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  <front>
    <journal-meta>
      <journal-id journal-id-type="nlm-ta">J. Environ. Expo. Assess.</journal-id>
      <journal-id journal-id-type="publisher-id">JEEA</journal-id>
      <journal-title-group>
        <journal-title>Journal of Environmental Exposure Assessment</journal-title>
      </journal-title-group>
      <issn pub-type="epub">2771-5949</issn>
      <publisher>
        <publisher-name>OAE Publishing Inc.</publisher-name>
      </publisher>
    </journal-meta>
    <article-meta>
      <article-id pub-id-type="doi">10.20517/jeea.2026.03</article-id>
      <article-categories>
        <subj-group>
          <subject>Research Article</subject>
        </subj-group>
      </article-categories>
      <title-group>
        <article-title>Occurrence and health risks of tire-derived chemicals in urban road dust</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <name>
            <surname>Hu</surname>
            <given-names>Rong</given-names>
          </name>
          <xref ref-type="aff" rid="I1">
            <sup>1</sup>
          </xref>
          <xref ref-type="aff" rid="I2">
            <sup>2</sup>
          </xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Liu</surname>
            <given-names>Yue-Hong</given-names>
          </name>
          <xref ref-type="aff" rid="I1">
            <sup>1</sup>
          </xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Liang</surname>
            <given-names>Xiang-Ning</given-names>
          </name>
          <xref ref-type="aff" rid="I1">
            <sup>1</sup>
          </xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Zhang</surname>
            <given-names>Hai-Yan</given-names>
          </name>
          <xref ref-type="aff" rid="I1">
            <sup>1</sup>
          </xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Huang</surname>
            <given-names>Zheng</given-names>
          </name>
          <xref ref-type="aff" rid="I1">
            <sup>1</sup>
          </xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Li</surname>
            <given-names>Zi-Tong</given-names>
          </name>
          <xref ref-type="aff" rid="I1">
            <sup>1</sup>
          </xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Lin</surname>
            <given-names>Li-Qian</given-names>
          </name>
          <xref ref-type="aff" rid="I1">
            <sup>1</sup>
          </xref>
        </contrib>
        <contrib contrib-type="author" corresp="yes">
          <name>
            <surname>Zhao</surname>
            <given-names>Jian-Liang</given-names>
          </name>
          <xref ref-type="aff" rid="I1">
            <sup>1</sup>
          </xref>
          <xref ref-type="aff" rid="I2">
            <sup>2</sup>
          </xref>
          <xref ref-type="aff" rid="I3">
            <sup>3</sup>
          </xref>
          <xref ref-type="corresp" rid="cor1" />
          <contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-1380-0264</contrib-id>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Ying</surname>
            <given-names>Guang-Guo</given-names>
          </name>
          <xref ref-type="aff" rid="I1">
            <sup>1</sup>
          </xref>
          <xref ref-type="aff" rid="I2">
            <sup>2</sup>
          </xref>
          <xref ref-type="aff" rid="I3">
            <sup>3</sup>
          </xref>
        </contrib>
      </contrib-group>
      <aff id="I1">
        <sup>1</sup>SCNU Environmental Research Institute, Guangdong Provincial Key Laboratory of Chemical Pollution and Environmental Safety &amp; MOE Key Laboratory of Theoretical Chemistry of Environment, South China Normal University, Guangzhou 510006, Guangdong, China.</aff>
      <aff id="I2">
        <sup>2</sup>School of Environment, South China Normal University, Guangzhou 510006, Guangdong, China.</aff>
      <aff id="I3">
        <sup>3</sup>Guangdong Provincial Engineering &amp; Technology Research Center for Drinking Water Safety Assurance, School of Environment, South China Normal University, Guangzhou 510006, Guangdong, China.</aff>
      <author-notes>
        <corresp id="cor1">Correspondence to: Prof. Jian-Liang Zhao, SCNU Environmental Research Institute, Guangdong Provincial Key Laboratory of Chemical Pollution and Environmental Safety &amp; MOE Key Laboratory of Theoretical Chemistry of Environment, South China Normal University, Guangzhou 510006, Guangdong, China. E-mail: <email>jianliang.zhao@m.scnu.edu.cn</email></corresp>
        <fn fn-type="other">
          <p>
            <bold>Received:</bold> 13 Jan 2026 | <bold>First Decision:</bold> 28 Feb 2026 | <bold>Revised:</bold> 2 Apr 2026 | <bold>Accepted:</bold> 29 Apr 2026 | <bold>Published:</bold> 25 May 2026</p>
        </fn>
        <fn fn-type="other">
          <p>
            <bold>Academic Editor:</bold> Giulia Poma | <bold>Copy Editor:</bold> Pei-Yun Wang | <bold>Production Editor:</bold> Pei-Yun Wang</p>
        </fn>
      </author-notes>
      <pub-date pub-type="ppub">
        <year>2026</year>
      </pub-date>
      <pub-date pub-type="epub">
        <day>25</day>
        <month>5</month>
        <year>2026</year>
      </pub-date>
      <volume>5</volume>
	  <issue>2</issue>
      <elocation-id>17</elocation-id>
      <permissions>
        <copyright-statement>© The Author(s) 2026.</copyright-statement>
        <license xlink:href="https://creativecommons.org/licenses/by/4.0/">
          <license-p>© The Author(s) 2026. <bold>Open Access</bold> This article is licensed under a Creative Commons Attribution 4.0 International License (<uri xlink:href="https://creativecommons.org/licenses/by/4.0/">https://creativecommons.org/licenses/by/4.0/</uri>), which permits unrestricted use, sharing, adaptation, distribution and reproduction in any medium or format, for any purpose, even commercially, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made.</license-p>
        </license>
      </permissions>
      <abstract>
        <p>Despite the widespread presence of tire-derived chemicals (TDCs) in the environment, research on their occurrence in road dust and the associated health risks remains limited. This study quantified 30 TDCs in 24 seasonal road dust samples collected from four functional areas in Guangzhou. <italic>In silico</italic> toxicology prediction tools were applied to assess toxicity, enabling systematic exposure and health risk assessments, as well as the identification of priority contaminants for control. Total TDC concentrations ranged from 325 to 9,671 ng/g. 1,2-Diphenylguanidine (DPG) and 4-<italic>N</italic>-(4-methylpentan-2-yl)-1-<italic>N</italic>-phenylbenzene-1,4-diamine (6PPD) were the dominant compounds, accounting for 85% and 8.6% of the total concentration, respectively. The highest total concentration was observed in business districts (mean: 4,388 ng/g) and was correlated with traffic density. However, the notable concentrations detected in green spaces with low traffic volumes (mean: 847 ng/g) suggest that abrasion of other rubber materials during pedestrian activities may represent an additional source. Dry-season concentrations were approximately twice those measured during the wet season, indicating that rainfall reduces TDC accumulation. Toxicity predictions identified neurotoxicity, carcinogenicity, mutagenicity, and endocrine disruption as the primary toxicological effects. Risk assessment indicated low health risks from inhalation and dermal contact, though attention is warranted. DPG, 6PPD, and 3H-1,3-benzothiazol-2-one were identified as priority pollutants requiring further monitoring. This study provides critical data to support future pollution control measures and regulatory strategies for TDCs in road dust.</p>
      </abstract>
      <kwd-group>
        <kwd>Tire-derived chemicals</kwd>
        <kwd>road dust</kwd>
        <kwd>
          <italic>in silico</italic> toxicity prediction</kwd>
        <kwd>priority pollutants</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec id="sec1">
      <title>INTRODUCTION</title>
      <p>Tire-derived chemicals (TDCs) are collectively defined as compounds intentionally incorporated into tire products and road materials to improve product performance, including wear resistance, anticorrosion, and antioxidation, along with their environmentally formed transformation products<sup>[<xref ref-type="bibr" rid="B1">1</xref>]</sup>. Since the journal <italic>Science</italic> reported in 2021 that 2,5-dianilinocyclohexa-2,5-diene-1,4-dione (6PPD-Q) - a representative TDC - induces acute death in silver salmon in the Pacific Northwest at concentrations as low as the ng/L level, TDCs have emerged as pollutants of great concern<sup>[<xref ref-type="bibr" rid="B2">2</xref>,<xref ref-type="bibr" rid="B3">3</xref>]</sup>. This concern has been further substantiated by a recent comprehensive review systematically elucidating the aquatic toxicity of 6PPD-Q<sup>[<xref ref-type="bibr" rid="B4">4</xref>]</sup>, underscoring the growing recognition of TDCs as priority emerging contaminants.</p>
      <p>Based on the differences in chemical structure, TDCs are classified into four categories: <italic>p</italic>-phenylenediamines (PPDs), their quinone conversion products (PPD-quinones; PPD-Qs), benzothiazoles (BTs), and other TDCs<sup>[<xref ref-type="bibr" rid="B5">5</xref>]</sup>. Compounds featuring a benzene ring disubstituted with amino groups (-NH<sub>2</sub>) at the para positions are collectively referred to as PPDs, which are primarily incorporated into tire compounds as antioxidants. Their primary function is to extend the storage and service life of tires. Common PPDs include 4-<italic>N</italic>-(4-methylpentan-2-yl)-1-<italic>N</italic>-phenylbenzene-1,4-diamine (6PPD) and 2-(cyclohexylamino)-5-(phenylamino)cyclohexa-2,5-diene-1,4-dione (DTPD). As ozone oxidation products of PPDs, PPD-Qs mainly include 6PPD-Q and 2-anilino-5-(propan-2-ylamino)cyclohexa-2,5-diene-1,4-dione (IPPD-Q). These quinone derivatives generally exhibit higher toxicity than their parent compounds<sup>[<xref ref-type="bibr" rid="B4">4</xref>]</sup>. BTs are a class of chemicals characterized by a rigid benzothiazole heterocyclic structure and primarily function as vulcanization accelerators (VAs) such as 1,3-benzothiazole (BTH) and 3H-1,3-benzothiazol-2-one (2-OH-BTH). They facilitate cross-linking reactions between tire polymers and vulcanizing agents (e.g., sulfur), thereby enhancing the physical properties and service life of tires. Compounds lacking distinct chemical structural features but widely used in tire products are defined as “other TDCs”, which mainly include 1,2-diphenylguanidine (DPG) and cross-linking agents such as hexa(methoxymethyl)melamine (HMMM). DPG has been widely detected in environmental matrices and is recognized as a major TDC<sup>[<xref ref-type="bibr" rid="B6">6</xref>]</sup>, while HMMM is primarily utilized in pre-coated metal sheets for white goods and architectural cladding, as well as in waterproof surface applications<sup>[<xref ref-type="bibr" rid="B7">7</xref>,<xref ref-type="bibr" rid="B8">8</xref>]</sup>. Notably, several amine-based TDCs, including 6PPD and DPG, are listed as high-production-volume chemicals in the United States and Europe<sup>[<xref ref-type="bibr" rid="B9">9</xref>]</sup>.</p>
      <p>Due to the absence of covalent bonding with the tire matrix, TDCs readily leach into the environment, resulting in widespread contamination. To date, various TDCs have been detected across multiple environmental matrices, including aquatic environments<sup>[<xref ref-type="bibr" rid="B10">10</xref>]</sup>, atmospheric particulates<sup>[<xref ref-type="bibr" rid="B11">11</xref>]</sup>, soil<sup>[<xref ref-type="bibr" rid="B12">12</xref>]</sup>, sediments<sup>[<xref ref-type="bibr" rid="B13">13</xref>]</sup>, and biota<sup>[<xref ref-type="bibr" rid="B14">14</xref>]</sup>. Dust has long been recognized as both a reservoir and a major human exposure pathway for many environmental contaminants via ingestion, inhalation, and dermal contact<sup>[<xref ref-type="bibr" rid="B15">15</xref>-<xref ref-type="bibr" rid="B17">17</xref>]</sup>. Therefore, it is very necessary to study the distribution of TDCs in dust. Previous studies have shown that TDCs are frequently detected in indoor dust. For instance, the typical TDCs 6PPD and DTPD have been detected in indoor dust, with concentrations ranging from 1.7 to 233 ng/g<sup>[<xref ref-type="bibr" rid="B18">18</xref>,<xref ref-type="bibr" rid="B19">19</xref>]</sup>. Tan <italic>et al.</italic> further reported the occurrence of DPG and BTH in indoor dust, with median concentrations ranging from 5,030 to 11,400 ng/g and from 890 to <InlineParagraph>1,060 ng/g,</InlineParagraph> respectively<sup>[<xref ref-type="bibr" rid="B20">20</xref>]</sup>. In addition to indoor sources, TDC contamination in road dust has emerged as a significant environmental concern. Ginsberg <italic>et al.</italic> conducted a comprehensive survey of representative antioxidant-type TDCs in outdoor road dust<sup>[<xref ref-type="bibr" rid="B21">21</xref>]</sup>. Their results revealed the widespread distribution of these antioxidants, with DPG and 6PPD-Q exhibiting the highest median concentrations of 121 and 9.75 ng/g, respectively. However, current research on TDCs in outdoor road dust remains limited, with studies mainly restricted to individual additive types, resulting in incomplete coverage of TDC species.</p>
      <p>Furthermore, ubiquitous TDCs can enter organisms via dermal absorption, inhalation, and ingestion, eliciting diverse toxic effects such as metabolic toxicity, reproductive toxicity, and endocrine disruption. For instance, 6PPD-Q, which has gained widespread attention due to its association with acute coho salmon mortality, inhibits the activity of lipolysis-related enzymes and downregulates related gene expression, leading to abnormal lipid metabolism and metabolic toxicity<sup>[<xref ref-type="bibr" rid="B22">22</xref>]</sup>. In addition, DPG, the most frequently detected TDC with the highest environmental concentrations, has been associated with allergic dermatitis<sup>[<xref ref-type="bibr" rid="B23">23</xref>]</sup>. Furthermore, Dsikowitzky <italic>et al.</italic> identified potential genotoxicity associated with common processing accelerators such as HMMM<sup>[<xref ref-type="bibr" rid="B24">24</xref>]</sup>. Emerging evidence also suggests that certain TDCs possess endocrine-disrupting potential. Chang <italic>et al.</italic> reported that 6PPD exhibited thyroid-disrupting activity, whereas its metabolite 6PPD-Q showed no such effects<sup>[<xref ref-type="bibr" rid="B25">25</xref>]</sup>. These toxic TDCs can enter the human body through dust ingestion and dermal contact, posing potential health risks. Therefore, comprehensive toxicity prediction and health risk assessment of TDCs are imperative. However, current assessments of TDC toxicity primarily rely on traditional <italic>in vivo</italic> and <italic>in vitro</italic> assays. These methods are laborious, costly, and ethically challenging due to their reliance on animal testing, and they often focus on isolated toxicity endpoints. Consequently, there is a pressing need for more rapid and efficient strategies to enable comprehensive toxicity profiling and health risk assessment of TDCs.</p>
      <p>The present study focused on Guangzhou, South China, which is characterized by the highest highway network density in the country and a substantial population of residents and motor vehicles. Specifically, this study aimed to: (1) investigate the occurrence, seasonal variation, and spatial distribution of 30 TDCs in road dust collected from four different functional areas; (2) predict the comprehensive toxicity profiles of these 30 TDCs using the <italic>in silico</italic> tool ProTox 3.0; and (3) assess human exposure risks associated with these TDCs and identify priority pollutants. This study shifts the focus toward TDCs in outdoor environments by broadening the spectrum of target analytes and employing an <italic>in silico</italic> tool to profile their potential toxicity. Combined with health risk assessment, this approach enables the identification of priority pollutants and provides critical data to inform future management strategies for TDCs in road dust.</p>
    </sec>
    <sec id="sec2">
      <title>MATERIALS AND METHODS</title>
      <sec id="sec2-1">
        <title>Chemicals and reagents</title>
        <p>The selected 30 target TDCs, including 6 PPDs, 4 PPD-Qs, 12 BTs, and 8 other compounds, were chosen to represent the major chemical classes of tire additives and their transformation products based on their environmental relevance, toxicological concerns, and analytical feasibility. The 6 PPDs are 1-<italic>N</italic>,4-<italic>N</italic>-dinaphthalen-2-ylbenzene-1,4-diamine (DNPD), 6PPD, 1-<italic>N</italic>-cyclohexyl-4-<italic>N</italic>-phenylbenzene-1,4-diamine (DPPD), DTPD, 2-anilino-5-(4-methylpentan-2-ylamino)cyclohexa-2,5-diene-1,4-dione (CPPD), and 1-<italic>N</italic>,4-<italic>N</italic>-diphenylbenzene-1,4-diamine (IPPD). The 4 PPD-Qs included 6PPD-Q, 4-<italic>N</italic>-(2-methylphenyl)-1-<italic>N</italic>-(4-methylphenyl)benzene-1,4-diamine (CPPD-Q), 1-<italic>N</italic>-phenyl-4-<italic>N</italic>-propan-2-ylbenzene-1,4-diamine (DTPD-Q), and IPPD-Q. The 12 BTs are 2-methyl-1,3-benzothiazole (2-Me-BTH), 1,3-benzothiazol-2-amine (2-ABTH), 2-methylsulfanyl-1,3-benzothiazole (2-Me-S-BTH), 2-OH-BTH, BTH, 2H-benzotriazole (BT), <italic>N</italic>-(1,3-benzothiazol-2-ylsulfanyl)cyclohexanamine (CBS), <italic>N</italic>-(1,3-benzothiazol-2-ylsulfanyl)-<italic>N</italic>-cyclohexylcyclohexanamine (DCBS), 4-(1,3-benzothiazol-2-ylsulfanyl)morpholine (NOBS), <italic>N</italic>-(1,3-benzothiazol-2-ylsulfanyl)-2-methylpropan-2-amine (TBBS), 2-(1,3-benzothiazol-2-yldisulfanyl)-1,3-benzothiazole (DM), and 9,9-dimethyl-10H-acridine (BLE). The remaining eight TDCs included 4-anilinophenol (4-HDPA), 1,3-dicyclohexylurea (DCU), 1,3-diphenylurea (DPU), HMMM, 2,2,4-trimethyl-1H-quinoline (RD), dimethylcarbamothioylsulfanyl <italic>N</italic>,<italic>N</italic>-dimethylcarbamodithioate (TMTD), DPG, and <italic>N</italic>-cyclohexyl-<italic>N</italic>-methylcyclohexanamine (DCA). During the experiments, three internal standards, namely 6PPD-quinone-d5, BT-d4, and Atrazine-d5, were used. These high-purity standards (≥ 98 %) were purchased from various vendors. The abbreviations, molecular formulas, Chemical Abstracts Service (CAS) registry numbers, chemical structures, and suppliers of the 30 target TDCs are summarized in <inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="jeea5003-SupplementaryMaterials.pdf">Supplementary Table 1</inline-supplementary-material>. The organic reagents used in the experiments, such as methanol and dichloromethane, were high-performance liquid chromatography (HPLC) grade and purchased from Merck (Düsseldorf, Germany). Stock standard solutions of each target compound were prepared in methanol and subsequently stored at -20 °C until use.</p>
      </sec>
      <sec id="sec2-2">
        <title>Dust sample collection and pretreatment</title>
        <p>According to the intensity of human activities, 12 sampling sites were selected in Guangzhou across four functional areas: business districts (<italic>n</italic> = 4), urban villages (<italic>n</italic> = 2), green spaces (<italic>n</italic> = 3), and residential areas (<italic>n</italic> = 3). Road dust samples were collected from these same sites in September 2022 (wet season) and March/April 2023 (dry season) using pre-cleaned brushes, resulting in a total of 24 samples. At each site, five subsamples were collected (one from the road centerline and four from surrounding positions) and mixed to generate one homogenate. All collected dust was wrapped in aluminum foil, sealed in polypropylene bags, transported to the laboratory, and stored at -20 °C pending chemical analysis. The selected areas and sampling points are shown in <xref ref-type="fig" rid="fig1">Figure 1</xref>. Detailed information on each sampling event is provided in <inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="jeea5003-SupplementaryMaterials.pdf">Supplementary Table 2</inline-supplementary-material>.</p>
        <fig id="fig1" position="float" pdfpage="5">
          <label>Figure 1</label>
          <caption>
            <p>Map of sampling locations across different functional areas in Guangzhou. Basemap: © OpenStreetMap contributors.</p>
          </caption>
          <graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="jeea5003.fig.1.jpg" />
        </fig>
        <p>The dust extraction procedure was adapted from previously published methods with specific modifications<sup>[<xref ref-type="bibr" rid="B26">26</xref>]</sup>. Briefly, approximately 100 mg of sieved dust (250 μm mesh) was weighed into a 30 mL glass centrifuge tube, and spiked with 100 ng of a mixture of three internal standards. The sample was ultrasonicated with 5 mL methanol for 30 min at room temperature, followed by a second extraction with <InlineParagraph>5 mL</InlineParagraph> dichloromethane under ultrasonication for 30 min. After centrifugation (3,500 rpm, 5 min), the combined supernatants were collected, dried under a gentle nitrogen stream, and reconstituted in 1 mL methanol. Finally, the extracts were filtered through 0.22 μm nylon membranes (Anpu Co., Shanghai, China) prior to instrumental analysis.</p>
      </sec>
      <sec id="sec2-3">
        <title>Instrumental analysis</title>
        <p>The target analytes and internal standards were analyzed using ultra-performance liquid chromatography coupled with a Xevo TQ-S triple quadrupole mass spectrometer (UPLC-ESI-MS/MS; Waters, Milford, MA, USA) equipped with an electrospray ionization (ESI) source. Chromatographic separation was performed on a Waters BEH C18 column (50 mm × 2.1 mm, 1.7 μm) with an inline filter (2.1 mm, 0.2 μm) connected before the column to remove fine particles from the mobile phase and samples. The column temperature was maintained at 40 °C, and the injection volume was 5 μL. The mobile phase consisted of (A) 0.1% (v/v) formic acid in Milli-Q water and (B) methanol, at a flow rate of 0.3 mL/min. The gradient elution program was as follows: 0 min, 30% B; 1 min, 70% B; 1.5 min, 80% B; 2 min, 100% B; 4 min, 100% B; 5.5 min, 70% B; and <InlineParagraph>6.5 min,</InlineParagraph> 70% B. The total run time was 5 min, with an additional 1.5 min for column re-equilibration before the next injection. All compounds were detected in positive electrospray ionization mode [ESI(+)] under multiple reaction monitoring (MRM). The ion source parameters were as follows: desolvation gas temperature, 500 °C; desolvation gas flow rate, 4 L/min; sheath gas temperature, 300 °C; sheath gas flow rate, 12 L/min; nozzle voltage, 500 V; capillary voltage, 2,500 V; and nebulizer pressure, 101 psi. The detailed mass spectrometry parameters, including MRM transitions and retention times of the target compounds, are listed in <inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="jeea5003-SupplementaryMaterials.pdf">Supplementary Tables 3 and 4</inline-supplementary-material>.</p>
      </sec>
      <sec id="sec2-4">
        <title>Quality assurance and quality control</title>
        <p>Comprehensive quality control measures were systematically implemented throughout the analytical process. Field blanks and procedural blanks were incorporated in each experimental batch to monitor potential background contamination. Additionally, solvent blanks and standard substances (100 μg/L for each target analyte) were analyzed to evaluate instrument performance. Matrix spike tests at 100 ppb were performed in triplicate to assess method accuracy, demonstrating recovery rates of 50%-124% for all 30 target compounds in road dust matrices [<inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="jeea5003-SupplementaryMaterials.pdf">Supplementary Table 5</inline-supplementary-material>]. The limits of detection (LODs) and limits of quantification (LOQs) for target pollutants in road dust were calculated using the signal-to-noise ratio approach, and analyte concentrations were determined via the internal standard method [<inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="jeea5003-SupplementaryMaterials.pdf">Supplementary Table 5</inline-supplementary-material>]. All data were blank-corrected by subtracting blank values from sample measurements. For all quantitative batches, the correlation coefficients (<italic>R</italic><sup>2</sup>) of the calibration curves (0.1-200 μg/L) exceeded 0.99.</p>
      </sec>
      <sec id="sec2-5">
        <title><italic>In silico</italic> toxicity prediction tools and methods</title>
        <p>This study utilized ProTox 3.0, a computational toxicology prediction tool, to assess the toxicity of 30 TDCs. ProTox 3.0 was selected due to its broad applicability and robust validation across diverse chemical classes, including emerging organic contaminants<sup>[<xref ref-type="bibr" rid="B27">27</xref>]</sup>. The platform employs machine learning and computational chemistry methods to predict a variety of toxicological endpoints - such as acute and organ toxicity, carcinogenicity, mutagenicity, and endocrine disrupting potential - based solely on molecular structure. It integrates molecular similarity analysis, fragment-based toxicophore identification, and machine learning models to predict multiple toxicity endpoints with high accuracy and coverage. Its applicability domain encompasses a wide range of environmental pollutants, making it suitable for screening-level assessment of TDCs. Furthermore, the tool provides acute oral toxicity predictions and classifies compounds into toxicity classes according to the predicted median lethal dose (<italic>LD</italic><sub>50</sub>) as follows: Classes I &amp; II (fatal if swallowed, <italic>LD</italic><sub>50</sub> ≤ 50 mg/kg), Class III (toxic if swallowed, 50 &lt; <italic>LD</italic><sub>50</sub> ≤ 300 mg/kg), Class IV (harmful if swallowed, 300 &lt; <italic>LD</italic><sub>50</sub> ≤ 2,000 mg/kg), Class V (may be harmful if swallowed, 2,000 &lt; <italic>LD</italic><sub>50</sub> ≤ 5,000 mg/kg), and Class VI (non-toxic, <italic>LD</italic><sub>50</sub> &gt; 5,000 mg/kg).</p>
        <p>Comprehensive toxicity predictions were performed for 30 TDCs across 11 toxicological endpoints, including hepatotoxicity, neurotoxicity, carcinogenicity, immunotoxicity, mutagenicity, cytotoxicity, and receptor-mediated toxicities [aryl hydrocarbon receptor (AhR), androgen receptor (AR), estrogen receptor alpha (ERα), and transthyretin (TTR)]. The selection of these endpoints was informed by existing knowledge of tire additive toxicology and concerns raised in previous studies regarding their potential adverse effects<sup>[<xref ref-type="bibr" rid="B28">28</xref>]</sup>. The canonical Simplified Molecular Input Line Entry System (SMILES) notations of each compound were first retrieved from PubChem using their CAS registry numbers. These molecular structures were subsequently submitted to the ProTox 3.0 platform, where all specified toxicity endpoints were selected for prediction, generating corresponding toxicity profiles.</p>
      </sec>
      <sec id="sec2-6">
        <title>Data and statistical analysis</title>
        <p>Instrumental data were processed using MassLynx software (v4.1, Waters Corp.). To correct for analyte loss during sample preparation, an internal standard method was employed; the corresponding internal standard for each target compound is detailed in <inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="jeea5003-SupplementaryMaterials.pdf">Supplementary Table 4</inline-supplementary-material>. Each sample was analyzed in triplicate, and the mean concentration was used as the representative value. Statistical analyses were performed using SPSS Statistics (v27.0.1, IBM Corp.). Data normality was assessed using the Shapiro-Wilk test. For normally distributed data, parametric tests [independent-samples <italic>t</italic>-test, paired-samples <italic>t</italic>-test, one-way analysis of variance (ANOVA) followed by Tukey’s post hoc test] were applied, whereas non-normally distributed data were analyzed using non-parametric tests (Mann-Whitney <italic>U</italic> test and Kruskal-Wallis test). Spearman’s rank correlation analysis was performed to evaluate inter-compound correlations. Statistical significance was defined as <italic>P</italic> &lt; 0.05. Relevant figures were generated using Origin (2021, OriginLab Corp.).</p>
      </sec>
      <sec id="sec2-7">
        <title>Human exposure assessment and health risk</title>
        <p>This study employed the estimated daily intake (EDI) metric to assess non-dietary exposure risks to TDCs through incidental dust ingestion and dermal contact. The EDI (ng/kg bw/day) was calculated as follows:</p>
        <p><disp-formula> <label>(1)</label> <tex-math id="E1"> $$  EDI=EDI_{\mathrm{ingestion}}+EDI_{\mathrm{dermal}} $$ </tex-math></disp-formula></p>
		<p><disp-formula> <label>(2)</label> <tex-math id="E1"> $$  EDI_{\mathrm{ingestion}}=\frac{C\times EF\times IGR}{BW} $$ </tex-math></disp-formula></p>
		<p><disp-formula> <label>(3)</label> <tex-math id="E1"> $$  EDI_{\mathrm{dermal}}=\frac{C\times SA\times AF\times ABS\times EF}{BW} $$ </tex-math></disp-formula></p>
        <p>Based on exposure assessment frameworks recommended by the U.S. Environmental Protection Agency (EPA)<sup>[<xref ref-type="bibr" rid="B29">29</xref>,<xref ref-type="bibr" rid="B30">30</xref>]</sup> and Wang <italic>et al.</italic><sup>[<xref ref-type="bibr" rid="B31">31</xref>]</sup>, <italic>EDI</italic> represents the sum of oral dust ingestion (<italic>EDI</italic><sub>ingestion</sub>) and dermal contact (<italic>EDI</italic><sub>dermal</sub>). <italic>C</italic> is the mean concentration of target analytes in road dust (ng/g). <italic>EF</italic> is the exposure frequency (days/year); <italic>IGR</italic> is the dust ingestion rate (mg/day); <italic>BW</italic> is the human body weight (kg); <italic>SA</italic> is the skin surface area available for contact (cm<sup>2</sup>/day); <italic>AF</italic> is the dust-to-skin adherence factor (mg/cm<sup>2</sup>); and <italic>ABS</italic> is the dermal absorption factor (unitless). All parameters were adopted from Jin <italic>et al.</italic> and are summarized in <inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="jeea5003-SupplementaryMaterials.pdf">Supplementary Table 6</inline-supplementary-material><sup>[<xref ref-type="bibr" rid="B32">32</xref>]</sup>.</p>
        <p>To further evaluate human health risks associated with the 30 TDCs and prioritize compounds, predicted Lethal Dose 50 (<italic>LD</italic><sub>50</sub>) values were converted to reference doses (RfDs) using Equation (4)<sup>[<xref ref-type="bibr" rid="B21">21</xref>]</sup>. The hazard quotient (HQ) was subsequently calculated as the ratio of EDI to RfD<sup>[<xref ref-type="bibr" rid="B33">33</xref>]</sup>, as defined below:</p>
        <p><disp-formula> <label>(4)</label> <tex-math id="E1"> $$  RfD=\frac{LD_{50}}{1000} $$ </tex-math></disp-formula></p>
		<p><disp-formula> <label>(5)</label> <tex-math id="E1"> $$  HQ=\frac{EDI}{RfD} $$ </tex-math></disp-formula></p>
      </sec>
    </sec>
    <sec id="sec3">
      <title>RESULTS AND DISCUSSION</title>
      <sec id="sec3-1">
        <title>Occurrence of TDCs in road dust</title>
        <p>The concentration distribution of TDCs in road dust from various functional areas is illustrated in <xref ref-type="fig" rid="fig2">Figure 2</xref>. Detailed information on detection frequency (DF), median, mean concentrations, and concentration ranges of the 6 PPDs, 4 PPD-Qs, 12 BTs, and 8 other TDCs is provided in <inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="jeea5003-SupplementaryMaterials.pdf">Supplementary Table 7</inline-supplementary-material>. As shown in <xref ref-type="fig" rid="fig2">Figure 2</xref>, <inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="jeea5003-SupplementaryMaterials.pdf">Supplementary Figure 1A</inline-supplementary-material> and <inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="jeea5003-SupplementaryMaterials.pdf">Supplementary Table 7</inline-supplementary-material>, the total concentrations of the 30 TDCs in road dust ranged from 325 to 9,671 ng/g. Notably, DPG, 6PPD, 6PPD-Q, and HMMM were detected in all functional areas, indicating their widespread presence in road dust, which aligns with the findings of Liu <InlineParagraph><italic>et al.</italic><sup>[<xref ref-type="bibr" rid="B34">34</xref>]</sup>.</InlineParagraph> This finding is further supported by Breider <italic>et al.</italic><sup>[<xref ref-type="bibr" rid="B35">35</xref>]</sup>, who reported that DPG (18%) and 6PPD (15%) were among the most frequently detected tire-derived compounds in vegetables from Swiss markets, confirming the ubiquitous presence of these chemicals across different environmental media. Our study also presents new insights. In particular, 4-HDPA and DPU - transformation products of DPPD<sup>[<xref ref-type="bibr" rid="B36">36</xref>]</sup> and DPG, respectively - were detected across all functional areas, with mean concentrations of 48.6 and 16.1 ng/g, respectively. This underscores the importance of monitoring not only parent TDCs in road dust but also their transformation products. In contrast, CPPD-Q, 2-Me-BTH, NOBS, DCU, BLE, and DM were not detected in any of the samples, suggesting either very low environmental concentrations or effective elimination during industrial processes.</p>
        <fig id="fig2" position="float">
          <label>Figure 2</label>
          <caption>
            <p>Concentration distribution of widely detected TDCs in road dust (<italic>n</italic> = 24 for each compound). The box represents the IQR from the 25th to the 75th percentile; the black line inside the box denotes the median; the open square (□) indicates the mean; and diamond symbols (◆) represent outliers (extending to the minimum and maximum values within 1.5× IQR). TDCs: Tire-derived chemicals; IQR: interquartile range; DPG: 1,2-diphenylguanidine; 6PPD: 4-<italic>N</italic>-(4-methylpentan-2-yl)-1-<italic>N</italic>-phenylbenzene-1,4-diamine; 2-OH-BTH: 3H-1,3-benzothiazol-2-one; RD: 2,2,4-trimethyl-1H-quinoline; BTH: 1,3-benzothiazole; 6PPD-Q: 2,5-dianilinocyclohexa-2,5-diene-1,4-dione; DTPD: 2-(cyclohexylamino)-5-(phenylamino)cyclohexa-2,5-diene-1,4-dione; 4-HDPA: 4-anilinophenol; HMMM: hexa(methoxymethyl)melamine; 2-Me-S-BTH: 2-methylsulfanyl-1,3-benzothiazole; 2-ABTH: 1,3-benzothiazol-2-amine; DPU: 1,3-diphenylurea; BT: 2H-benzotriazole; DPPD: 1-<italic>N</italic>-cyclohexyl-4-<italic>N</italic>-phenylbenzene-1,4-diamine; IPPD: 1-<italic>N</italic>,4-<italic>N</italic>-diphenylbenzene-1,4-diamine; IPPD-Q: 2-anilino-5-(propan-2-ylamino)cyclohexa-2,5-diene-1,4-dione; DTPD-Q: 1-<italic>N</italic>-phenyl-4-<italic>N</italic>-propan-2-ylbenzene-1,4-diamine; DCA: <italic>N</italic>-cyclohexyl-<italic>N</italic>-methylcyclohexanamine; TBBS: <italic>N</italic>-(1,3-benzothiazol-2-ylsulfanyl)-2-methylpropan-2-amine; DNPD: 1-<italic>N</italic>,4-<italic>N</italic>-dinaphthalen-2-ylbenzene-1,4-diamine; CPPD: 2-anilino-5-(4-methylpentan-2-ylamino)cyclohexa-2,5-diene-1,4-dione.</p>
          </caption>
          <graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="jeea5003.fig.2.jpg" />
        </fig>
        <p>
          <inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="jeea5003-SupplementaryMaterials.pdf">Supplementary Figure 1B</inline-supplementary-material> depicts the concentration distribution of four TDC categories (PPDs, PPD-Qs, BTs, and others). PPDs exhibited significantly higher concentrations than BYs in road dust (123 <italic>vs.</italic> 69 ng/g; one-way ANOVA with Tukey’s post hoc test, <italic>P</italic> &lt; 0.05). This difference is likely due to the higher lipophilicity of PPDs (log Kow: 4.0-6.0) compared to BTs (log Kow: 2.0-3.0), suggesting that physicochemical properties influence the environmental distribution of TDCs, with more lipophilic compounds tending to accumulate in road dust. Previous studies have reported higher concentrations of PPD-Qs relative to their parent PPDs in aquatic environments due to oxidation and biodegradation processes<sup>[<xref ref-type="bibr" rid="B37">37</xref>,<xref ref-type="bibr" rid="B38">38</xref>]</sup>. However, in this study, substantially lower concentrations of PPD-Qs compared to PPDs were found in road dust samples. This suggests that oxidation and biodegradation processes are less pronounced in dust matrices than in aquatic systems, thereby limiting the transformation of PPDs to PPD-Qs.</p>
        <p>Among the 6 PPDs analyzed, 6PPD was detected in all functional areas and exhibited the highest concentrations (ranging from 6 to 1,082 ng/g, with a median of 130 ng/g), accounting for 8.6% of the total TDC concentration (based on the ratio of the mean concentration of 6PPD to the mean concentration of the 30 TDCs across all samples) [<xref ref-type="fig" rid="fig3">Figure 3</xref> and <inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="jeea5003-SupplementaryMaterials.pdf">Supplementary Table 7</inline-supplementary-material>]. This predominance of 6PPD may be attributed to its substantial global production volume (e.g., 22,700-45,400 tons in the United States<sup>[<xref ref-type="bibr" rid="B39">39</xref>]</sup>; 10,000-100,000 tons in Europe<sup>[<xref ref-type="bibr" rid="B40">40</xref>]</sup>). In this study, the median concentration of 6PPD in road dust (130 ng/g) was comparable to levels reported in Australian dust samples (median: 101 ng/g) but lower than those reported in Japan (range: 323-356 ng/g)<sup>[<xref ref-type="bibr" rid="B41">41</xref>]</sup>. We hypothesize that these geographical differences may be influenced by varying traffic densities across countries, given that TDCs are primarily incorporated into automotive tires and road materials. Furthermore, comparison with indoor dust data from Huang <italic>et al.</italic> revealed a substantially lower median concentration of 6PPD in indoor environments (14 ng/g) than in our road dust samples (130 ng/g)<sup>[<xref ref-type="bibr" rid="B18">18</xref>]</sup>. This pronounced contrast further supports the likelihood of outdoor, vehicle-related sources as the dominant origin of 6PPD in the environment.</p>
        <fig id="fig3" position="float">
          <label>Figure 3</label>
          <caption>
            <p>Mean concentration of 30 TDCs in road dust from various functional areas. Error bars are omitted for clarity; concentration ranges for each compound are available in <inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="jeea5003-SupplementaryMaterials.pdf">Supplementary Table 7</inline-supplementary-material>. TDCs: Tire-derived chemicals; PPDs: p-phenylenediamines; PPD-Qs: quinone conversion products of p-phenylenediamines; BTs: benzothiazoles; Others: other TDCs; IPPD: 1-<italic>N</italic>,4-<italic>N</italic>-diphenylbenzene-1,4-diamine; CPPD: 2-anilino-5-(4-methylpentan-2-ylamino)cyclohexa-2,5-diene-1,4-dione; DTPD: 2-(cyclohexylamino)-5-(phenylamino)cyclohexa-2,5-diene-1,4-dione; DPPD: 1-<italic>N</italic>-cyclohexyl-4-<italic>N</italic>-phenylbenzene-1,4-diamine; 6PPD: 4-<italic>N</italic>-(4-methylpentan-2-yl)-1-<italic>N</italic>-phenylbenzene-1,4-diamine; DNPD: 1-<italic>N</italic>,4-<italic>N</italic>-dinaphthalen-2-ylbenzene-1,4-diamine; IPPD-Q: 2-anilino-5-(propan-2-ylamino)cyclohexa-2,5-diene-1,4-dione; DTPD-Q: 1-<italic>N</italic>-phenyl-4-<italic>N</italic>-propan-2-ylbenzene-1,4-diamine; 6PPD-Q: 2,5-dianilinocyclohexa-2,5-diene-1,4-dione; BLE: 9,9-dimethyl-10H-acridine; DM: 2-(1,3-benzothiazol-2-yldisulfanyl)-1,3-benzothiazole; TBBS: <italic>N</italic>-(1,3-benzothiazol-2-ylsulfanyl)-2-methylpropan-2-amine; NOBS: 4-(1,3-benzothiazol-2-ylsulfanyl)morpholine; DCBS: <italic>N</italic>-(1,3-benzothiazol-2-ylsulfanyl)-<italic>N</italic>-cyclohexylcyclohexanamine; CBS: <italic>N</italic>-(1,3-benzothiazol-2-ylsulfanyl)cyclohexanamine; BTH: 1,3-benzothiazole; BT: 2H-benzotriazole; 2-ABTH: 1,3-benzothiazol-2-amine; 2-OH-BTH: 3H-1,3-benzothiazol-2-one; 2-Me-S-BTH: 2-methylsulfanyl-1,3-benzothiazole; 2-Me-BTH: 2-methyl-1,3-benzothiazole; DCA: <italic>N</italic>-cyclohexyl-<italic>N</italic>-methylcyclohexanamine; TMTD: dimethylcarbamothioylsulfanyl <italic>N</italic>,<italic>N</italic>-dimethylcarbamodithioate; RD: 2,2,4-trimethyl-1H-quinoline; HMMM: hexa(methoxymethyl)melamine; DPG: 1,2-diphenylguanidine; DPU: 1,3-diphenylurea; DCU: 1,3-dicyclohexylurea; 4-HDPA: 4-anilinophenol.</p>
          </caption>
          <graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="jeea5003.fig.3.jpg" />
        </fig>
        <p>Among the four PPD-Qs analyzed, 6PPD-Q was detected in all functional areas and exhibited the highest concentrations, ranging from 0.50 to 159 ng/g (DF: 100%) [<xref ref-type="fig" rid="fig3">Figure 3</xref> and <inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="jeea5003-SupplementaryMaterials.pdf">Supplementary Table 7</inline-supplementary-material>]. Meanwhile, Huang <italic>et al.</italic> reported median concentrations of 6PPD-Q in road dust (32.2 ng/g), which are comparable to those observed in our investigation (38.8 ng/g)<sup>[<xref ref-type="bibr" rid="B18">18</xref>]</sup>. The high environmental prevalence of 6PPD-Q may partially result from the ozone-driven oxidation of its parent compound, 6PPD<sup>[<xref ref-type="bibr" rid="B42">42</xref>]</sup>. DTPD-Q and IPPD-Q were also frequently detected in road dust (DF &gt; 60%), indicating their widespread occurrence in roadway matrices, consistent with prior research<sup>[<xref ref-type="bibr" rid="B43">43</xref>]</sup>. Notably, CPPD-Q was not detected in any samples. This absence may be attributed to factors such as lower production volumes, limited usage in tire formulations, or differences in environmental persistence and transformation pathways, requiring further investigation.</p>
        <p>For BTs, the two most prominent compounds were 2-OH-BTH and BTH, with concentration ranges of ND-607 ng/g and ND-351 ng/g, respectively [<xref ref-type="fig" rid="fig3">Figure 3</xref> and <inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="jeea5003-SupplementaryMaterials.pdf">Supplementary Table 7</inline-supplementary-material>]. This prevalence likely results from the widespread addition of BTH to tires for rubber vulcanization, enhancing mechanical strength and wear resistance<sup>[<xref ref-type="bibr" rid="B44">44</xref>,<xref ref-type="bibr" rid="B45">45</xref>]</sup>. As tires abrade on road surfaces, significant amounts of BTH are released into road dust. Furthermore, BTH can undergo oxidation to form 2-OH-BTH<sup>[<xref ref-type="bibr" rid="B46">46</xref>]</sup>, contributing to the co-occurrence of both compounds in road dust. Except for 2-Me-BTH and NOBS, which were not detected in any samples, other BTs were quantifiable. The median concentrations of 2-ABTH, 2-Me-S-BTH, and BT were 14.3, 18.3, and 10.0 ng/g, respectively. In contrast, notably lower mean concentrations (&lt; 3 ng/g) were observed for CBS, DCBS, and TBBS.</p>
        <p>Among other tire additives, DPG, a VA used in rubber products such as tires, furniture, and shoes<sup>[<xref ref-type="bibr" rid="B47">47</xref>]</sup>, exhibited the highest concentrations, ranging from 208 to 7,661 ng/g, accounting for 85% of the total TDC concentration (based on the ratio of the mean concentration of DPG to the mean concentration of the 30 TDCs across all samples) [<xref ref-type="fig" rid="fig3">Figure 3</xref> and <inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="jeea5003-SupplementaryMaterials.pdf">Supplementary Table 7</inline-supplementary-material>]. However, Tan <italic>et al.</italic> investigated DPG in indoor dust and reported concentrations ranging from 5,030 to 11,400 ng/g, which are notably higher (by approximately one order of magnitude) than those in our road dust samples<sup>[<xref ref-type="bibr" rid="B20">20</xref>]</sup>. This substantial discrepancy may be attributed to the widespread incorporation of DPG into indoor furnishings, toys, and gloves, suggesting a greater prevalence of indoor sources. Additionally, four other substances - 4-HDPA, DPU, HMMM, and RD - were ubiquitously detected in road dust (DF &gt; 80%), but their concentrations were substantially lower (ND-1,156 ng/g) compared to DPG. This difference may reflect lower usage volumes and/or reduced environmental release despite their presence in tire formulations. Notably, DCU was not detected in any samples, potentially indicating its phase-out or minimal use in contemporary tire formulations.</p>
        <p>Correlation analysis of the 24 detected TDCs (excluding six substances not detected at any sampling points: BLE, DM, DCU, NOBS, 2-Me-BTH, and CPPD-Q) in road dust across functional areas is presented in <inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="jeea5003-SupplementaryMaterials.pdf">Supplementary Figure 2</inline-supplementary-material>. Overall, significant positive correlations (<italic>r</italic> = 0.6-0.9, <italic>P</italic> &lt; 0.05) were observed among most TDCs, suggesting common sources. Notably, strong correlations (<italic>r</italic> &gt; 0.9) were found between parent compounds (BTs and PPDs) and their respective transformation products. These results indicate that the levels of transformation products in road dust are linked to the environmental transformation of their parent chemicals. Therefore, the distribution of TDCs in road dust is strongly influenced not only by their physicochemical properties, sources, and usage patterns, but also, more significantly, by traffic density.</p>
      </sec>
      <sec id="sec3-2">
        <title>Spatial and seasonal variations of TDCs in road dust</title>
        <p>
          <xref ref-type="fig" rid="fig4">Figure 4A</xref> presents the total concentrations of the 30 TDCs across different functional areas. The contamination levels followed the order: business district &gt; urban village &gt; residential area &gt; green space. Overall, the highest total concentration was observed in business districts (mean: 4,388 ng/g), likely due to their denser traffic flow. Notably, TDCs were also detected in green spaces (characterized by high pedestrian activity but low vehicle traffic), albeit at lower total concentrations (mean: 847 ng/g). This finding suggests that tire wear from rubber abrasion on shoe soles and atmospheric transport may also contribute to TDC contamination in green spaces<sup>[<xref ref-type="bibr" rid="B48">48</xref>,<xref ref-type="bibr" rid="B49">49</xref>]</sup>. Furthermore, substantial concentrations of TDCs were also detected in residential areas and urban villages, which may be attributed to human activities and the low street-sweeping frequency<sup>[<xref ref-type="bibr" rid="B50">50</xref>]</sup>.</p>
        <fig id="fig4" position="float">
          <label>Figure 4</label>
          <caption>
            <p>(A) Spatial variations of 30 TDCs in road dust; (B) Seasonal variations of 30 TDCs. The right panel presents the spatial and seasonal distribution of DPG separately. TDCs: Tire-derived chemicals; DPG: 1,2-diphenylguanidine; DCA: <italic>N</italic>-cyclohexyl-<italic>N</italic>-methylcyclohexanamine; BLE: 9,9-dimethyl-10H-acridine; DM: 2-(1,3-benzothiazol-2-yldisulfanyl)-1,3-benzothiazole; IPPD: 1-<italic>N</italic>,4-<italic>N</italic>-diphenylbenzene-1,4-diamine; CPPD: 2-anilino-5-(4-methylpentan-2-ylamino)cyclohexa-2,5-diene-1,4-dione; IPPD-Q: 2-anilino-5-(propan-2-ylamino)cyclohexa-2,5-diene-1,4-dione; DTPD-Q: 1-<italic>N</italic>-phenyl-4-<italic>N</italic>-propan-2-ylbenzene-1,4-diamine; DTPD: 2-(cyclohexylamino)-5-(phenylamino)cyclohexa-2,5-diene-1,4-dione; DPPD: 1-<italic>N</italic>-cyclohexyl-4-<italic>N</italic>-phenylbenzene-1,4-diamine; CPPD-Q: 4-<italic>N</italic>-(2-methylphenyl)-1-<italic>N</italic>-(4-methylphenyl)benzene-1,4-diamine; 6PPD-Q: 2,5-dianilinocyclohexa-2,5-diene-1,4-dione; 6PPD: 4-<italic>N</italic>-(4-methylpentan-2-yl)-1-<italic>N</italic>-phenylbenzene-1,4-diamine; DNPD: 1-<italic>N</italic>,4-<italic>N</italic>-dinaphthalen-2-ylbenzene-1,4-diamine; 4-HDPA: 4-anilinophenol; TMTD: dimethylcarbamothioylsulfanyl <italic>N</italic>,<italic>N</italic>-dimethylcarbamodithioate; RD: 2,2,4-trimethyl-1H-quinoline; HMMM: hexa(methoxymethyl)melamine; DPU: 1,3-diphenylurea; DCU: 1,3-dicyclohexylurea; 2-OH-BTH: 3H-1,3-benzothiazol-2-one; 2-Me-S-BTH: 2-methylsulfanyl-1,3-benzothiazole; 2-Me-BTH: 2-methyl-1,3-benzothiazole; 2-ABTH: 1,3-benzothiazol-2-amine; TBBS: <italic>N</italic>-(1,3-benzothiazol-2-ylsulfanyl)-2-methylpropan-2-amine; NOBS: 4-(1,3-benzothiazol-2-ylsulfanyl)morpholine; DCBS: <italic>N</italic>-(1,3-benzothiazol-2-ylsulfanyl)-<italic>N</italic>-cyclohexylcyclohexanamine; CBS: <italic>N</italic>-(1,3-benzothiazol-2-ylsulfanyl)cyclohexanamine; BTH: 1,3-benzothiazole; BT: 2H-benzotriazole.</p>
          </caption>
          <graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="jeea5003.fig.4.jpg" />
        </fig>
        <p>Concurrently, we analyzed the compositional profiles of TDCs across different functional zones, as shown in <xref ref-type="fig" rid="fig4">Figure 4A</xref>. Overall, no significant differences were observed in the compositional distribution of TDCs among these functional zones. Human and vehicular traffic intensity primarily influenced the total concentrations of TDCs rather than their compositional patterns. This suggests that the sources and release mechanisms of the various TDCs are consistent across all zones.</p>
        <p>
          <xref ref-type="fig" rid="fig4">Figure 4B</xref> presents the seasonal variations of the 30 target TDCs in road dust across different functional areas. Overall, the total concentrations of the 30 TDCs were significantly higher during the dry season (range: 672-9,671 ng/g) than during the wet season (range: 325-5,803 ng/g) (paired-samples <italic>t</italic>-test, <italic>P</italic> &lt; 0.05). This disparity may be attributed to limited rainfall during the dry season, which facilitates the accumulation of TDCs in road dust. Conversely, rainfall events can transport TDCs into aquatic systems, thereby exacerbating water pollution and posing a threat to aquatic ecosystems<sup>[<xref ref-type="bibr" rid="B51">51</xref>]</sup>. However, an opposite trend was observed in residential areas and green areas, where TDCs exhibited distinct seasonal patterns. This phenomenon may be associated with three key factors. First, local regulations and sanitation practices may play a role. Second, seasonal differences in tire wear rates could contribute; for instance, Rodovalho and de Tomi reported increased tire rolling resistance during the rainy season<sup>[<xref ref-type="bibr" rid="B52">52</xref>]</sup>. Consequently, tire wear rates are higher during the rainy season compared to the dry season, potentially leading to elevated TDC concentrations in road dust during wet periods. Furthermore, the number of antecedent dry days also represents a significant influencing factor.</p>
        <p>As depicted in <xref ref-type="fig" rid="fig4">Figure 4B</xref> and <inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="jeea5003-SupplementaryMaterials.pdf">Supplementary Figure 3</inline-supplementary-material>, the compositional distribution of various TDCs remained consistent across seasons. This indicates that seasonal variation primarily affects the overall concentration of TDCs in road dust, while having a negligible effect on their compositional profiles. Consequently, it can be inferred that the sources of TDCs in road dust might remain stable across different seasons.</p>
      </sec>
      <sec id="sec3-3">
        <title>Predicted human toxicity</title>
        <p>The acute toxicity, organ toxicity, toxicological endpoints, and toxicological pathways of the TDCs were predicted using ProTox 3.0, with “+” for positive/toxic effects and “-” for negative/nontoxic effects [<inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="jeea5003-SupplementaryMaterials.pdf">Supplementary Table 8</inline-supplementary-material>]. The prediction results showed that all the studied TDCs were within the applicability domain, indicating that the predictions were reliable.</p>
        <p>As shown in <xref ref-type="fig" rid="fig5">Figure 5A</xref>, the <italic>LD</italic><sub>50</sub> values of the 30 representative TDCs ranged from 215 to 7,000 mg/kg. Among them, IPPD-Q, DTPD-Q, DPPD, and 6PPD, with <italic>LD</italic><sub>50</sub> values of 215, 215, 244, and 271 mg/kg, respectively, were classified as Class III acute toxicity substances. This classification indicates that these substances exhibit high toxicity and may lead to various adverse toxicological effects. Consequently, future studies should prioritize investigating the environmental occurrence and health impacts of these four high-priority compounds. Moreover, the acute toxicity assessment indicated that quinone transformation products derived from PPD-derived antioxidants exhibit greater toxicity compared to their parent compounds, consistent with previous studies<sup>[<xref ref-type="bibr" rid="B2">2</xref>]</sup>. As shown in <inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="jeea5003-SupplementaryMaterials.pdf">Supplementary Table 8</inline-supplementary-material>, 23 of the 30 TDCs were found to exhibit neurotoxic effects, aligning with the findings reported by Ricarte <italic>et al.</italic><sup>[<xref ref-type="bibr" rid="B53">53</xref>]</sup>. Additionally, BTs demonstrated both neurotoxic and hepatotoxic effects. These results indicate that neurotoxicity is a primary concern for TDCs, and that the hepatotoxicity associated with BTs warrants further investigation.</p>
        <fig id="fig5" position="float" width="480">
          <label>Figure 5</label>
          <caption>
            <p>(A) Predicted median lethal dose (<italic>LD</italic><sub>50</sub>) values of 30 TDCs; (B) Distribution of HQ values for 24 TDCs. Six substances (CPPD-Q, 2-Me-BTH, NOBS, DCU, BLE, and DM) were excluded as they were not detected at any sampling site. TDCs: Tire-derived chemicals; HQ: hazard quotient; CPPD-Q: 4-<italic>N</italic>-(2-methylphenyl)-1-<italic>N</italic>-(4-mehylphenyl)benzene-1,4-diamine; 2-Me-BTH: 2-methyl-1,3-benzothiazole; NOBS: 4-(1,3-benzothiazol-2-ylsulfanyl)morpholine; DCU: 1,3-dicyclohexylurea; BLE: 9,9-dimethyl-10H-acridine; DM: 2-(1,3-benzothiazol-2-yldisulfanyl)-1,3-benzothiazole; IPPD-Q: 2-anilino-5-(propan-2-ylamino)cyclohexa-2,5-diene-1,4-dione; DTPD-Q: 1-<italic>N</italic>-phenyl-4-<italic>N</italic>-propan-2-ylbenzene-1,4-diamine; DPPD: 1-<italic>N</italic>-cyclohexyl-4-<italic>N</italic>-phenylbenzene-1,4-diamine; 6PPD: 4-<italic>N</italic>-(4-methylpentan-2-yl)-1-<italic>N</italic>-phenylbenzene-1,4-diamine; DTPD: 2-(cyclohexylamino)-5-(phenylamino)cyclohexa-2,5-diene-1,4-dione; 4-HDPA: 4-anilinophenol; BTH: 1,3-benzothiazole; CBS: <italic>N</italic>-(1,3-benzothiazol-2-ylsulfanyl)cyclohexanamine; 2-OH-BTH: 3H-1,3-benzothiazol-2-one; TMTD: dimethylcarbamothioylsulfanyl <italic>N</italic>,<italic>N</italic>-dimethylcarbamodithioate; BT: 2H-benzotriazole; 2-Me-S-BTH: 2-methylsulfanyl-1,3-benzothiazole; IPPD: 1-<italic>N</italic>,4-<italic>N</italic>-diphenylbenzene-1,4-diamine; DPG: 1,2-diphenylguanidine; 2-ABTH: 1,3-benzothiazol-2-amine; 6PPD-Q: 2,5-dianilinocyclohexa-2,5-diene-1,4-dione; DCBS: <italic>N</italic>-(1,3-benzothiazol-2-ylsulfanyl)-<italic>N</italic>-cyclohexylcyclohexanamine; RD: 2,2,4-trimethyl-1H-quinoline; DCA: <italic>N</italic>-cyclohexyl-<italic>N</italic>-methylcyclohexanamine; DCU: 1,3-dicyclohexylurea; HMMM: hexa(methoxymethyl)melamine; NOBS: 4-(1,3-benzothiazol-2-ylsulfanyl)morpholine; CPPD: 2-anilino-5-(4-methylpentan-2-ylamino)cyclohexa-2,5-diene-1,4-dione; BLE: 9,9-dimethyl-10H-acridine; DPU: 1,3-diphenylurea; DNPD: 1-<italic>N</italic>,4-<italic>N</italic>-dinaphthalen-2-ylbenzene-1,4-diamine; TBBS: <italic>N</italic>-(1,3-benzothiazol-2-ylsulfanyl)-2-methylpropan-2-amine; DM: 2-(1,3-benzothiazol-2-yldisulfanyl)-1,3-benzothiazole.</p>
          </caption>
          <graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="jeea5003.fig.5.jpg" />
        </fig>
        <p>
          <italic>In silico</italic> toxicity predictions identified carcinogenicity and mutagenicity as the primary toxicity endpoints for the TDCs. The binding interactions between the TDCs and specific receptors were evaluated to predict their toxicity potential mediated by the disruption of biological pathways. Among the four receptors examined, the TDCs demonstrated strong binding affinity for AhR and TTR, but only weak affinity for AR and ER<sup>[<xref ref-type="bibr" rid="B25">25</xref>]</sup>. These findings suggest that such additives may induce AhR-mediated toxic responses and disrupt thyroid hormone function, while their estrogenic or androgenic toxicity is expected to be low. This concern is further supported by recent <italic>in vivo</italic> evidence demonstrating that 6PPD-Q exhibits tissue-specific bioaccumulation and hepatotoxicity in zebrafish, with toxicological mechanisms distinct from those of its parent compound 6PPD<sup>[<xref ref-type="bibr" rid="B54">54</xref>]</sup>. The transformation products exhibited higher binding affinity for TTR, suggesting that environmental transformation may increase their potential to disrupt thyroid hormone homeostasis relative to their parent compounds.</p>
        <p>Therefore, the toxicity predictions indicated that the primary toxic effects of the TDCs include neurotoxicity, carcinogenicity, mutagenicity, and thyroid hormone disruption. Furthermore, the toxic effects of transformation products warrant greater attention compared with those of their parent compounds. It should be noted that these predictions are exploratory in nature and based solely on molecular structures; therefore, they may not fully capture complex biological processes such as metabolism or mixture effects. Consequently, experimental validation (e.g., <italic>in vitro</italic> assays) is warranted to confirm these findings.</p>
      </sec>
      <sec id="sec3-4">
        <title>Human exposure implications and risk prioritization</title>
        <p>
          <inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="jeea5003-SupplementaryMaterials.pdf">Supplementary Table 9</inline-supplementary-material> summarizes the EDIs of 30 TDCs for children and adults via dust ingestion and dermal absorption across different functional areas. As shown in <inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="jeea5003-SupplementaryMaterials.pdf">Supplementary Table 9</inline-supplementary-material> and <inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="jeea5003-SupplementaryMaterials.pdf">Supplementary Figure 4</inline-supplementary-material>, for both adults or children, the highest EDI was observed in the business district [mean ± standard error (SE): 9.49 ± 2.70 and 65.4 ± 18.3 ng/(kg·d), respectively], followed by the urban village [8.44 ± 0.63 and 57.5 ± 4.30 ng/(kg·d)], the residential area [7.06 ± 1.96 and 47.5 ± 13.4 ng/(kg·d)], and the green space [4.52 ± 0.93 and 31.0 ± 6.3 ng/(kg·d)]. This spatial pattern corresponds to the total concentrations of TDCs in these areas. Overall, the EDI via dust exposure for adults was lower than that for children, indicating the greater sensitivity and vulnerability of children to these additives. DPG was the primary contributor to total intake, accounting for 61%-72% of exposure, suggesting its significant potential to enter the human body via dust and pose health risks, thereby warranting exposure control measures. This finding aligns with a recent study by Sherman <italic>et al.</italic>, which investigated tire-derived compounds in leafy vegetables and identified DPG as one of the most frequently detected compounds (21.4% of samples), with EDIs ranging from 0.05 to <InlineParagraph>4.0 ng/person/day<sup>[<xref ref-type="bibr" rid="B55">55</xref>]</sup>.</InlineParagraph> These results demonstrate that DPG not only dominates dust exposure but also represents a key contaminant in the food chain, further underscoring the need for comprehensive exposure management strategies across multiple pathways. While 6PPD-Q exhibited relatively low EDI contributions (1.3%-1.8%), its potential early-life health effects necessitate increased biomonitoring efforts<sup>[<xref ref-type="bibr" rid="B56">56</xref>]</sup>, particularly in children.</p>
        <p>Concurrently, we conducted a health risk assessment and established a priority ranking for the 30 TDCs, as summarized in <xref ref-type="fig" rid="fig5">Figure 5B</xref> and <inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="jeea5003-SupplementaryMaterials.pdf">Supplementary Table 10</inline-supplementary-material>. The results demonstrated that the estimated intake of TDCs via dust ingestion was consistently at least four orders of magnitude lower than the predicted RfDs for the respective compounds. All calculated HQ values were below 1, indicating a relatively low health risk associated with exposure to these TDCs through dust. DPG, 6PPD, 2-OH-BTH, BTH, RD, DTPD, 4-HDPA, 6PPD-Q, and DPPD were identified as the top nine priority contaminants. Notably, two substances with high predicted toxicity - IPPD and DTPD-Q - were assigned lower priority rankings due to their low environmental concentrations. This finding underscores that health risk assessments of contaminants should consider not only intrinsic toxicity but also, more critically, environmental exposure levels. Overall, the health risk posed to humans by TDCs via dust exposure was low. However, this does not preclude the need for their management. It is crucial to note that our exposure assessment, which considered only dust ingestion and dermal contact and relied on estimated toxicity data, may have underestimated the cumulative exposure. These limitations introduce uncertainty into our conclusions.</p>
      </sec>
    </sec>
    <sec id="sec4">
      <title>CONCLUSIONS</title>
      <p>This study systematically investigated the occurrence, spatial distribution, and potential health risks of 30 TDCs in road dust from Guangzhou. DPG and 6PPD were identified as the predominant TDCs, and their concentrations were correlated with population density and traffic volume. Seasonal analysis revealed that prolonged dry conditions promoted TDC accumulation in road dust. Based on integrated toxicity prediction and health risk assessment, DPG, 6PPD, and 2-OH-BTH were identified as priority pollutants, and children were found to face relatively higher exposure risks. These findings underscore the need for future studies to evaluate multiple exposure pathways and obtain comprehensive toxicological data to refine risk assessments of TDCs in urban environments.</p>
    </sec>
  </body>
  <back>
    <sec>
      <title>DECLARATIONS</title>
      <sec>
        <title>Authors’ contributions</title>
        <p>Methodology: Hu, R.; Liu, Y. H.; Liang, X. N.; Zhang, H. Y.; Huang, Z.; Li, Z. T.</p>
        <p>Data analysis: Hu, R.; Liu, Y. H.</p>
        <p>Sampling: Hu, R.; Lin, L. Q.</p>
        <p>Study design, review and editing: Zhao, J. L.; Ying, G. G.; Hu, R.</p>
        <p>All authors approved the final manuscript.</p>
      </sec>
      <sec>
        <title>Availability of data and materials</title>
        <p>The supplementary data associated with this article can be found in the <inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="jeea5003-SupplementaryMaterials.pdf">Supplementary Materials</inline-supplementary-material>. Further data are available from the corresponding author upon reasonable request.</p>
      </sec>
      <sec>
        <title>AI and AI-assisted tools statement</title>
        <p>Not applicable.</p>
      </sec>
      <sec>
        <title>Financial support and sponsorship</title>
        <p>The authors acknowledge financial support from the National Natural Science Foundation of China (No. U21A2036), the Natural Science Foundation of Guangdong Province, China (No. 2024A1515011195), and the Guangdong Special Support Program (No. 2024TX08A357).</p>
      </sec>
      <sec>
        <title>Conflicts of interest</title>
        <p>Zhao, J. L. and Ying, G. G. are Editorial Board Members of <italic>Journal of Environmental Exposure Assessment</italic>. They were not involved in any stage of the editorial process, notably including reviewer selection, manuscript handling, or decision making. The other authors declared that there are no conflicts of interest.</p>
      </sec>
      <sec>
        <title>Ethical approval and consent to participate</title>
        <p>Not applicable.</p>
      </sec>
      <sec>
        <title>Consent for publication</title>
        <p>Not applicable.</p>
      </sec>
      <sec>
        <title>Copyright</title>
        <p>© The Author(s) 2026.</p>
      </sec>
	 <sec sec-type="supplementary-material">
      <title>Supplementary Materials</title>
          <supplementary-material content-type="local-data">
                <media xlink:href="jeea5003-SupplementaryMaterials.pdf" mimetype="application/pdf">
                        <caption>
                                <p>Supplementary Materials</p>
                        </caption>
                </media>
          </supplementary-material>

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