xref> indicate low ion counts. Detection of PFAS mixture compounds without further sample treatment shows selectivity of ToF-SIMS as a technique to analyze PFASs. <xref ref-type="fig" rid="F3">Figures 3A&#x2212;C</xref> represents the 2D normalized images and distributions of key peaks of the single components and the two-component mixture consisting of PFOS and PFBA. Representative molecular ion peaks of <italic>m/z</italic>
<sup>&#x2212;</sup> 212.968 PFBA are in red and <italic>m/z</italic>
<sup>&#x2212;</sup> 498.914 PFOS in green. PFOS shows a higher molecular ion peak intensity than PFBA. It is not surprising that the PFOS is predominant in the mixture, in agreement with findings in the spectral analysis. Similarly, the second mixture of PFPeA and PFOS (<xref ref-type="fig" rid="F3">Figures 3D&#x2212;F</xref>) shows consistent results as the other mixture in <xref ref-type="fig" rid="F3">Figures 3A&#x2013;C</xref>. The normalized intensity of the molecular ion peak <italic>m/z</italic>
<sup>&#x2212;</sup> 498.914 PFOS is higher than that of <italic>m/z</italic>
<sup>&#x2212;</sup> 262.894 PFPeA. 2D SIMS images give direct visualization of main components as an attractive feature in mass spectral imaging, showing long-chain and short-chain PFASs spatial distribution. This is a unique SIMS feature that bulk MS analysis could not provide.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Comparison of normalized 2D ToF-SIMS images of pseudo&#x2212;molecular ion distributions from the single component PFAS sample and the two&#x2212;component mixture: <bold>(A)</bold> PFBA <italic>m/z</italic>
<sup>&#x2212;</sup> 212.968, <bold>(B)</bold> PFOS <italic>m/z</italic>
<sup>&#x2212;</sup> 498.914, <bold>(C)</bold> PFBA &#x2b; PFOS <italic>m/z</italic>
<sup>&#x2212;</sup> 212.968, 498.914; <bold>(D)</bold> PFPeA <italic>m/z</italic>
<sup>&#x2212;</sup> 262.894; <bold>(E)</bold> PFOS <italic>m/z</italic>
<sup>&#x2212;</sup> 498.914; and <bold>(F)</bold> PFPeA &#x2b; PFOS <italic>m/z</italic>
<sup>&#x2212;</sup> 262.942 and 498.914, respectively. 2D images are normalized to the total ion counts for ease of comparisons.</p>
</caption>
<graphic xlink:href="fchem-11-1253685-g003.tif"/>
</fig>
</sec>
<sec id="s3-5">
<title>3.5 Sensitive detection of PFAS in real&#x2212;world groundwater</title>
<p>
<xref ref-type="fig" rid="F4">Figure 4A&#x2212;b</xref> show the spectral comparison plots of real groundwater samples. Fluorinated compounds, such as <italic>m/z</italic>
<sup>&#x2212;</sup> 168.994 C<sub>3</sub>F<sup>&#x2212;</sup>, 268.980 C<sub>5</sub>F<sub>11</sub>
<sup>&#x2212;</sup>, and 368.833 C<sub>7</sub>F<sub>15</sub>
<sup>&#x2212;</sup>, can be detected in two groundwater samples named MW-5 and MW-6, respectively. In addition, characteristic pseudo-molecular ions [M-H]<sup>&#x2212;</sup> peaks were observed and identified for the groundwater samples in the negative mode, such as <italic>m/z</italic>
<sup>&#x2212;</sup> 262.894 C<sub>5</sub>F<sub>9</sub>O<sub>2</sub>
<sup>&#x2212;</sup> and <italic>m/z</italic>
<sup>&#x2212;</sup> 362.937 C<sub>7</sub>F<sub>13</sub>O<sub>2</sub>
<sup>&#x2212;</sup>. Furthermore, fragment ion peaks with relatively higher masses from PFOS, like <italic>m/z</italic>
<sup>&#x2212;</sup> 179.951 C<sub>2</sub>F<sub>4</sub>SO<sub>3</sub>
<sup>&#x2212;</sup>, were observed in groundwater samples. This finding indicates that ToF-SIMS is an extremely sensitive technique for the PFPeA and PFOS detection from the environmental water sample. Interestingly, the representative normalized 2D images of the PFASs related peaks, including <italic>m/z</italic>
<sup>&#x2212;</sup> 218.986 C<sub>4</sub>F<sub>9</sub>
<sup>&#x2212;</sup>, <italic>m/z</italic>
<sup>&#x2212;</sup> 268.980 C<sub>5</sub>F<sub>11</sub>
<sup>&#x2212;</sup>, <italic>m/z</italic>
<sup>&#x2212;</sup> 318.962 C<sub>6</sub>F<sub>13</sub>
<sup>&#x2212;</sup>, and <italic>m/z</italic>
<sup>&#x2212;</sup> 368.833 C<sub>7</sub>F<sub>15</sub>
<sup>&#x2212;</sup>, were observed (<xref ref-type="fig" rid="F4">Figure 4C</xref>), giving direct evidence of PFAS detection. The polluted ground water containing PFAS was in the form of a slurry. Dilution was used to dissipate the particles more evenly on the Si substrate. The mass ion spatial distribution depicted in <xref ref-type="fig" rid="F4">Figure 4</xref> gives a representation of ions of interest in the complex mixture and their relative abundance to each other in a small volume, namely, several microliters were used to prepare the sample. The relative abundances of the selected ions are different between MW5 and MW6, which were collected from different wells in a polluted site.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>ToF&#x2212;SIMS spectral results of <bold>(A)</bold> MW-6 and <bold>(B)</bold> MW-5 real world groundwater samples from the field. Normalized 2D SIMS images of selected ions of MW-6 <bold>(C)</bold> and MW-5 <bold>(D)</bold> containing PFASs. 2D images are normalized to the total ion counts for ease of comparisons.</p>
</caption>
<graphic xlink:href="fchem-11-1253685-g004.tif"/>
</fig>
<p>
<xref ref-type="sec" rid="s10">Supplementary Figure S8</xref> depicts the comparisons of SIMS 2D images of <italic>m/z</italic>
<sup>
<italic>&#x2212;</italic>
</sup> 219, 269, and 363 between the Si substrate (a&#x2013;c) and the ground water sample MW-6 (d&#x2013;f), respectively. Unlike the 2D normalized images in <xref ref-type="fig" rid="F3">Figure 3</xref>, <xref ref-type="fig" rid="F4">4</xref> in the main text, these results are shown in the measurement counts. The counts of the real-world sample MW-6 are on the order of 10<sup>4</sup> for peaks of interest. Such intensity indicates that the detected peaks are real and not noise. Comparable results of MW-5 are depicted in <xref ref-type="sec" rid="s10">Supplementary Figure S9</xref>. Spatial distribution of PFAS is important because there is a huge interest to understand the PFAS laden materials to address grand challenges in understanding the fate PFAS degradation and environmental restoration. First, having the PFAS distribution will help answer the question of where PFAS compounds reside in the PFAS-laden materials, e.g., clay or resin as amendment. Liquid extraction can tell you the amount of PFAS but not the location. Also, the ability to offer chemical maps of PFAS and its PFAS degradation products in the PFAS loaded amendments would be attractive to decipher the reaction pathways. Again, liquid extraction and bulk LC-MS or GC-MS analyses could tell you how much not where and how relative to the original location of the PFAS.</p>
<p>Selected peak spectral PCA was conducted to confirm the observation of spectral analysis of laboratory prepared mixtures and real-world groundwater samples. As shown in <xref ref-type="fig" rid="F5">Figure 5A</xref>, PC1 and PC2 can explain more than 66% of all data. PFPeA, PFBA, PFOS, mixture of PFOS and PFBA, and mixture of PFOS with PFPeA are situated in the PC1 positive score quadrant, suggesting the molecular peaks have high positive PC1 loadings, including <italic>m/z</italic>
<sup>&#x2212;</sup> 68.999 CF<sub>3</sub>
<sup>&#x2212;</sup>, <italic>m/z</italic>
<sup>&#x2212;</sup> 98.956 FSO<sub>3</sub>
<sup>&#x2212;</sup>, <italic>m/z</italic>
<sup>&#x2212;</sup> 129.954 CF<sub>2</sub>SO<sub>3</sub>
<sup>&#x2212;</sup>, <italic>m/z</italic>
<sup>&#x2212;</sup> 229.949 C<sub>3</sub>F<sub>6</sub>SO<sub>3</sub>
<sup>&#x2212;</sup>, and <italic>m/z</italic>
<sup>&#x2212;</sup> 498.914 C<sub>8</sub>F<sub>17</sub>SO<sub>3</sub>
<sup>&#x2212;</sup>. PC2 separates the PFHpA, PFNA, and PFOS from the two groundwater samples (i.e., MW-5 and MW-6), PFPeA, PFBA, PFOS &#x2b; PFBA, and PFOS &#x2b; PFPeA. The characteristic peaks in the PC2 negative loadings are <italic>m/z</italic>
<sup>&#x2212;</sup> 268.980 C<sub>5</sub>F<sub>11</sub>
<sup>&#x2212;</sup>, <italic>m/z</italic>
<sup>&#x2212;</sup> 368.833 C<sub>7</sub>F<sub>15</sub>
<sup>&#x2212;</sup>, and <italic>m/z</italic>
<sup>&#x2212;</sup> 429.937 C<sub>7</sub>F<sub>14</sub>SO<sub>3</sub>
<sup>&#x2212;</sup>. This finding is consistent with the spectral analysis results as discussed before. In addition, <xref ref-type="fig" rid="F5">Figure 5B</xref> shows the PCA results of PC2 vs. PC5. PC5 separates the two groundwater samples containing PFASs, and the relevant characteristic peaks are shown in the loadings plots, for example, the peak <italic>m/z</italic>
<sup>&#x2212;</sup> 262.894 C<sub>5</sub>F<sub>9</sub>O<sub>2</sub>
<sup>&#x2212;</sup> has a higher loading in PC5 positive, and <italic>m/z</italic>
<sup>&#x2212;</sup> 362.937 C<sub>7</sub>F<sub>13</sub>O<sub>2</sub>
<sup>&#x2212;</sup> has a higher loading in PC5 negative. Loadings plots of PC1, PC2, and PC5 are shown in <xref ref-type="fig" rid="F5">Figures 5C&#x2013;E</xref> respectively.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>Selected peak spectral PCA results in the negative mode: <bold>(A)</bold> scores plot of PC1 vs. PC2, <bold>(B)</bold> scores plot of PC2 vs. PC5, <bold>(C)</bold> PC1, <bold>(D)</bold> PC2, and <bold>(E)</bold> PC5 loadings plots.</p>
</caption>
<graphic xlink:href="fchem-11-1253685-g005.tif"/>
</fig>
<p>The ppt level concentrations of approximately 20&#xa0;ppb of PFASs in the field groundwater samples were verified based on the commercial laboratory analysis using LC-MS/MS. Additional comparison and quantification will be investigated in the next step. Thus, our results demonstrate that ToF-SIMS can detect PFAS at concentrations in ppt level using micrometer of real water samples, i.e., significantly lower than the estimated LODs. Furthermore, our finding show that ToF-SIMS has the potential to tackle with the challenge of determining PFAS contamination in drinking water and groundwater using the forensic analysis (<xref ref-type="bibr" rid="B76">Zhou et al., 2016</xref>; <xref ref-type="bibr" rid="B64">Terlier et al., 2020</xref>) and source tracking capabilities (<xref ref-type="bibr" rid="B30">Kempson et al., 2003</xref>; <xref ref-type="bibr" rid="B29">H&#xe9;berger, 2008</xref>; <xref ref-type="bibr" rid="B31">Kind and Fiehn, 2010</xref>). The latter is a topic that is worth of additional investigation.</p>
<p>PFAS contamination in groundwater and soil is a major concern in the environment (<xref ref-type="bibr" rid="B49">Nzeribe et al., 2019</xref>; <xref ref-type="bibr" rid="B3">Anderson et al., 2021</xref>; <xref ref-type="bibr" rid="B34">Kurwadkar et al., 2022</xref>). Concerns over investigation-derived waste (IDW) continues to grow (<xref ref-type="bibr" rid="B58">Singh et al., 2019</xref>; <xref ref-type="bibr" rid="B38">Lenka et al., 2021</xref>; <xref ref-type="bibr" rid="B41">Longendyke et al., 2022</xref>). IDW refers to water, soil and drill cuttings produced during well installations and sampling activities performed during contaminated site investigations. Recently, the memorandum of Temporary Prohibition on Incineration of Materials Containing PFASs calls for a better understanding of PFAS-laden materials (<xref ref-type="bibr" rid="B20">DOD, 2022</xref>). Our results show that ToF-SIMS can provide mass spectra in one-dimension and 2D maps of PFAS as well as PFAS dissociation products. Therefore, ToF-SIMS, as an imaging technique, offers a unique and much needed solution to analyzing and imaging PFAS compounds directly on the surface or substrate of the PFAS laden materials, unlike the bulk LC-MS/MS or GC-MS/MS approaches. The latter methods require sample preparation and extraction, which destroys the PFAS-laden materials.</p>
</sec>
</sec>
<sec sec-type="conclusion" id="s4">
<title>4 Conclusion</title>
<p>In conclusion, we demonstrate that ToF-SIMS can be used to analyze persistent PFAS pollutants with simple sample preparation due to its superior surface sensitivity. Characteristic pseudo-molecular ion peaks of several representative PFASs were observed. In both simulated mixture samples and real groundwater samples, 2D visualization of PFASs, including PFOS, component distributions are possible. Overall, our results show that ToF-SIMS is viable to detect PFASs in groundwater using a minute amount of liquid sample with easy sample preparation. SIMS as a mass spectral imaging technique is attractive due to its simplicity in sample preparation, small volume of samples, and efficiency of sample analysis. More importantly, the forensic potential of ToF-SIMS in detecting trace amount of PFASs in wastewater is appealing in understanding PFAS contamination in drinking water and groundwater and pollutant source tracking. More environmental water samples are warranted for analysis in ToF-SIMS to provide a rich reference library of data for its future applications to better determine PFASs in the environmental water.</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="s10">Supplementary Material</xref>, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="s6">
<title>Author contributions</title>
<p>X-YY: Conceptualization, Data curation, Formal Analysis, Funding acquisition, Investigation, Methodology, Project administration, Resources, Supervision, Validation, Writing&#x2013;original draft, Writing&#x2013;review and editing. CY and JG: Data curation, Formal Analysis, Writing&#x2013;review and editing. JX: Data curation, Methodology, Resources, Validation, Writing&#x2013;review and editing. XS: Writing&#x2013;review and editing. LZ: Data curation, Formal Analysis, Writing&#x2013;review and editing, Resources. YZ: Data curation, Writing&#x2013;review and editing, Formal Analysis. JS: Writing&#x2013;review and editing, Data curation.</p>
</sec>
<sec id="s7">
<title>Funding</title>
<p>X-YY is indebted to the support of the strategic Laboratory Directed Research and Development of the Physical Sciences Directorate of the Oak Ridge National Laboratory (ORNL). CY is grateful for support from the Chinese National Scholarship and Laboratory for Marine Ecology and Environmental Science, Qingdao National Laboratory for Marine Science and Technology (LMEES2010809). JX thanks Department of Defense Environmental Security Technology Certification Program (project number ER21-5153) for support. X-YY thanks the SERDP WP 18-1660 for partial support of initial analysis. Pacific Northwest National Laboratory is operated for the U.S. Department of Energy (DOE) by Battelle Memorial Institute under Contract No. DE-AC05-76RL01830. ORNL is managed by UT-Battelle, LLC, for the U. S. DOE under contract number DE-AC05-00OR22725. This manuscript has been authored by UT-Battelle, LLC under Contract No. DE-AC05-00OR22725 with the U.S. DOE. The United States Government retains and the publisher, by accepting the article for publication, acknowledges that the United States Government retains a non-exclusive, paid-up, irrevocable, worldwide license to publish or reproduce the published form of this manuscript, or allow others to do so, for United States Government purposes. The DOE will provide public access to these results of federally sponsored research in accordance with the DOE Public Access Plan (<ext-link ext-link-type="uri" xlink:href="http://energy.gov/downloads/doe-public-access-plan">http://energy.gov/downloads/doe-public-access-plan</ext-link>).</p>
</sec>
<sec sec-type="COI-statement" id="s8">
<title>Conflict of interest</title>
<p>Author JX was employed by Haley &#x26; Aldrich Inc.</p>
<p>The remaining 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="s9">
<title>Publisher&#x2019;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>
<sec id="s10">
<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/fchem.2023.1253685/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fchem.2023.1253685/full&#x23;supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="DataSheet1.docx" id="SM1" mimetype="application/docx" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
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