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<journal-id journal-id-type="publisher-id">Front. Environ. Sci.</journal-id>
<journal-title>Frontiers in Environmental Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Environ. Sci.</abbrev-journal-title>
<issn pub-type="epub">2296-665X</issn>
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<article-id pub-id-type="publisher-id">1667069</article-id>
<article-id pub-id-type="doi">10.3389/fenvs.2025.1667069</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Environmental Science</subject>
<subj-group>
<subject>Original Research</subject>
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</subj-group>
</article-categories>
<title-group>
<article-title>Metal contamination and radiological risk assessment in the coastal zone of Wadi Ghadir outlet, Red Sea, Egypt</article-title>
<alt-title alt-title-type="left-running-head">Saleh et al.</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fenvs.2025.1667069">10.3389/fenvs.2025.1667069</ext-link>
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<contrib-group>
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<name>
<surname>Saleh</surname>
<given-names>Gehad M.</given-names>
</name>
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<sup>1</sup>
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<contrib contrib-type="author">
<name>
<surname>Semary</surname>
<given-names>Hatem E.</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
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<contrib contrib-type="author" corresp="yes">
<name>
<surname>Lasheen</surname>
<given-names>El Saeed R.</given-names>
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<xref ref-type="aff" rid="aff3">
<sup>3</sup>
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<contrib contrib-type="author">
<name>
<surname>Kamar</surname>
<given-names>Mohamed S.</given-names>
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<sup>1</sup>
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<contrib contrib-type="author">
<name>
<surname>Elkelish</surname>
<given-names>Amr</given-names>
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<xref ref-type="aff" rid="aff4">
<sup>4</sup>
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<contrib contrib-type="author" corresp="yes">
<name>
<surname>Sami</surname>
<given-names>Mabrouk</given-names>
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<xref ref-type="aff" rid="aff5">
<sup>5</sup>
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<contrib contrib-type="author">
<name>
<surname>Sanislav</surname>
<given-names>Ioan V.</given-names>
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<sup>6</sup>
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<contrib contrib-type="author">
<name>
<surname>Abdelaal</surname>
<given-names>Ahmed</given-names>
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<sup>7</sup>
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<aff id="aff1">
<sup>1</sup>
<institution>Nuclear Materials Authority</institution>, <addr-line>Cairo</addr-line>, <country>Egypt</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Department of Mathematics and Statistics, College of Science, Imam Mohammad Ibn Saud Islamic University (IMSIU)</institution>, <addr-line>Riyadh</addr-line>, <country>Saudi Arabia</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Geology Department, Faculty of Science, Al-Azhar University</institution>, <addr-line>Cairo</addr-line>, <country>Egypt</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Biology Department, College of Science, Imam Mohammad ibn Saud Islamic University (IMSIU)</institution>, <addr-line>Riyadh</addr-line>, <country>Saudi Arabia</country>
</aff>
<aff id="aff5">
<sup>5</sup>
<institution>Geosciences Department, College of Science, United Arab Emirates University</institution>, <addr-line>Al Ain</addr-line>, <country>United Arab Emirates</country>
</aff>
<aff id="aff6">
<sup>6</sup>
<institution>Economic Geology Research Centre (EGRU), College of Science and Engineering, James Cook University</institution>, <addr-line>Townsville</addr-line>, <addr-line>QLD</addr-line>, <country>Australia</country>
</aff>
<aff id="aff7">
<sup>7</sup>
<institution>Environmental Sciences Department, Faculty of Science, Port Said University</institution>, <addr-line>Port Said</addr-line>, <country>Egypt</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/1143894/overview">Mariusz Gusiatin</ext-link>, University of Warmia and Mazury in Olsztyn, Poland</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/1875506/overview">Bayram Yuksel</ext-link>, Giresun University, T&#xfc;rkiye</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1601181/overview">Vikas Pandey</ext-link>, Council of Scientific and Industrial Research (CSIR), India</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: El Saeed R. Lasheen, <email>elsaeedlasheen@azhar.edu.eg</email>; Mabrouk Sami, <email>mabrouksami@uaeu.ac.ae</email>
</corresp>
</author-notes>
<pub-date pub-type="epub">
<day>30</day>
<month>10</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>13</volume>
<elocation-id>1667069</elocation-id>
<history>
<date date-type="received">
<day>16</day>
<month>07</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>01</day>
<month>10</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2025 Saleh, Semary, Lasheen, Kamar, Elkelish, Sami, Sanislav and Abdelaal.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Saleh, Semary, Lasheen, Kamar, Elkelish, Sami, Sanislav and Abdelaal</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>This study evaluated concentrations, spatial distribution, and ecological&#x2013;health risks of nine heavy metals in 25 surface sediment samples from Wadi Ghadir outlet, southeastern Red Sea coast, Egypt. The sediments were sandy (&#x3e;94%), alkaline (pH 8.12), and contained moderate organic matter (5.6%&#x2013;8.9%). Metal concentrations (mg/kg) followed: Fe &#x3e; Ba &#x3e; Cr &#x3e; Zn &#x3e; Ni &#x3e; V &#x3e; Pb &#x3e; Cu &#x3e; Co. Ba, Cr, and Ni exceeded Canadian soil quality guidelines and global Earth crust backgrounds, while others remained below. Spatially, Ba, Ni, and V peaked in the north, Co, Cr, and Zn in central sites, and Pb, Cu, and Fe in the south. Multivariate analyses indicated both natural and anthropogenic sources. Enrichment and contamination factors showed moderate enrichment for Pb and Ni, and considerable contamination for Ni. Geo-accumulation index (I<sub>geo</sub> &#x3e;5) and pollution load index (PLI; 1.62) confirmed significant contamination. Ecological risk indices (PERI &#x3c;150, Er<sup>i</sup> &#x3c;40) suggested overall low risk, with Ni and Pb most concerned. Additional sediment quality indices (MERMQ, TRI, mHQ) pointed to medium&#x2013;moderate ecological and toxic risks, while human health evaluation revealed low non-carcinogenic and carcinogenic risks. Radiological analyses of <sup>232</sup>Th, <sup>40</sup>K, and <sup>226</sup>Ra revealed concentrations (Bq/Kg) and dose indices within global safety limits, indicating negligible radiological risk.</p>
</abstract>
<kwd-group>
<kwd>metal pollution</kwd>
<kwd>spatial pattern</kwd>
<kwd>radiological risk indices</kwd>
<kwd>sediment</kwd>
<kwd>Red Sea</kwd>
<kwd>South Egypt</kwd>
</kwd-group>
<contract-num rid="cn001">IMSIU-DDRSP2502</contract-num>
<contract-sponsor id="cn001">Imam Mohammed Ibn Saud Islamic University<named-content content-type="fundref-id">10.13039/501100002713</named-content>
</contract-sponsor>
<counts>
<page-count count="16"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Toxicology, Pollution and the Environment</meta-value>
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</custom-meta-wrap>
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</front>
<body>
<sec sec-type="intro" id="s1">
<title>1 Introduction</title>
<p>The Red Sea&#x2019;s coastal zones are vital for the blue economy, supporting fisheries, transport, mining, and tourism, while also delivering ecological services such as habitat provision, shoreline protection, and carbon storage through mangroves and coral reefs (<xref ref-type="bibr" rid="B58">Mohammed et al., 2024</xref>; <xref ref-type="bibr" rid="B72">Saleh et al., 2025</xref>). Egypt relies heavily on these resources for food, energy, and industry, making them central to both livelihoods and development (<xref ref-type="bibr" rid="B9">Al-Mur and Gad, 2022</xref>). However, human pressures&#x2014;ranging from unregulated tourism to industrial expansion&#x2014;are intensifying. These changes threaten fragile ecosystems, particularly coral reefs, and highlight the urgency of balancing economic growth with environmental sustainability (<xref ref-type="bibr" rid="B90">Zhang et al., 2016</xref>; <xref ref-type="bibr" rid="B3">Abdelaal et al., 2022</xref>; <xref ref-type="bibr" rid="B4">2024</xref>; <xref ref-type="bibr" rid="B46">Lasheen et al., 2024</xref>). The rapid expansion of tourism could pose significant risks to coral reef ecosystems. To evaluate and manage these pressures, researchers increasingly rely on ecological and human health risk assessments, which help identify contaminant levels, assess their potential impacts, and provide guidance for effective environmental management strategies (<xref ref-type="bibr" rid="B57">Mohammadi et al., 2019</xref>; <xref ref-type="bibr" rid="B13">Ardila et al., 2023</xref>; <xref ref-type="bibr" rid="B86">Wan et al., 2023</xref>).</p>
<p>Anthropogenic activities including mining, land reclamation, and recreational development have increased sediment disturbance and heavy metal inputs to Red Sea coastlines (<xref ref-type="bibr" rid="B90">Zhang et al., 2016</xref>; <xref ref-type="bibr" rid="B3">Abdelaal et al., 2022</xref>; <xref ref-type="bibr" rid="B4">2024</xref>; <xref ref-type="bibr" rid="B46">Lasheen et al., 2024</xref>). Elevated concentrations of metals such as Ni, Cr, and Pb are often linked to both natural sources (e.g., mafic rocks) and anthropogenic discharges. These pollutants pose risks to marine life, bioaccumulate through food webs, and may affect human health. Previous studies have mapped contamination hotspots, yet site-specific assessments remain limited in some coastal outlets, leaving uncertainty about localized risks and contaminant sources.</p>
<p>In addition to heavy metals, coastal sediments may contain naturally occurring radioactive materials (NORMs), including isotopes of thorium, uranium, and potassium. These are enriched in heavy minerals such as zircon and monazite, which are abundant in Red Sea sediments due to erosion and transport processes (<xref ref-type="bibr" rid="B9">Al-Mur and Gad, 2022</xref>; <xref ref-type="bibr" rid="B27">Fathy et al., 2023</xref>; <xref ref-type="bibr" rid="B40">Khaleal et al., 2023a</xref>). Radiation exposure is influenced by geology, soil type, and cosmic activity, and can affect ecosystems and human health (<xref ref-type="bibr" rid="B79">UNSCEAR, 2000</xref>; <xref ref-type="bibr" rid="B89">Zakaly et al., 2024</xref>). While several studies have reported baseline radiation levels across the Red Sea (<xref ref-type="bibr" rid="B6">Al-Hamarneh and Awadallah, 2009</xref>; <xref ref-type="bibr" rid="B44">Lasheen et al., 2022</xref>), integration with metal contamination data is rare.</p>
<p>Research on Red Sea sediments has generally examined heavy metals and radiation independently, producing fragmented insights into ecological and health risks (<xref ref-type="bibr" rid="B64">&#xd6;zden et al., 2023</xref>; <xref ref-type="bibr" rid="B69">Ravisankar et al., 2015</xref>). For example, some studies have documented elevated heavy metals linked to industrial effluents, while others focused on radiation mapping to estimate background dose rates (<xref ref-type="bibr" rid="B12">AlZahrani et al., 2011</xref>; <xref ref-type="bibr" rid="B43">Kumar et al., 2024</xref>). However, comprehensive evaluations that integrate trace metal contamination, radionuclide activity, and ecological&#x2013;health risk assessments remain scarce. This gap limits the ability to identify combined hazards and hinders the development of holistic management strategies tailored to vulnerable coastal systems.</p>
<p>This study provides the first integrated assessment of heavy metals and natural radionuclides in sediments from Wadi Ghadir, a relatively unexplored locality along Egypt&#x2019;s southeastern Red Sea coast. Unlike earlier Red Sea studies, it combines multiple ecological, radiological, and health risk indices for a comprehensive evaluation. The sediments are economically important, with potential applications in tourism, infrastructure, and the nuclear industry. The research objectives are to: (1) quantify heavy metal contamination and potential sources using geochemical and statistical tools; (2) map spatial variability through GIS; (3) evaluate activity concentrations of <sup>232</sup>Th, <sup>226</sup>Ra, and <sup>40</sup>K and associated radiological risks; and (4) assess ecological and health implications. This integrated approach provides a more complete understanding of sediment-related hazards.</p>
</sec>
<sec sec-type="materials|methods" id="s2">
<title>2 Materials and methods</title>
<sec id="s2-1">
<title>2.1 Study area and geologic setting</title>
<p>Wadi (W.) Ghadir, located in the South Eastern Desert (SED) of Egypt at about 30&#xa0;km south of Marsa Alam along the Red Sea shoreline (<xref ref-type="fig" rid="F1">Figure 1</xref>). W. Ghadir is formed by fluvial and erosional processes, and is characterized by Precambrian basement rocks, which are part of the Arabian-Nubian Shield (<xref ref-type="bibr" rid="B72">Saleh et al., 2024</xref>). These rocks include ancient metamorphic and igneous formations such as gneisses, schists, granites, and volcanic rocks that were formed during the Pan-African orogeny (approximately 600&#x2013;700 million years ago). The region features significant structural features such as faults and shear zones, influenced by the Red Sea Rift system. The tectonic activity along faults and shear zones has facilitated the emplacement of hydrothermal mineral deposits, making Wadi Ghadir a target for mineral exploration. The area also contains valuable mineral resources, including gold, rare metals and radioactive minerals, associated with its complex tectonic and magmatic history (<xref ref-type="bibr" rid="B2">Abdelaal et al., 2021</xref>; <xref ref-type="bibr" rid="B39">Kamar et al., 2021</xref>). Overlying the Precambrian basement rocks are Phanerozoic sedimentary deposits, including sandstones, limestones, and evaporites from the Cretaceous to Cenozoic periods. These sediments were deposited during various marine transgressions and regressions associated with the ongoing evolution of the Red Sea (<xref ref-type="bibr" rid="B39">Kamar et al., 2021</xref>). To illustrate sampling sites and distinct land/water features in the W. Ghadir outlet region along the Red Sea coast (<xref ref-type="fig" rid="F1">Figure 1b</xref>), a Landsat-8 OLI satellite image was utilized (obtained from the U.S. Geological Survey (USGS) website: <ext-link ext-link-type="uri" xlink:href="https://earthexplorer.usgs.gov/">https://earthexplorer.usgs.gov/</ext-link>; Path: 173; Row: 43; acquisition date: 28 July 2024). The OLI image was processed using a composite bands tool, incorporating true-color bands (4, 3, and 2) to highlight the land use characteristics of the study area (<xref ref-type="fig" rid="F1">Figure 1b</xref>) (<xref ref-type="bibr" rid="B72">Saleh et al., 2025</xref>; <xref ref-type="bibr" rid="B46">Lasheen et al., 2024</xref>; <xref ref-type="bibr" rid="B73">Saralioglu and Vatandaslar, 2022</xref>). In the present region, most of the coastal sediments consist of sand, gravels, and mud, exhibiting distinct ripple marks (<xref ref-type="sec" rid="s11">Supplementary Figures S1a&#x2013;f</xref>). These marks can be distinguished from one another based on their orientation, unique patterns, and external forms (<xref ref-type="sec" rid="s11">Supplementary Figure S1d</xref>). Globally, mangrove ecosystems harbor highly valuable plants that produce a wealth of branches and various other organic materials. The mangrove environment is enriched by organic matter as it spreads to surrounding areas.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>
<bold>(a)</bold> Location map for Wadi Ghadir outlet, Red Sea coastline, South Egypt, approximately 30 km south of Marsa Alam. <bold>(b)</bold> Landsat-8 true color image (bands: 4, 3, 2) displaying the study area&#x2019;s unique land/water features and coastal sediment sampling locations. <bold>(c)</bold> simplified topographic map showing the geological features (e.g., G. Zabara) and mining/ore sites (e.g., vermiculite, granite, talc, ilmenite, and beryl) of Wadi Ghadir at about 20&#xa0;km to the west of the study area, that modified after (<xref ref-type="bibr" rid="B54">Mansour, 2003</xref>).</p>
</caption>
<graphic xlink:href="fenvs-13-1667069-g001.tif">
<alt-text content-type="machine-generated">Map showing three panels: (a) Egypt and the Nile River with sampling sites marked along the Red Sea; (b) enlarged view of Wadi Ghadir area with sampling sites labeled S1-S25 along the coast; (c) geological map highlighting mines, quarries, and the study area near Marsa Alam along the Red Sea.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s2-2">
<title>2.2 Sampling and analysis of sediments</title>
<p>Twenty-five sediment samples (S1-25) were collected from the top layer (0&#x2013;20&#xa0;cm) of W. Ghadir outlet in the Red Sea region (<xref ref-type="fig" rid="F1">Figure 1b</xref>) using a hand-operated auger, to ensure adequate spatial coverage across the study area. The sampling sites were selected to represent different geomorphological settings and potential pollution sources, guided by previous assessments. This strategy provides a robust dataset, and the accompanying map clearly illustrates site distribution and labeling (<xref ref-type="fig" rid="F1">Figure 1b</xref>). The samples were then transported to the lab in clean 1-kg containers for chemical analysis, including pH and total organic matter (TOM) measurements. Approximately 30&#xa0;g of each sample underwent particle size analysis. The samples were treated with 15% H<sub>2</sub>O<sub>2</sub> and diluted HCl to remove carbonate and organic debris (<xref ref-type="bibr" rid="B76">Song et al., 2023</xref>). Sediment texture was classified using ternary diagrams (<xref ref-type="bibr" rid="B28">Folk, 1980</xref>), categorizing the samples based on grain size: gravel, sand, or mud (silt with clay) (<xref ref-type="bibr" rid="B13">Ardila et al., 2023</xref>). Sand and gravel fractions were analyzed using wet sieving, while the mud fraction was examined using the pipette method, following <xref ref-type="bibr" rid="B28">Folk&#x2019;s (1980)</xref> approach. Organic matter content was evaluated by heating 2&#xa0;g sediment samples in a 550&#xa0;&#xb0;C furnace and measuring weight loss (<xref ref-type="bibr" rid="B20">Dean, 1974</xref>). The percentage of inorganic material was determined by post-procedure weighing, as described by <xref ref-type="bibr" rid="B20">Dean (1974)</xref>. For metal analysis, the finest sediment fractions (&#x3c;177&#xa0;&#xb5;m) were prepared by grinding, screening, and air drying at room temperature, according to the method of (<xref ref-type="bibr" rid="B32">Haluschak, 2006</xref>). One-gram samples were digested using nitric acid (HNO<sub>3</sub>), perchloric acid (HClO<sub>4</sub>), and hydrochloric acid (HCl), then filtered to remove any remaining material (<xref ref-type="bibr" rid="B62">Oregioni and Astone, 1984</xref>). Nine heavy metals (Ba, Co, Pb, Cu, Cr, Ni, Zn, V, and Fe) were extracted from the sediments using ICP-OES at the National Research Centre (NRC), Giza, Egypt, following <xref ref-type="bibr" rid="B62">Oregioni and Astone&#x2019;s (1984)</xref> protocol. The limits of detection (LODs) for Ba, Co, Pb, Cu, Cr, Ni, Zn, V, and Fe are 0.2, 0.2, 1, 1, 0.5, 1, 3, 0.1, and 10&#xa0;mg/kg, respectively. The accuracy and precision of metal determinations were validated using certified external reference standards (SRM 2706 from NIST (USA) and Certipur from Merck Co. (Germany), yielding recovery rates between 90% and 99%. The ICP-OES operating conditions were systematically optimized to ensure maximum sensitivity to the target elements.</p>
</sec>
<sec id="s2-3">
<title>2.3 Ecological, SQGs and health risk assessment indices</title>
<p>This study involved the calculation and application of five ecological risk indices. Enrichment Factor (EF) (<xref ref-type="bibr" rid="B90">Zhang et al., 2016</xref>), calculated as EF &#x3d; (C<sub>s</sub>/Fe<sub>s</sub>)/(C<sub>b</sub>/Fe<sub>b</sub>), where C<sub>s</sub> is the sample&#x2019;s analysed metal value, C<sub>b</sub> is the metal crust background, and Fe<sub>b</sub> is the Fe crust background (<xref ref-type="sec" rid="s11">Supplementary Table S1</xref>). Background levels in the Earth&#x2019;s crust for Ba, Co, Pb, Cu, Cr, Ni, Zn, V, and Fe are 417, 12, 25, 26, 100, 20, 66, 100, and 50,000&#xa0;mg/kg, respectively (<xref ref-type="bibr" rid="B38">Kabata-Pendias and Mukherjee, 2007</xref>). Contamination Factor (CF), calculated as CF &#x3d; C<sub>s</sub>/C<sub>b</sub> (<xref ref-type="bibr" rid="B31">Hakanson, 1980</xref>), which is the result of dividing the detected metal concentration (Cs) in the sediments by local reference value (C<sub>b</sub>) (<xref ref-type="bibr" rid="B96">Mahmoud et al., 2020</xref>). Index of Geo-accumulation (I<sub>geo</sub>) calculated as <inline-formula id="inf1">
<mml:math id="m1">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi mathvariant="normal">I</mml:mi>
<mml:mtext>geo</mml:mtext>
<mml:mo>&#x3d;</mml:mo>
<mml:mi>log</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
<mml:mfrac>
<mml:mtext>Cn</mml:mtext>
<mml:mrow>
<mml:mn>1.5</mml:mn>
<mml:mo>&#x2a;</mml:mo>
<mml:mtext>Bn</mml:mtext>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
</inline-formula>, where B<sub>n</sub> is the metal crust-background value and C<sub>n</sub> is the investigated metal value. A normalizing factor of 1.5 is applied (<xref ref-type="bibr" rid="B59">Mueller, 1981</xref>) (<xref ref-type="sec" rid="s11">Supplementary Table S1</xref>). Pollution Load Index (PLI) (<xref ref-type="bibr" rid="B77">Tomlinson et al., 1980</xref>), calculated as PLI &#x3d; (CF1 &#x2a; CF2 &#x2a; CF3&#x2a; &#x2026; &#x2a; CFn)<sup>1/n</sup>, where &#x201c;n&#x201d; denotes the number of metals analyzed (nine in this study), and &#x201c;CF&#x201d; denotes the contamination factor of the metals (<xref ref-type="sec" rid="s11">Supplementary Table S1</xref>).</p>
<p>Potential Ecological Risk Index (PERI), calculated as PERI &#x3d; <inline-formula id="inf2">
<mml:math id="m2">
<mml:mrow>
<mml:mstyle displaystyle="true">
<mml:msubsup>
<mml:mo>&#x2211;</mml:mo>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mi>n</mml:mi>
</mml:msubsup>
</mml:mstyle>
<mml:msub>
<mml:mtext>Er</mml:mtext>
<mml:mi mathvariant="normal">i</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mstyle displaystyle="true">
<mml:msubsup>
<mml:mo>&#x2211;</mml:mo>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mi>n</mml:mi>
</mml:msubsup>
</mml:mstyle>
<mml:mtext>Tri</mml:mtext>
<mml:mo>&#xd7;</mml:mo>
<mml:mtext>CFi</mml:mtext>
</mml:mrow>
</mml:math>
</inline-formula>, where CF is the contamination factor, Tri is a metal&#x2019;s hazardous response factor (Co &#x3d; 5, Pb &#x3d; 5, Cu &#x3d; 5, Cr &#x3d; 2, Ni &#x3d; 5, Zn &#x3d; 1, V &#x3d; 2, and Fe &#x3d; 1), and Er<sup>i</sup> is potential ecological risk factor (<xref ref-type="bibr" rid="B31">Hakanson, 1980</xref>) (<xref ref-type="sec" rid="s11">Supplementary Table S1</xref>).</p>
<p>Additionally, three sediment quality guidelines (SQGs) were utilized, including the mean effects range median quotient (MERMQ), calculated as MERMQ &#x3d; <inline-formula id="inf3">
<mml:math id="m3">
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mo>&#x2211;</mml:mo>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>C</mml:mi>
<mml:mi>i</mml:mi>
<mml:mo>/</mml:mo>
<mml:mi>E</mml:mi>
<mml:mi>R</mml:mi>
<mml:mi>M</mml:mi>
<mml:mi>i</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
<mml:mi>n</mml:mi>
</mml:mfrac>
</mml:mrow>
</mml:math>
</inline-formula>, where Ci is the metal value that has been measured, ERMi is the metal&#x2019;s effects range-median, and n is the total number of metals that have been analyzed (<xref ref-type="bibr" rid="B50">Long et al., 2000</xref>; <xref ref-type="bibr" rid="B49">1995</xref>) (<xref ref-type="sec" rid="s11">Supplementary Table S1</xref>). Toxic Risk Index (TRI), calculated as TRIi &#x3d; <inline-formula id="inf4">
<mml:math id="m4">
<mml:mrow>
<mml:msqrt>
<mml:mfrac>
<mml:mrow>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mi>C</mml:mi>
<mml:mi>i</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>T</mml:mi>
<mml:mi>E</mml:mi>
<mml:mi>L</mml:mi>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mo>&#x2b;</mml:mo>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mi>C</mml:mi>
<mml:mi>i</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>P</mml:mi>
<mml:mi>E</mml:mi>
<mml:mi>L</mml:mi>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:mfrac>
</mml:msqrt>
</mml:mrow>
</mml:math>
</inline-formula> and TRI &#x3d; <inline-formula id="inf5">
<mml:math id="m5">
<mml:mrow>
<mml:mstyle displaystyle="true">
<mml:msubsup>
<mml:mo>&#x2211;</mml:mo>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mi>n</mml:mi>
</mml:msubsup>
</mml:mstyle>
<mml:mtext>TRIi</mml:mtext>
</mml:mrow>
</mml:math>
</inline-formula>, where TRIi is the toxic risk index for a single element i and TRI indicates integrated metals in a sediment sample, are calculated using SQGs threshold effects level (TEL) and probable effects level (PEL) (<xref ref-type="bibr" rid="B48">Long and MacDonald, 1998</xref>) (<xref ref-type="sec" rid="s11">Supplementary Table S1</xref>), and modified hazard quotient (mHQ), calculated as mHQ &#x3d; <inline-formula id="inf6">
<mml:math id="m6">
<mml:mrow>
<mml:msqrt>
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mi>C</mml:mi>
<mml:mi>i</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>T</mml:mi>
<mml:mi>E</mml:mi>
<mml:mi>L</mml:mi>
<mml:mi>i</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x2b;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mi>C</mml:mi>
<mml:mi>i</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>P</mml:mi>
<mml:mi>E</mml:mi>
<mml:mi>L</mml:mi>
<mml:mi>i</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x2b;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mi>C</mml:mi>
<mml:mi>i</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>S</mml:mi>
<mml:mi>E</mml:mi>
<mml:mi>L</mml:mi>
<mml:mi>i</mml:mi>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:msqrt>
</mml:mrow>
</mml:math>
</inline-formula>, compares the metal value found in sediments to the SQG standards, namely, TEL, PEL, and severe effect level (SEL) (<xref ref-type="bibr" rid="B52">MacDonald et al., 2000</xref>). Furthermore, two human health risk indices were calculated: the non-carcinogenic Hazard Index (HI) is calculated as HI &#x3d; <inline-formula id="inf7">
<mml:math id="m7">
<mml:mrow>
<mml:mstyle displaystyle="true">
<mml:msubsup>
<mml:mo>&#x2211;</mml:mo>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mi>n</mml:mi>
</mml:msubsup>
</mml:mstyle>
<mml:mi>H</mml:mi>
<mml:mi>Q</mml:mi>
<mml:mi>i</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> , HQ &#x3d; CDI/RfD, and CDI<sub>dermal</sub> &#x3d; (Cs &#xd7; CF &#xd7; SA &#xd7; AF &#xd7; ABS &#xd7; EF &#xd7; ED)/(BW &#xd7; AT) (<xref ref-type="sec" rid="s11">Supplementary Table S2</xref>), and The RfD values for Ba, Co, Pb, Cu, Cr, Ni, and Zn are 0.0049, 0.02, 0.003, 0.0371, 0.015, 0.02, and 0.3, respectively (<xref ref-type="bibr" rid="B56">Mileti&#x107; et al., 2023</xref>; <xref ref-type="bibr" rid="B84">U.S. EPA, 2007</xref>; <xref ref-type="bibr" rid="B83">2005</xref>). Total Cancer Risk (TCR) (<xref ref-type="bibr" rid="B67">RAIS, 2017</xref>; <xref ref-type="bibr" rid="B82">U.S. EPA, 2002</xref>), calculated as TCR &#x3d; <inline-formula id="inf8">
<mml:math id="m8">
<mml:mrow>
<mml:mo>&#x2211;</mml:mo>
<mml:mi>C</mml:mi>
<mml:mi>R</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> and CR &#x3d; CDI<sub>dermal</sub> &#xd7; CSF, where the cancer slope factor (CSF) values for Pb, Cr, and Ni that were applied in this study are 0.042, 41, and 0.91, respectively, according to (<xref ref-type="bibr" rid="B61">OEHHA, 2023</xref>). The input data and equations of the employed ecological, SQGs, and health risk indices are reported in the <xref ref-type="sec" rid="s11">Supplementary Material</xref>, <xref ref-type="sec" rid="s11">Supplementary Tables S1 and S2</xref>.</p>
</sec>
<sec id="s2-4">
<title>2.4 Radioactivity indices in sediments</title>
<p>To evaluate the radiological impact of sediment samples, it is necessary to calculate various radiological parameters. These include absorbed dose rates (D<sub>air</sub>), their annual outdoor and indoor effects (AED<sub>out</sub> and AED<sub>in</sub>), gamma index (I<sub>&#x3b3;</sub>), external and internal indexes (H<sub>in</sub> and H<sub>ex</sub>), excess life cancer risk (ELCR), alpha index (I<sub>&#x3b1;</sub>), and radium equivalent (Ra<sub>eq</sub>). The radionuclides <sup>40</sup>K, <sup>226</sup>Ra, and <sup>232</sup>Th (Bq/Kg) are denoted by C<sub>K</sub>, C<sub>Ra</sub>, and C<sub>Th</sub>, respectively. Detailed equations for assessing different radiation exposure and risk factors can be found in <xref ref-type="sec" rid="s11">Supplementary Table S3</xref>.</p>
<p>The collected sediment samples underwent a preparation process. Initially, they were air-dried before being divided. Representative samples then had their heavy minerals extracted using the bromoform heavy liquid extraction technique. Following this, the samples were subjected to magnetic separation using a Frantz isodynamic separator, which categorized them according to their distinct magnetic characteristics. The extracted minerals were subsequently analyzed at the Nuclear Materials Authority laboratories. An Environmental Scanning Electron Microscope (ESEM, Phillips XL-30) was employed for identification, with confirmation provided by a binocular microscope.</p>
</sec>
<sec id="s2-5">
<title>2.5 Statistical analysis</title>
<p>Various statistical techniques were utilized to assess potential sources of metals in the sediments, using Statgraphics software (Ver. 18). These methods encompassed descriptive statistics, Pearson correlation analysis, factor analysis (FA), and cluster analysis (<xref ref-type="bibr" rid="B71">Reimann et al., 2008</xref>). To assess the normality of the data set, different statistical methods were employed. The Kolmogorov-Smirnov test was utilized to evaluate the normal distribution of pH, organic matter, and the metals under investigation. For the grain size dataset, skewness and kurtosis were analyzed. The analysis revealed that all datasets fell within the expected range for normal distribution (<xref ref-type="table" rid="T1">Table 1</xref>).</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Summary statistics of metals contents (mg/kg), grain size (%), pH, and organic matter in coastal sediments of W. Ghadir outlet, Red Sea.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">n &#x3d; 25</th>
<th align="center">Ba</th>
<th align="center">Co</th>
<th align="center">Pb</th>
<th align="center">Cu</th>
<th align="center">Cr</th>
<th align="center">Ni</th>
<th align="center">Zn</th>
<th align="center">V</th>
<th align="center">Fe</th>
<th align="center">Gravel%</th>
<th align="center">Sand%</th>
<th align="center">Silt &#x2b; Clay%</th>
<th align="center">pH</th>
<th align="center">TOM%</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">Mean</td>
<td align="center">488.96</td>
<td align="center">7.64</td>
<td align="center">52.96</td>
<td align="center">41.72</td>
<td align="center">
<bold>173.48</bold>
</td>
<td align="center">
<bold>86.64</bold>
</td>
<td align="center">112.24</td>
<td align="center">85.88</td>
<td align="center">
<bold>51,513</bold>
</td>
<td align="center">0.87</td>
<td align="center">94.16</td>
<td align="center">4.85</td>
<td align="center">8.12</td>
<td align="center">7.66</td>
</tr>
<tr>
<td align="center">Min</td>
<td align="center">158</td>
<td align="center">3</td>
<td align="center">15</td>
<td align="center">11</td>
<td align="center">56</td>
<td align="center">23</td>
<td align="center">24</td>
<td align="center">33</td>
<td align="center">36,649</td>
<td align="center">0.2</td>
<td align="center">91.7</td>
<td align="center">2.5</td>
<td align="center">7.6</td>
<td align="center">5.6</td>
</tr>
<tr>
<td align="center">Max</td>
<td align="center">1,025</td>
<td align="center">14</td>
<td align="center">102</td>
<td align="center">92</td>
<td align="center">366</td>
<td align="center">165</td>
<td align="center">245</td>
<td align="center">145</td>
<td align="center">72,388</td>
<td align="center">1.5</td>
<td align="center">96.6</td>
<td align="center">7.7</td>
<td align="center">8.8</td>
<td align="center">8.9</td>
</tr>
<tr>
<td align="center">Median</td>
<td align="center">456</td>
<td align="center">7</td>
<td align="center">47</td>
<td align="center">37</td>
<td align="center">164</td>
<td align="center">78</td>
<td align="center">78</td>
<td align="center">82</td>
<td align="center">52,245</td>
<td align="center">0.9</td>
<td align="center">93.9</td>
<td align="center">5.1</td>
<td align="center">8.1</td>
<td align="center">7.8</td>
</tr>
<tr>
<td align="center">SD</td>
<td align="center">245.9</td>
<td align="center">3.14</td>
<td align="center">27</td>
<td align="center">21.96</td>
<td align="center">71.6</td>
<td align="center">41</td>
<td align="center">74.73</td>
<td align="center">28.26</td>
<td align="center">7,728</td>
<td align="center">0.37</td>
<td align="center">1.32</td>
<td align="center">1.3</td>
<td align="center">0.35</td>
<td align="center">0.87</td>
</tr>
<tr>
<td align="center">CV%</td>
<td align="center">50.3</td>
<td align="center">41.1</td>
<td align="center">51</td>
<td align="center">52.6</td>
<td align="center">41.2</td>
<td align="center">47.4</td>
<td align="center">66.5</td>
<td align="center">33</td>
<td align="center">15</td>
<td align="center">42.6</td>
<td align="center">1.4</td>
<td align="center">26.2</td>
<td align="center">4.3</td>
<td align="center">11.3</td>
</tr>
<tr>
<td align="center">Skewness</td>
<td align="center">0.71</td>
<td align="center">0.68</td>
<td align="center">0.51</td>
<td align="center">1.45</td>
<td align="center">1.99</td>
<td align="center">0.81</td>
<td align="center">1.5</td>
<td align="center">0.46</td>
<td align="center">0.45</td>
<td align="center">&#x2212;0.23</td>
<td align="center">0.10</td>
<td align="center">0.23</td>
<td align="center">0.68</td>
<td align="center">&#x2212;2.00</td>
</tr>
<tr>
<td align="center">Kurtosis</td>
<td align="center">&#x2212;0.97</td>
<td align="center">&#x2212;0.64</td>
<td align="center">&#x2212;1.24</td>
<td align="center">&#x2212;0.10</td>
<td align="center">1.35</td>
<td align="center">&#x2212;0.64</td>
<td align="center">&#x2212;0.85</td>
<td align="center">&#x2212;0.47</td>
<td align="center">1.35</td>
<td align="center">&#x2212;1.13</td>
<td align="center">&#x2212;0.79</td>
<td align="center">&#x2212;0.58</td>
<td align="center">&#x2212;0.85</td>
<td align="center">0.46</td>
</tr>
<tr>
<td align="center">
<xref ref-type="bibr" rid="B19">CSQG (2007)</xref>
</td>
<td align="center">750</td>
<td align="center">40</td>
<td align="center">70</td>
<td align="center">63</td>
<td align="center">64</td>
<td align="center">50</td>
<td align="center">200</td>
<td align="center">130</td>
<td align="center">-</td>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="center">
<xref ref-type="bibr" rid="B78">Turekian and Wedepohl (1961)</xref>
</td>
<td align="center">-</td>
<td align="center">19</td>
<td align="center">20</td>
<td align="center">45</td>
<td align="center">90</td>
<td align="center">68</td>
<td align="center">95</td>
<td align="center">130</td>
<td align="center">47,200</td>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Bold face relates to the highest and significant values.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
</sec>
<sec sec-type="results|discussion" id="s3">
<title>3 Results and discussions</title>
<sec id="s3-1">
<title>3.1 Sediment&#x2019;s composition and type</title>
<p>
<xref ref-type="sec" rid="s11">Supplementary Tables S4 and S5</xref> display the analyzed results of grain size, pH, and total organic matter (TOM), with <xref ref-type="table" rid="T2">Table 2</xref> showing a summary and <xref ref-type="fig" rid="F2">Figure 2</xref> illustrating the spatial distribution. The sediments at W. Ghadir outlet showed the smallest average percentages of gravel (0.87%) and mud (silt &#x2b; clay; 4.85%), while sand constituted the bulk (&#x3e;94.16%) of the sediment composition (<xref ref-type="fig" rid="F2">Figure 2a</xref>; <xref ref-type="sec" rid="s11">Supplementary Table S4</xref>). The outlet sediments of W. Ghadir were found to be alkaline (pH &#x3d; 8.12) with TOM levels ranging from low to moderate (5.6%&#x2013;8.9%) (<xref ref-type="bibr" rid="B23">Ercegovac and Kosti&#x107;, 2006</xref>) (<xref ref-type="table" rid="T1">Table 1</xref>). This composition could be linked to the mangrove swamps along the W. Ghadir coastline, which supply organic matter through fallen leaves and debris (<xref ref-type="fig" rid="F2">Figure 2b</xref>). The sediment sites exhibited varying patterns of pH and organic matter content (<xref ref-type="fig" rid="F1">Figures 1b</xref>, <xref ref-type="fig" rid="F2">2b</xref>). Southern locations (e.g., S18 and S21) had the highest proportions of gravel and sand, possibly due to substantial fluvial deposits from western wadies that regularly flood into the Red Sea (<xref ref-type="fig" rid="F1">Figures 1b</xref>, <xref ref-type="fig" rid="F2">2a</xref>). In contrast, central sites (e.g., S10), where mangrove swamps are located, showed the highest levels of mud, pH, and organic matter (<xref ref-type="fig" rid="F1">Figures 1b</xref>, <xref ref-type="fig" rid="F2">2</xref>).</p>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>The average metal&#x2019; contents (mg/kg) in coastal sediments of W. Ghadir were compared to those found in Egyptian and global coastal sediments. Boldface relates to the highest values of metals.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Location</th>
<th align="center">Ba</th>
<th align="center">Co</th>
<th align="center">Pb</th>
<th align="center">Cu</th>
<th align="center">Cr</th>
<th align="center">Ni</th>
<th align="center">Zn</th>
<th align="center">V</th>
<th align="center">Fe</th>
<th align="center">References</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">W. Ghadir outlet, Red Sea, Egypt</td>
<td align="center">
<bold>488.96</bold>
</td>
<td align="center">7.64</td>
<td align="center">52.96</td>
<td align="center">41.72</td>
<td align="center">
<bold>173.48</bold>
</td>
<td align="center">
<bold>86.64</bold>
</td>
<td align="center">112.24</td>
<td align="center">85.88</td>
<td align="center">51,513</td>
<td align="center">This study</td>
</tr>
<tr>
<td align="left">Sharm El Luli, Red Sea, Egypt</td>
<td align="center">304.15</td>
<td align="center">
<bold>34.12</bold>
</td>
<td align="center">
<bold>85.94</bold>
</td>
<td align="center">38.15</td>
<td align="center">162</td>
<td align="center">37.47</td>
<td align="center">
<bold>124.78</bold>
</td>
<td align="center">
<bold>260.52</bold>
</td>
<td align="center">44.765</td>
<td align="center">
<xref ref-type="bibr" rid="B72">Saleh et al. (2025)</xref>
</td>
</tr>
<tr>
<td align="left">Red Sea coastline, Egypt</td>
<td align="center">171.84</td>
<td align="center">4.81</td>
<td align="center">4.89</td>
<td align="center">7.7</td>
<td align="center">53.84</td>
<td align="center">15.37</td>
<td align="center">27.55</td>
<td align="center">29.78</td>
<td align="center">14,562</td>
<td align="center">
<xref ref-type="bibr" rid="B16">Badawy et al. (2018)</xref>
</td>
</tr>
<tr>
<td align="left">W. El-Gemal outlet, Red Sea, Egypt</td>
<td align="center">-</td>
<td align="center">1.24</td>
<td align="center">2.57</td>
<td align="center">0.47</td>
<td align="center">-</td>
<td align="center">2.44</td>
<td align="center">6.74</td>
<td align="center">-</td>
<td align="center">4,618</td>
<td align="center">
<xref ref-type="bibr" rid="B8">Al-Kahtany et al. (2023)</xref>
</td>
</tr>
<tr>
<td align="left">W. El-Gemal Island, Red Sea, Egypt</td>
<td align="center">-</td>
<td align="center">2.05</td>
<td align="center">0.84</td>
<td align="center">0.31</td>
<td align="center">-</td>
<td align="center">0.7</td>
<td align="center">3.4</td>
<td align="center">-</td>
<td align="center">1,271</td>
<td align="center">
<xref ref-type="bibr" rid="B46">Lasheen et al. (2024)</xref>
</td>
</tr>
<tr>
<td align="left">Abu Minqar Island, Red Sea, Egypt</td>
<td align="center">-</td>
<td align="center">2.34</td>
<td align="center">1.19</td>
<td align="center">0.27</td>
<td align="center">-</td>
<td align="center">0.76</td>
<td align="center">2.89</td>
<td align="center">-</td>
<td align="center">921</td>
<td align="center">
<xref ref-type="bibr" rid="B4">Abdelaal et al. (2024)</xref>
</td>
</tr>
<tr>
<td align="left">Marsa Alam coast, Red Sea, Egypt</td>
<td align="center">-</td>
<td align="center">1.83</td>
<td align="center">2.23</td>
<td align="center">1.94</td>
<td align="center">10.62</td>
<td align="center">6.82</td>
<td align="center">28.83</td>
<td align="center">-</td>
<td align="center">1,674</td>
<td align="center">
<xref ref-type="bibr" rid="B26">Farhat et al. (2022)</xref>
</td>
</tr>
<tr>
<td align="left">Gulf of Suez, Egypt</td>
<td align="center">-</td>
<td align="center">7.4</td>
<td align="center">2.78</td>
<td align="center">1.66</td>
<td align="center">8.98</td>
<td align="center">5.58</td>
<td align="center">3.96</td>
<td align="center">-</td>
<td align="center">540</td>
<td align="center">
<xref ref-type="bibr" rid="B60">Nour et al. (2022)</xref>
</td>
</tr>
<tr>
<td align="left">Ras Abu Ali Island, Saudi Arabia</td>
<td align="center">-</td>
<td align="center">1.43</td>
<td align="center">3.5</td>
<td align="center">4.14</td>
<td align="center">7.86</td>
<td align="center">13</td>
<td align="center">6.9</td>
<td align="center">6.67</td>
<td align="center">4,808</td>
<td align="center">
<xref ref-type="bibr" rid="B7">Al-Kahtany and El-Sorogy (2023)</xref>
</td>
</tr>
<tr>
<td align="left">Aqaba coast, Red Sea, Saudi Arabia</td>
<td align="center">-</td>
<td align="center">4.5</td>
<td align="center">6.6</td>
<td align="center">30</td>
<td align="center">39</td>
<td align="center">14</td>
<td align="center">24</td>
<td align="center">-</td>
<td align="center">3,374</td>
<td align="center">
<xref ref-type="bibr" rid="B21">El-Sorogy et al. (2020)</xref>
</td>
</tr>
<tr>
<td align="left">Northeast coast, Iran</td>
<td align="center">142</td>
<td align="center">
<bold>8</bold>
</td>
<td align="center">9</td>
<td align="center">13</td>
<td align="center">70</td>
<td align="center">50</td>
<td align="center">34</td>
<td align="center">41</td>
<td align="center">21,800</td>
<td align="center">
<xref ref-type="bibr" rid="B85">Vaezi and Lak (2023)</xref>
</td>
</tr>
<tr>
<td align="left">Lagoon lakes, Turkey</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">17.74</td>
<td align="center">11.63</td>
<td align="center">90.80</td>
<td align="center">25.04</td>
<td align="center">19.43</td>
<td align="center">-</td>
<td align="center">28,191</td>
<td align="center">
<xref ref-type="bibr" rid="B88">Y&#xfc;ksel and Fikret (2025)</xref>
</td>
</tr>
<tr>
<td align="left">Vedaranyam coast, India</td>
<td align="center">-</td>
<td align="center">
<bold>71</bold>
</td>
<td align="center">-</td>
<td align="center">
<bold>115.1</bold>
</td>
<td align="center">48.8</td>
<td align="center">66</td>
<td align="center">
<bold>623</bold>
</td>
<td align="center">-</td>
<td align="center">
<bold>65,966</bold>
</td>
<td align="center">
<xref ref-type="bibr" rid="B30">Gopal et al. (2023)</xref>
</td>
</tr>
<tr>
<td align="left">Zhejiang coast, China</td>
<td align="center">457.4</td>
<td align="center">
<bold>17.17</bold>
</td>
<td align="center">29.4</td>
<td align="center">28.15</td>
<td align="center">55.46</td>
<td align="center">45</td>
<td align="center">
<bold>115.87</bold>
</td>
<td align="center">
<bold>142.8</bold>
</td>
<td align="center">-</td>
<td align="center">
<xref ref-type="bibr" rid="B91">Zhao et al. (2023)</xref>
</td>
</tr>
<tr>
<td align="left">Mailiao coast, Taiwan</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">21.69</td>
<td align="center">30.96</td>
<td align="center">86.1</td>
<td align="center">51.65</td>
<td align="center">
<bold>174.12</bold>
</td>
<td align="center">-</td>
<td align="center">38,370</td>
<td align="center">
<xref ref-type="bibr" rid="B25">Fang and Chang (2023)</xref>
</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Bold face relates to the highest and significant values.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Spatial variations in sediment grain size (%) distribution <bold>(a)</bold>, pH and total organic matter (TOM%; <bold>(b)</bold>) in sediments of W. Ghadir outlet, Red Sea coastline.</p>
</caption>
<graphic xlink:href="fenvs-13-1667069-g002.tif">
<alt-text content-type="machine-generated">Two-part graph showing site data. Part (a) is a bar chart of grain size distribution across 25 sites, categorized by gravel, sand, and silt plus clay percentages. Part (b) is a line graph of pH and total organic matter (TOM) percentage across the same sites. The pH line is blue, showing moderate fluctuations, while TOM is orange, displaying more variability.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s3-2">
<title>3.2 Metal&#x2019;s contents, patterns, and potential sources</title>
<p>The heavy metal concentrations in coastal sediments of the Red Sea&#x2019;s W. Ghadir outlet are detailed in <xref ref-type="sec" rid="s11">Supplementary Table S5</xref>. <xref ref-type="table" rid="T1">Table 1</xref> summarizes these metals, while <xref ref-type="fig" rid="F3">Figure 3</xref> illustrates their spatial distribution across sampling sites (S1-25). The observed metal concentrations aligned with Canadian soil quality guidelines (<xref ref-type="bibr" rid="B19">CSQG, 2007</xref>) and Earth&#x2019;s sedimentary rocks (shales) (<xref ref-type="bibr" rid="B78">Turekian and Wedepohl, 1961</xref>), as shown in <xref ref-type="table" rid="T1">Table 1</xref>. The analyzed metals, ranked by concentration (mg/kg), were Fe (51,513) &#x3e; Ba (488.96) &#x3e; Cr (173.48) &#x3e; Zn (112.24) &#x3e; Ni (86.64) &#x3e; V (85.88) &#x3e; Pb (52.96) &#x3e; Cu (41.72) &#x3e; Co (7.64) (<xref ref-type="table" rid="T1">Table 1</xref>). In this study, Cr, Ni, and Fe exhibited higher levels compared to Earth&#x2019;s sedimentary rocks (shales) (<xref ref-type="bibr" rid="B78">Turekian and Wedepohl, 1961</xref>) and Canadian guidelines (<xref ref-type="bibr" rid="B19">CSQG, 2007</xref>). This enrichment is linked to the basement rocks and mining activities in W. Ghadir that cross alteration zones containing various mineral deposits (e.g., vermiculite, granite, talc, ilmenite, and beryl) at about 20&#xa0;km to the west of study area (<xref ref-type="fig" rid="F1">Figure 1c</xref>). During floods, these wadies transport minerals from upstream rocks to downstream mangrove areas, resulting in mineral deposition (<xref ref-type="bibr" rid="B58">Mohammed et al., 2024</xref>). Conversely, the other metals examined (Ba, Co, Cu, Zn, and V concentrations were lower than Canadian guidelines (<xref ref-type="bibr" rid="B19">CSQG, 2007</xref>).</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Spatial pattern of metal contents (mg/kg) in coastal sediments of W. Ghadir outlet: Ba <bold>(a)</bold>, Co <bold>(b)</bold>, Pb <bold>(c)</bold>, Cu <bold>(d)</bold>, Cr <bold>(e)</bold>, Ni <bold>(f)</bold>, Zn <bold>(g)</bold>, V <bold>(h)</bold>, and Fe <bold>(i)</bold>.</p>
</caption>
<graphic xlink:href="fenvs-13-1667069-g003.tif">
<alt-text content-type="machine-generated">Grid of nine maps showing metal concentrations in a coastal area, each panel marked with red circles indicating levels of different metals: Ba, Co, Pb, Cu, Cr, Ni, Zn, V, Fe. Each map has coordinates and a legend indicating concentration ranges.</alt-text>
</graphic>
</fig>
<p>In respect to the spatial distribution, the northern sediment sites (e.g., S1-10) of W. Ghadir outlet showed the highest contents of Ni (<xref ref-type="fig" rid="F3">Figure 3f</xref>). The central sites (e.g., S11-15) displayed the highest contents of Ba (<xref ref-type="fig" rid="F3">Figure 3Aa</xref>), Co (<xref ref-type="fig" rid="F3">Figure 3b</xref>), Cr (<xref ref-type="fig" rid="F3">Figure 3e</xref>), Zn (<xref ref-type="fig" rid="F3">Figure 3g</xref>), and V (<xref ref-type="fig" rid="F3">Figure 3h</xref>), coinciding with significant wadi discharge fluvial deposits and frequent W. Ghadir flooding (<xref ref-type="fig" rid="F1">Figures 1b</xref>, <xref ref-type="fig" rid="F4">4</xref>). While the southern sites (e.g., S17-25) had the highest Pb (<xref ref-type="fig" rid="F3">Figure 3c</xref>), Cu (<xref ref-type="fig" rid="F3">Figure 3d</xref>) and Fe (<xref ref-type="fig" rid="F3">Figure 3i</xref>). That could be referred to anthropogenic and tourist-related activities (<xref ref-type="fig" rid="F1">Figure 1b</xref>).</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>
<bold>(a)</bold> Factor analysis (FA) plot of nine metals, grain size, pH, and organic matter coastal sediments of W. Ghadir outlet, Red Sea coastline. <bold>(b)</bold> Dendrogram of the investigated metals using Ward&#x2019;s-Squared Euclidean Method.</p>
</caption>
<graphic xlink:href="fenvs-13-1667069-g004.tif">
<alt-text content-type="machine-generated">Graphical analysis with two panels. Panel a displays a factor analysis biplot, indicating relationships among variables like metals (Cu, Zn, Pb), pH, and soil components (Gravel%, Sand%). The first factor explains 21.1% of variance, the second factor 18.2%. Panel b shows a hierarchical cluster dendrogram of the same variables, illustrating their grouping based on distance.</alt-text>
</graphic>
</fig>
<p>
<xref ref-type="table" rid="T2">Table 2</xref> compares the mean metal contents in W. Ghadir sediments with those of Egyptian and global coastal sediments. The W. Ghadir average Ba, Cr, and Ni contents surpassed those found in Egypt&#x2019;s and other countries&#x2019; coastal sediments (<xref ref-type="bibr" rid="B8">Al-Kahtany et al., 2023</xref>; <xref ref-type="bibr" rid="B16">Badawy et al., 2018</xref>; <xref ref-type="bibr" rid="B60">Nour et al., 2022</xref>; <xref ref-type="bibr" rid="B88">Y&#xfc;ksel and Fikret, 2025</xref>) (<xref ref-type="table" rid="T2">Table 2</xref>). However, the average contents of Co, Pb, Cu, Zn, V, and Fe in this study were lower than those in Sharm El Luli, Red Sea, Egypt, India and China&#x2019;s coastal sediments (<xref ref-type="bibr" rid="B30">Gopal et al., 2023</xref>; <xref ref-type="bibr" rid="B25">Fang and Chang, 2023</xref>; <xref ref-type="bibr" rid="B72">Saleh et al., 2025</xref>) (<xref ref-type="table" rid="T2">Table 2</xref>).</p>
<p>Analysis of 25 sediment samples from the W. Ghadir outlet along the Red Sea coast revealed strong Pearson&#x2019;s correlations between heavy metals and various parameters, including organic matter, pH, and particle size (<xref ref-type="table" rid="T3">Table 3</xref>). Notably, moderate positive correlations were identified between Ba and Zn (r &#x3d; 0.55; p &#x3c; 0.01), Ba and Mud% (r &#x3d; 0.47; p &#x3c; 0.05), Co and Cu (r &#x3d; 0.41; p &#x3c; 0.05), Co and Gravel% (r &#x3d; 0.51; p &#x3c; 0.01), TOM% and pH (r &#x3d; 0.46; p &#x3c; 0.05), and V and Fe (r &#x3d; 0.48; p &#x3c; 0.05) (<xref ref-type="table" rid="T3">Table 3</xref>). Conversely, significant negative correlations were observed between Fe and Ba (r &#x3d; &#x2212;0.53; p &#x3c; 0.01), Cr (r &#x3d; &#x2212;0.51; p &#x3c; 0.01), and Zn (r &#x3d; &#x2212;0.41; p &#x3c; 0.05), as well as between Ba and Sand% (r &#x3d; &#x2212;0.48; p &#x3c; 0.05) (<xref ref-type="table" rid="T3">Table 3</xref>). It is noteworthy that Pb did not show any significant correlation with other metals or sediment parameters, suggesting a distinct source or behavior compared to the other analyzed elements.</p>
<table-wrap id="T3" position="float">
<label>TABLE 3</label>
<caption>
<p>Pearson correlations within sediment particle size, pH, organic matter, and examined metals in coastal sediments of W. Ghadir outlet, Red Sea.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center"/>
<th align="center">Ba</th>
<th align="center">Co</th>
<th align="center">Pb</th>
<th align="center">Cu</th>
<th align="center">Cr</th>
<th align="center">Ni</th>
<th align="center">Zn</th>
<th align="center">V</th>
<th align="center">Fe</th>
<th align="center">Gravel%</th>
<th align="center">Sand%</th>
<th align="center">Mud%</th>
<th align="center">pH</th>
<th align="center">TOM%</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">Ba</td>
<td align="center">1</td>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="center">Co</td>
<td align="center">0.21</td>
<td align="center">1</td>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="center">Pb</td>
<td align="center">&#x2212;0.13</td>
<td align="center">&#x2212;0.05</td>
<td align="center">1</td>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="center">Cu</td>
<td align="center">&#x2212;0.23</td>
<td align="center">
<bold>0.41</bold>
<xref ref-type="table-fn" rid="Tfn1">
<sup>a</sup>
</xref>
</td>
<td align="center">&#x2212;0.19</td>
<td align="center">1</td>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="center">Cr</td>
<td align="center">0.25</td>
<td align="center">&#x2212;0.07</td>
<td align="center">&#x2212;0.01</td>
<td align="center">&#x2212;0.33</td>
<td align="center">1</td>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="center">Ni</td>
<td align="center">0.25</td>
<td align="center">&#x2212;0.28</td>
<td align="center">&#x2212;0.05</td>
<td align="center">&#x2212;0.33</td>
<td align="center">0.26</td>
<td align="center">1</td>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="center">Zn</td>
<td align="center">
<bold>0.55</bold>
<xref ref-type="table-fn" rid="Tfn2">
<sup>b</sup>
</xref>
</td>
<td align="center">0.14</td>
<td align="center">&#x2212;0.11</td>
<td align="center">&#x2212;0.31</td>
<td align="center">
<bold>0.41</bold>
<xref ref-type="table-fn" rid="Tfn1">
<sup>a</sup>
</xref>
</td>
<td align="center">0.19</td>
<td align="center">1</td>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="center">V</td>
<td align="center">&#x2212;0.07</td>
<td align="center">&#x2212;0.03</td>
<td align="center">0.25</td>
<td align="center">0.19</td>
<td align="center">
<bold>&#x2212;0.41</bold>
<xref ref-type="table-fn" rid="Tfn1">
<sup>a</sup>
</xref>
</td>
<td align="center">
<bold>&#x2212;0.50</bold>
<xref ref-type="table-fn" rid="Tfn1">
<sup>a</sup>
</xref>
</td>
<td align="center">&#x2212;0.31</td>
<td align="center">1</td>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="center">Fe</td>
<td align="center">
<bold>&#x2212;0.53</bold>
<xref ref-type="table-fn" rid="Tfn2">
<sup>b</sup>
</xref>
</td>
<td align="center">&#x2212;0.05</td>
<td align="center">0.33</td>
<td align="center">0.26</td>
<td align="center">
<bold>&#x2212;0.51</bold>
<xref ref-type="table-fn" rid="Tfn2">
<sup>b</sup>
</xref>
</td>
<td align="center">&#x2212;0.27</td>
<td align="center">
<bold>&#x2212;0.41</bold>
<xref ref-type="table-fn" rid="Tfn1">
<sup>a</sup>
</xref>
</td>
<td align="center">
<bold>0.48</bold>
<xref ref-type="table-fn" rid="Tfn1">
<sup>a</sup>
</xref>
</td>
<td align="center">1</td>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="center">Gravel%</td>
<td align="center">0.07</td>
<td align="center">
<bold>0.51</bold>
<xref ref-type="table-fn" rid="Tfn2">
<sup>b</sup>
</xref>
</td>
<td align="center">0.23</td>
<td align="center">0.23</td>
<td align="center">&#x2212;0.12</td>
<td align="center">&#x2212;0.38</td>
<td align="center">&#x2212;0.02</td>
<td align="center">0.03</td>
<td align="center">&#x2212;0.09</td>
<td align="center">1</td>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="center">Sand%</td>
<td align="center">
<bold>&#x2212;0.48</bold>
<xref ref-type="table-fn" rid="Tfn1">
<sup>a</sup>
</xref>
</td>
<td align="center">&#x2212;0.11</td>
<td align="center">&#x2212;0.08</td>
<td align="center">&#x2212;0.17</td>
<td align="center">0.01</td>
<td align="center">0.05</td>
<td align="center">&#x2212;0.20</td>
<td align="center">&#x2212;0.24</td>
<td align="center">0.02</td>
<td align="center">&#x2212;0.20</td>
<td align="center">1</td>
<td align="left"/>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="center">Mud%</td>
<td align="center">
<bold>0.47</bold>
<xref ref-type="table-fn" rid="Tfn1">
<sup>a</sup>
</xref>
</td>
<td align="center">&#x2212;0.03</td>
<td align="center">0.01</td>
<td align="center">0.10</td>
<td align="center">0.02</td>
<td align="center">0.05</td>
<td align="center">0.21</td>
<td align="center">0.23</td>
<td align="center">&#x2212;0.08</td>
<td align="center">&#x2212;0.08</td>
<td align="center">
<bold>&#x2212;0.96</bold>
<xref ref-type="table-fn" rid="Tfn1">
<sup>a</sup>
</xref>
</td>
<td align="center">1</td>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="center">pH</td>
<td align="center">0.02</td>
<td align="center">&#x2212;0.05</td>
<td align="center">&#x2212;0.10</td>
<td align="center">0.13</td>
<td align="center">&#x2212;0.12</td>
<td align="center">&#x2212;0.23</td>
<td align="center">0.38</td>
<td align="center">&#x2212;0.16</td>
<td align="center">&#x2212;0.08</td>
<td align="center">0.21</td>
<td align="center">&#x2212;0.17</td>
<td align="center">0.11</td>
<td align="center">1</td>
<td align="left"/>
</tr>
<tr>
<td align="center">TOM%</td>
<td align="center">0.22</td>
<td align="center">0.15</td>
<td align="center">0.06</td>
<td align="center">0.33</td>
<td align="center">0.01</td>
<td align="center">&#x2212;0.33</td>
<td align="center">0.10</td>
<td align="center">0.08</td>
<td align="center">&#x2212;0.08</td>
<td align="center">
<bold>0.51</bold>
<xref ref-type="table-fn" rid="Tfn2">
<sup>b</sup>
</xref>
</td>
<td align="center">&#x2212;0.35</td>
<td align="center">0.20</td>
<td align="center">
<bold>0.46</bold>
<xref ref-type="table-fn" rid="Tfn1">
<sup>a</sup>
</xref>
</td>
<td align="center">1</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="Tfn1">
<label>
<sup>a</sup>
</label>
<p>Correlation is significant at &#x3c;0.05 level.</p>
</fn>
<fn id="Tfn2">
<label>
<sup>b</sup>
</label>
<p>Correlation is significant at &#x3c;0.01 level.</p>
</fn>
<fn>
<p>Bold face relates to the highest and significant values.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>The suitability of the data set for the Factor analysis (FA) was confirmed by the Kaiser&#x2013;Meyer&#x2013;Olkin (KMO) test (overall value &#x3d; 0.77) and Bartlett&#x2019;s test of sphericity (&#x3c7;<sup>2</sup> &#x3d; 275.2, df &#x3d; 25, p &#x3c; 0.05), indicating adequate intercorrelations among variables. The FA results of investigated metals in W. Ghadir sediments revealed three distinct factors (<xref ref-type="fig" rid="F4">Figure 4</xref>; <xref ref-type="sec" rid="s11">Supplementary Table S6</xref>). The first factor (F1) explained 21.1% of the total data variance, exhibiting positive significant loadings for Pb, Cr, and Zn, while showing negative loadings for V and Fe (<xref ref-type="fig" rid="F4">Figure 4a</xref>). This pattern suggests that F1 may reflect anthropogenic influences, particularly from industrial, urban, or transportation-related sources such as fuel combustion, metal processing, and waste discharge. Pb, Cr, and Zn are commonly associated with vehicular emissions, batteries, and industrial effluents. In contrast, the negative loadings of V and Fe&#x2014;typically of natural origin&#x2014;may indicate dilution or displacement of natural geogenic signatures by human-induced contamination. Thus, F1 likely represents a mixed anthropogenic pollution factor. F2 accounted for 18.2% of data variance, with positive significant loadings for Co, Cu, Gravel%, TOM%, and pH, and negative loadings for Ni (<xref ref-type="fig" rid="F4">Figure 4a</xref>). This suggests influence from both natural and anthropogenic sources. Co and Cu may originate from weathering of mafic rocks or mineralization mining sites west to the study area (<xref ref-type="fig" rid="F1">Figure 1c</xref>), while the association with TOM% and pH points to organic complexation processes in coarse sediments. Overall, F2 highlights mixed geogenic and anthropogenic contributions, where natural rock weathering interacts with human activities to shape metal distributions. The contrasting Ni behavior underscores heterogeneous geochemical controls and possible selective retention or transport mechanisms within the sediment matrix. F3 contributed 18.1% of the overall data variation, with significant positive loadings for Ba% and Mud%, and negative loadings for Sand% (<xref ref-type="fig" rid="F4">Figure 4a</xref>; <xref ref-type="sec" rid="s11">Supplementary Table S6</xref>). This suggests that F3 may represent fine-grained sediment accumulation zones influenced by terrestrial runoff or low-energy depositional environments where barium tends to concentrate with finer particles. Potential sources include weathering of feldspar-rich rocks, or inputs from urban or agricultural runoff. The negative association with sand implies a shift from high-energy conditions, such as coastal currents or wave action, to more quiescent areas that favor mud and associated metal accumulation.</p>
<p>Cluster analysis of sediment characteristics and metal concentrations at the W. Ghadir outlet, using the Ward&#x2019;s method with squared Euclidean distance, revealed three distinct clusters (<xref ref-type="fig" rid="F4">Figure 4b</xref>). The first group includes Pb, V, Fe, and Sand%, the second comprises Co, Cu, pH, Gravel%, and TOM%, while the third consists of Ba, Cr, Ni, Zn, and Mud% (<xref ref-type="fig" rid="F4">Figure 4b</xref>). Clustering suggests shared sources or geochemical behaviors: Cluster 1 relates to mineral inputs, Cluster 2 reflects organic or coarse sediment associations, and Cluster 3 links fine particles with potentially anthropogenic metals.</p>
</sec>
<sec id="s3-3">
<title>3.3 Metal pollution risk assessment</title>
<p>The ecological enrichment factors (EFs) of metals in the coastal sediments of W. Ghadir are summarized in <xref ref-type="sec" rid="s11">Supplementary Table S7</xref> and illustrated in <xref ref-type="fig" rid="F5">Figure 5a</xref>. The average EF across all metals was 1.78, ranging from 0.22 to 10.38. As shown in <xref ref-type="fig" rid="F5">Figure 5a</xref>, Ni recorded the highest average EF (4.4), followed by Pb (2.06), both indicating moderate enrichment (EF &#x3d; 2&#x2013;5). In contrast, Ba, Cu, Cr, and Zn showed minimal enrichment levels (EF &#x3d; 1&#x2013;2), while the mean EFs for Co and V suggested concentrations close to natural background levels (EF &#x3c; 1) (<xref ref-type="bibr" rid="B4">Abdelaal et al., 2024</xref>; <xref ref-type="bibr" rid="B46">Lasheen et al., 2024</xref>; <xref ref-type="bibr" rid="B72">Saleh et al., 2025</xref>).</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>The calculated enrichment factor (EF: <bold>(a)</bold>); contamination factor (CF: <bold>(b)</bold>); geo-accumulation index (I<sub>geo</sub>: <bold>(c)</bold>); potential ecological risk factor (Er<sup>i</sup>: <bold>(d)</bold>) the investigated metals in coastal sediments of W. Ghadir outlet, Red Sea.</p>
</caption>
<graphic xlink:href="fenvs-13-1667069-g005.tif">
<alt-text content-type="machine-generated">Four-panel graph showing environmental data across sites and metals. Panel a: Enrichment Factor (EF) values for Ba, Co, Pb, Cu, Cr, Ni, Zn, and V across 25 sites, ranging from background to significant levels.Panel b: Contamination Factor (CF) for same metals, with notable considerable level for Ni.Panel c: Igeo values for Ba, Co, Pb, Cu, Cr, Ni, Zn, V, and Fe, divided by ranges at 25 sites.Panel d: Ecological Risk Index (Eri) bar chart for Co, Pb, Cu, Cr, Ni, Zn, V, and Fe, showing highest risk for Ni.</alt-text>
</graphic>
</fig>
<p>
<xref ref-type="fig" rid="F5">Figure 5b</xref> and <xref ref-type="sec" rid="s11">Supplementary Table S8</xref> present the calculated ecological contamination factors (CFs) for metals in the coastal sediments of W. Ghadir. As illustrated in <xref ref-type="fig" rid="F5">Figure 5b</xref>, the average CFs follow the descending order: Ni (4.33) &#x3e; Pb (2.12) &#x3e; Cr (1.73) &#x3e; Zn (1.70) &#x3e; Cu (1.60) &#x3e; Ba (1.17) &#x3e; Fe (1.03) &#x3e; V (0.86) &#x3e; Co (0.64). Ni exhibited the highest mean CF, indicating considerable contamination (3 &#x2264; CF &#x3c; 6). Moderate contamination levels (1 &#x2264; CF &#x3c; 3) were observed for Ba, Pb, Cu, Cr, Zn, and Fe, suggesting that, in addition to nearby mining operations, anthropogenic (tourism-related) activities along the W. Ghadir coastline may be contributing to metal pollution. In contrast, Co and V displayed low contamination levels (CF &#x3c; 1) (<xref ref-type="bibr" rid="B4">Abdelaal et al., 2024</xref>; <xref ref-type="bibr" rid="B31">Hakanson, 1980</xref>; <xref ref-type="bibr" rid="B46">Lasheen et al., 2024</xref>).</p>
<p>The geo-accumulation index (I<sub>geo</sub>) values for various metals in the coastal sediments of W. Ghadir are shown in <xref ref-type="fig" rid="F5">Figure 5c</xref> and <xref ref-type="sec" rid="s11">Supplementary Table S9</xref>. The metals are ranked in descending order of I<sub>geo</sub> as follows: Fe (30.66) &#x3e; Ba (16.85) &#x3e; Cr (13.38) &#x3e; V (12.40) &#x3e; Zn (11.94) &#x3e; Ni (9.99) &#x3e; Pb (9.57) &#x3e; Cu (9.29) &#x3e; Co (5.80). I<sub>geo</sub> values for all metals ranged from 4.58 to 31.17, with a mean of 13.32 (<xref ref-type="fig" rid="F5">Figure 5c</xref>). According to Mueller&#x2019;s classification (1981) (<xref ref-type="sec" rid="s11">Supplementary Table S1</xref>), this average place the sediments in class 7 (I<sub>geo</sub> &#x3e; 5), indicating extreme contamination (<xref ref-type="bibr" rid="B59">Mueller, 1981</xref>).</p>
<p>
<xref ref-type="sec" rid="s11">Supplementary Table S8</xref> presents the Pollution Load Index (PLI) for the studied metals extracted from the coastal sediments of W. Ghadir. The calculated PLI value for all nine metals is 1.62 (<xref ref-type="sec" rid="s11">Supplementary Table S8</xref>), indicating progressive contamination (PLI &#x3e;1) according to (<xref ref-type="bibr" rid="B31">Hakanson, 1980</xref>). These findings suggest that the sediments are significantly polluted, likely due to the input of metal-rich discharges carried by W. Ghadir into the coastal environment (<xref ref-type="bibr" rid="B58">Mohammed et al., 2024</xref>) (<xref ref-type="fig" rid="F1">Figure 1c</xref>).</p>
<p>To evaluate metal concentrations in the coastal sediments of W. Ghadir, the Potential Ecological Risk Index (PERI) and individual risk factor (Er<sup>i</sup>) were applied in this study, following the method of (<xref ref-type="bibr" rid="B31">Hakanson, 1980</xref>). The results are presented in <xref ref-type="sec" rid="s11">Supplementary Table S8</xref> and <xref ref-type="fig" rid="F5">Figure 5d</xref>. The metals were ranked by Eri values as follows: Ni (21.66) &#x3e; Pb (10.59) &#x3e; Cu (8.02) &#x3e; Cr (3.47) &#x3e; Co (3.18) &#x3e; V (1.72) &#x3e; Zn (1.70) &#x3e; Fe (1.03) (<xref ref-type="fig" rid="F5">Figure 5d</xref>). On average, all metals posed a low ecological risk (Eri &#x3c;40), although certain locations&#x2014;such as site S5&#x2014;showed moderate risk levels (40 &#x2264; Eri &#x3c;80) (<xref ref-type="fig" rid="F5">Figure 5d</xref>). The overall PERI value for all metals was 44.29, which is less than the PERI value (68.4) estimated in Sharm El-Luli coastal sediments, Red Sea (<xref ref-type="bibr" rid="B72">Saleh et al., 2025</xref>), also indicating a low ecological risk (PERI &#x3c;150) (<xref ref-type="bibr" rid="B4">Abdelaal et al., 2024</xref>; <xref ref-type="bibr" rid="B91">Zhao et al., 2023</xref>; <xref ref-type="bibr" rid="B72">Saleh et al., 2025</xref>) (<xref ref-type="sec" rid="s11">Supplementary Table S8</xref>).</p>
<p>
<xref ref-type="sec" rid="s11">Supplementary Table S10</xref> and <xref ref-type="fig" rid="F6">Figure 6a</xref> present the calculated Mean Effects Range-Median Quotient (MERMQ) values for metals in W. Ghadir coastal sediments, based on the Effects Range-Low (ERL) and Effects Range-Median (ERM) criteria outlined by <xref ref-type="bibr" rid="B49">Long et al. (1995)</xref>; (<xref ref-type="bibr" rid="B50">2000</xref>). <xref ref-type="table" rid="T4">Table 4</xref> compares sediment metal concentrations&#x2014;specifically Pb, Cu, Cr, Ni, and Zn&#x2014;with sediment quality guidelines (SQGs), including ERL, ERM, Threshold Effect Level (TEL), and Probable Effect Level (PEL). The results show that 12% of sites (3 out of 25) exceed the Pb PEL of 91.3&#xa0;mg/kg, while 88% (22 out of 25) surpass the Cr PEL of 90&#xa0;mg/kg. Notably, 80% of sites (20 out of 25) exceed the Ni ERM value of 51.6&#xa0;mg/kg, and 88% (22 sites) exceed the Ni PEL of 36&#xa0;mg/kg. In contrast, Cu and Zn concentrations remain below their respective ERM and PEL thresholds. The MERMQ values for Pb, Cu, Cr, Ni, and Zn range from 0.4 to 1.33, with an average of 0.79, indicating a medium-high priority risk level (0.51 &#x3c; MERMQ &#x2264;1.5) (<xref ref-type="fig" rid="F6">Figure 6a</xref>; <xref ref-type="sec" rid="s11">Supplementary Table S10</xref>).</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>The values of SQG mean effects range median quotient (MERMQ: <bold>(a)</bold>); toxic risk index (TRI: <bold>(b,c)</bold>); modified hazard quotient (mHQ: <bold>(d)</bold>); human health non-carcinogenic risk index (HI: <bold>(e)</bold>); and human health carcinogenic risk index (TCR: <bold>(f)</bold>) of the investigated metals in coastal sediments of W. Ghadir outlet, Red Sea.</p>
</caption>
<graphic xlink:href="fenvs-13-1667069-g006.tif">
<alt-text content-type="machine-generated">Graphs showing risk assessments of multiple sites from S1 to S25. Graphs (a) and (b) depict MERMQ and TRI values, indicating varying risk levels. Graphs (c) and (d) display TRI and mHIQ for different metals like Pb, Cu, Cr, Ni, and Zn, categorized by severity. Graphs (e) and (f) present HI and TCR values for children and adults, highlighting different health risk levels across sites.</alt-text>
</graphic>
</fig>
<table-wrap id="T4" position="float">
<label>TABLE 4</label>
<caption>
<p>Metal values in coastal sediments of W. Ghadir outlet, compared to the SQGs ERL, ERM, TEL, and PEL levels (<xref ref-type="bibr" rid="B50">Long et al., 2000</xref>; <xref ref-type="bibr" rid="B49">1995</xref>; <xref ref-type="bibr" rid="B51">Macdonald et al., 1996</xref>).</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">SQGs</th>
<th align="center">Pb</th>
<th align="center">Cu</th>
<th align="center">Cr</th>
<th align="center">Ni</th>
<th align="center">Zn</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">ERL (mg/kg)</td>
<td align="center">46.7</td>
<td align="center">34</td>
<td align="center">81</td>
<td align="center">20.9</td>
<td align="center">150</td>
</tr>
<tr>
<td align="left">ERM (mg/kg)</td>
<td align="center">218</td>
<td align="center">270</td>
<td align="center">370</td>
<td align="center">51.6</td>
<td align="center">410</td>
</tr>
<tr>
<td align="left">TEL (mg/kg)</td>
<td align="center">35</td>
<td align="center">35.7</td>
<td align="center">37.3</td>
<td align="center">18</td>
<td align="center">123</td>
</tr>
<tr>
<td align="left">PEL (mg/kg)</td>
<td align="center">91.3</td>
<td align="center">197</td>
<td align="center">90</td>
<td align="center">36</td>
<td align="center">315</td>
</tr>
<tr>
<td align="left">Content range (mg/kg)</td>
<td align="center">15&#x2013;102</td>
<td align="center">11&#x2013;92</td>
<td align="center">56&#x2013;366</td>
<td align="center">23&#x2013;165</td>
<td align="center">24&#x2013;245</td>
</tr>
<tr>
<td align="left">&#x3c;ERL%</td>
<td align="center">48</td>
<td align="center">44</td>
<td align="center">8</td>
<td align="center">0</td>
<td align="center">72</td>
</tr>
<tr>
<td align="left">ERL-ERM%</td>
<td align="center">52</td>
<td align="center">56</td>
<td align="center">92</td>
<td align="center">20</td>
<td align="center">28</td>
</tr>
<tr>
<td align="left">&#x3e;ERM%</td>
<td align="center">0</td>
<td align="center">0</td>
<td align="center">0</td>
<td align="center">
<bold>80</bold>
</td>
<td align="center">0</td>
</tr>
<tr>
<td align="left">&#x3c;TEL%</td>
<td align="center">32</td>
<td align="center">44</td>
<td align="center">0</td>
<td align="center">0</td>
<td align="center">64</td>
</tr>
<tr>
<td align="left">TEL-PEL%</td>
<td align="center">15</td>
<td align="center">56</td>
<td align="center">12</td>
<td align="center">12</td>
<td align="center">36</td>
</tr>
<tr>
<td align="left">&#x3e;PEL%</td>
<td align="center">
<bold>12</bold>
</td>
<td align="center">0</td>
<td align="center">
<bold>88</bold>
</td>
<td align="center">
<bold>88</bold>
</td>
<td align="center">0</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Bold face relates to the highest and significant values.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>The estimated Toxic risk index (TRI) values for Pb, Cu, Cr, Ni, and Zn in W. Ghadir coastal sediments are shown in <xref ref-type="sec" rid="s11">Supplementary Table S11</xref> and <xref ref-type="fig" rid="F6">Figures 6b,c</xref> present data based on the sediment quality guidelines (SQGs), specifically the Threshold Effect Level (TEL) and Probable Effect Level (PEL) criteria (<xref ref-type="bibr" rid="B50">Long et al., 2000</xref>; <xref ref-type="bibr" rid="B49">1995</xref>). The average multi-element Toxic Risk Index (TRI) values across sediment sites ranged from 5.52 to 16.48, with an overall mean of 10.04 (<xref ref-type="fig" rid="F6">Figure 6b</xref>), indicating a moderate toxic risk level (10 &#x3c; TRI &#x2264;15). Additionally, the average TRI values for individual metals followed the descending order: Ni (3.81), Cr (3.56), Pb (1.15), Cu (0.84), and Zn (0.69) (<xref ref-type="bibr" rid="B90">Zhang et al., 2016</xref>) (<xref ref-type="fig" rid="F6">Figure 6c</xref>).</p>
<p>
<xref ref-type="sec" rid="s11">Supplementary Table S12</xref> and <xref ref-type="fig" rid="F6">Figure 6d</xref> present the calculated modified hazard quotient (mHQ) values for metals in the sediments of W. Ghadir, based on the Sediment Quality Guidelines (SQGs), including the Threshold Effect Level (TEL), Probable Effect Level (PEL), and Severe Effect Level (SEL) (<xref ref-type="bibr" rid="B17">Benson et al., 2018</xref>; <xref ref-type="bibr" rid="B50">Long et al., 2000</xref>; <xref ref-type="bibr" rid="B49">1995</xref>). The average mHQ values for the metals ranged from 0.55 to 4.15, with an overall mean of 1.9, indicating moderate contamination severity (1.5 &#x2264; mHQ &#x3c;2.0) (<xref ref-type="fig" rid="F6">Figure 6d</xref>). The average mHQ values for individual metals were ranked in the following order: Ni (2.81) &#x3e; Cr (2.80) &#x3e; Pb (1.47) &#x3e; Cu (1.28) &#x3e; Zn (1.12) (<xref ref-type="fig" rid="F6">Figure 6d</xref>). Pb, Cu, and Zn exhibited low contamination severity (1.0 &#x2264; mHQ &#x3c;1.5), whereas Ni and Cr showed high contamination severity (2.5 &#x2264; mHQ &#x3c;3.0) (<xref ref-type="fig" rid="F6">Figure 6d</xref>).</p>
<p>The calculated non-carcinogenic hazard index (HI) values for metals in the W. Ghadir coastal sediments are presented in <xref ref-type="sec" rid="s11">Supplementary Table S13</xref> and <xref ref-type="fig" rid="F6">Figure 6e</xref>. The HI values for both adults and children were determined based on the hazard quotient (HQ), reference dose (RfD), and chronic daily intake <italic>via</italic> dermal exposure (CDI<sub>Dermal</sub>) for each metal (<xref ref-type="bibr" rid="B67">RAIS, 2017</xref>; <xref ref-type="bibr" rid="B82">U.S. EPA, 2002</xref>; <xref ref-type="bibr" rid="B81">1989</xref>). As shown in <xref ref-type="sec" rid="s11">Supplementary Table S13</xref>, barium (Ba) exhibited the highest HQ values for both children (4.49 &#xd7; 10<sup>&#x2212;2</sup>) and adults (3.43 &#xd7; 10<sup>&#x2212;2</sup>). However, the HQ values for all metals remained below the acceptable threshold (HQ &#x3c; 1). The HI values for adults ranged from 9.21 &#xd7; 10<sup>&#x2212;3</sup> to 3.93 &#xd7; 10<sup>&#x2212;2</sup>, with an average of 2.18 &#xd7; 10<sup>&#x2212;2</sup>, which is higher than 1.54 &#xd7; 10<sup>&#x2212;4</sup> in Wadi El-Gemal coastal sediments (<xref ref-type="bibr" rid="B8">Al-Kahtany et al., 2023</xref>) and 1.71 &#xd7; 10<sup>&#x2212;2</sup> in Sharm El-Luli coastal sediments, Red Sea (<xref ref-type="bibr" rid="B72">Saleh et al., 2025</xref>), while children&#x2019;s HI values ranged from 1.21 &#xd7; 10<sup>&#x2212;2</sup> to 5.15 &#xd7; 12.24 0<sup>&#x2013;2</sup>, averaging 2.85 &#xd7; 10<sup>&#x2212;2</sup> (<xref ref-type="fig" rid="F6">Figure 6e</xref>), which is higher than 7.18 &#xd7; 10<sup>&#x2212;4</sup> and 2.24 &#xd7; 10<sup>&#x2212;2</sup> in Wadi El-Gemal and Sharm El-Luli coastal sediments, Red Sea, respectively (<xref ref-type="bibr" rid="B8">Al-Kahtany et al., 2023</xref>; <xref ref-type="bibr" rid="B72">Saleh et al., 2025</xref>). Overall, the HI values indicate no significant chronic non-carcinogenic health risk (HI &#x3c; 1) from exposure to metals in the W. Ghadir sediments (<xref ref-type="bibr" rid="B4">Abdelaal et al., 2024</xref>; <xref ref-type="bibr" rid="B22">Emenike et al., 2020</xref>; <xref ref-type="bibr" rid="B36">Jalali et al., 2023</xref>; <xref ref-type="bibr" rid="B46">Lasheen et al., 2024</xref>; <xref ref-type="bibr" rid="B72">Saleh et al., 2025</xref>).</p>
<p>
<xref ref-type="sec" rid="s11">Supplementary Table S14</xref> and <xref ref-type="fig" rid="F6">Figure 6f</xref> present total cancer risk (TCR) estimates for adults and children exposed to Cd, Pb, and Ni in W. Ghadir coastal sediments, using cancer risk (CR), cancer slope factor (CSF), and chronic daily intake (CDI<sub>Dermal</sub>) (<xref ref-type="bibr" rid="B84">U.S. EPA, 2007</xref>; <xref ref-type="bibr" rid="B83">2005</xref>; <xref ref-type="bibr" rid="B82">2002</xref>). Although Ni showed the highest CR (1.06 &#xd7; 10<sup>&#x2212;6</sup>), all values remained below the permissible limit of 1 &#xd7; 10<sup>&#x2212;6</sup> for individual metals (<xref ref-type="bibr" rid="B67">RAIS, 2017</xref>; <xref ref-type="bibr" rid="B82">U.S. EPA, 2002</xref>). Mean TCR values for children ranged from 4.78 &#xd7; 10<sup>&#x2212;7</sup> to 2.91 &#xd7; 10<sup>&#x2212;6</sup> (average: 1.57 &#xd7; 10<sup>&#x2212;6</sup>), which exceeds 1.52 &#xd7; 10<sup>&#x2212;8</sup> and 2.56 &#xd7; 10<sup>&#x2212;7</sup> in Wadi El-Gemal and Sharm El-Luli coastal sediments, respectively (<xref ref-type="bibr" rid="B8">Al-Kahtany et al., 2023</xref>; <xref ref-type="bibr" rid="B72">Saleh et al., 2025</xref>). While adult values ranged from 1.83 &#xd7; 10<sup>&#x2212;6</sup> to 1.11 &#xd7; 10<sup>&#x2212;5</sup> (average: 5.99 &#xd7; 10<sup>&#x2212;6</sup>) (<xref ref-type="fig" rid="F6">Figure 6f</xref>), which is above 3.25 &#xd7; 10<sup>&#x2212;9</sup> and 9.76 &#xd7; 10<sup>&#x2212;7</sup> in Wadi El-Gemal and Sharm El-Luli coastal sediments, respectively (<xref ref-type="bibr" rid="B8">Al-Kahtany et al., 2023</xref>; <xref ref-type="bibr" rid="B72">Saleh et al., 2025</xref>). All values fell within the acceptable risk threshold of 1 &#xd7; 10<sup>&#x2212;4</sup>. TCR is a key indicator for evaluating potential cancer risk from prolonged exposure to hazardous metals like Pb, Cr, and Ni in sediments (<xref ref-type="bibr" rid="B4">Abdelaal et al., 2024</xref>; <xref ref-type="bibr" rid="B22">Emenike et al., 2020</xref>; <xref ref-type="bibr" rid="B46">Lasheen et al., 2024</xref>; <xref ref-type="bibr" rid="B87">Xu et al., 2022</xref>; <xref ref-type="bibr" rid="B72">Saleh et al., 2025</xref>).</p>
<p>The contamination patterns observed in W. Ghadir coastal sediments highlight clear ecological implications. Although the enrichment (EF), contamination factor (CF), and geo-accumulation index (I<sub>geo</sub>) results suggest different levels of contamination, these variations reflect methodological differences rather than contradictions. EF and CF, which are normalized against background values, indicated moderate enrichment and considerable contamination primarily for Ni and Pb, suggest significant input from both natural (weathering of mafic and heavy mineral-rich rocks) and anthropogenic sources, including nearby mining activities and tourism-related discharges, with other metals remaining low to moderate, consistent with localized anthropogenic inputs from mining and tourism (<xref ref-type="bibr" rid="B72">Saleh et al., 2025</xref>). In contrast, the I<sub>geo</sub> values classified the sediments as extremely contaminated (I<sub>geo</sub> &#x3e; 5), but this may overestimate pollution because it is highly sensitive to the choice of background reference (<xref ref-type="bibr" rid="B59">Mueller, 1981</xref>). The PLI value (1.62) further confirmed progressive contamination, aligning with CF and EF outcomes. Risk-based indices, however, presented a more conservative picture: the ecological risk factor (Er<sup>i</sup> &#x3c; 40) and PERI (&#x3c;150) classified the sediments as low-risk overall, though Ni and Pb remained the most concerning. Similarly, sediment quality guideline-based indices (MERMQ &#x3d; 0.79, TRI &#x3d; 10.04, mHQ &#x3d; 1.9) indicated moderate to medium-high ecological risk, again highlighting Ni and Cr as priority contaminants. Importantly, human health risk indices showed that both non-carcinogenic (HI &#x3c; 1) and carcinogenic (TCR within 10<sup>&#x2212;6</sup>&#x2013;10<sup>&#x2013;4</sup>) risks were within acceptable limits, albeit higher than in other Red Sea sites (<xref ref-type="bibr" rid="B72">Saleh et al., 2025</xref>; <xref ref-type="bibr" rid="B8">Al-Kahtany et al., 2023</xref>). Taken together, these indices suggest that while W. Ghadir sediments are moderately to considerably enriched in certain metals&#x2014;particularly Ni and Pb&#x2014;their overall ecological and human health risks remain relatively low, though localized hotspots (e.g., site S5) may warrant targeted management interventions to preserve the Red Sea&#x2019;s coastal biodiversity and ecosystem services.</p>
</sec>
<sec id="s3-4">
<title>3.4 Sediment radioactivity assessment</title>
<p>The concentrations of radionuclides <sup>40</sup>K, <sup>226</sup>Ra, and <sup>232</sup>Th (Bq/Kg) were measured in 25 sediment samples collected from the W. Ghadir outlet along the Red Sea coast, with results summarized in <xref ref-type="sec" rid="s11">Supplementary Table S15</xref> and spatially illustrated in <xref ref-type="fig" rid="F7">Figure 7</xref>. The average concentrations &#xb1;standard deviation were 32.07 &#xb1; 5.2 Bq/kg for <sup>232</sup>Th (<xref ref-type="fig" rid="F7">Figure 7a</xref>), 20.02 &#xb1; 5.24 Bq/kg for <sup>226</sup>Ra (<xref ref-type="fig" rid="F7">Figure 7b</xref>), and 289.31 &#xb1; 51.69 Bq/kg for <sup>40</sup>K (<xref ref-type="fig" rid="F7">Figure 7c</xref>). These values are all below the global average reference levels of 45 Bq/kg for <sup>232</sup>Th, 33 Bq/kg for <sup>226</sup>Ra, and 412 Bq/kg for <sup>40</sup>K (<xref ref-type="bibr" rid="B29">Freitas and Alencar, 2004</xref>; <xref ref-type="bibr" rid="B41">Khaleal et al., 2023b</xref>; <xref ref-type="bibr" rid="B40">2023a</xref>; <xref ref-type="bibr" rid="B80">UNSCEAR, 2010</xref>). The combined activity concentration of <sup>40</sup>K, <sup>226</sup>Ra, and <sup>232</sup>Th ranged from 188.55 to 402.97 Bq/kg, with an average of 333.39 &#xb1; 52.03 Bq/kg, which is also below the global average threshold of 420 Bq/kg (<xref ref-type="bibr" rid="B66">Qureshi et al., 2014</xref>; <xref ref-type="bibr" rid="B79">UNSCEAR, 2000</xref>).</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>Spatial distribution of the radionuclide&#x2019;s concentrations (Bq/kg) of <sup>232</sup>Th <bold>(a)</bold>, <sup>226</sup>Ra <bold>(b)</bold>, and <sup>40</sup>K <bold>(c)</bold> in coastal sediments of W. Ghadir outlet, Red Sea.</p>
</caption>
<graphic xlink:href="fenvs-13-1667069-g007.tif">
<alt-text content-type="machine-generated">Map divided into three panels (a, b, c) showing radionuclide concentration in Bq/kg across numbered locations. Panel a displays 232Th, panel b shows 226Ra, and panel c illustrates 40K. Red circles indicate concentration levels, varying in size according to data range keys beside each map. Coordinates and a scale bar are present.</alt-text>
</graphic>
</fig>
<p>The mean activity ratios of <sup>226</sup>Ra/<sup>40</sup>K (ranging from 0.04 to 0.12, average: 0.08 &#xb1; 0.02) and <sup>232</sup>Th/<sup>40</sup>K (ranging from 0.04 to 0.15, average: 0.08 &#xb1; 0.03) are slightly above the global average value of 0.067 (<xref ref-type="bibr" rid="B66">Qureshi et al., 2014</xref>). This may be attributed to the high potassium content leached from granitic source rocks. Additionally, the <sup>226</sup>Ra/<sup>232</sup>Th ratio ranged from 0.54 to 2.89, with a mean of 0.97 &#xb1; 0.44, slightly below the global average of 1 (<xref ref-type="bibr" rid="B66">Qureshi et al., 2014</xref>). The sediment samples followed a consistent activity trend: <sup>40</sup>K &#x3e; <sup>232</sup>Th &#x3e; <sup>226</sup>Ra (<xref ref-type="sec" rid="s11">Supplementary Table S15</xref>). The elevated <sup>40</sup>K levels are likely due to the abundance of K-bearing minerals, such as feldspars, derived from granitic rocks rich in SiO<sub>2</sub> (<xref ref-type="bibr" rid="B44">Lasheen et al., 2022</xref>; <xref ref-type="bibr" rid="B47">2025</xref>; <xref ref-type="bibr" rid="B74">Shahrokhi et al., 2020</xref>; <xref ref-type="bibr" rid="B89">Zakaly et al., 2024</xref>).</p>
<p>Considering the current <sup>40</sup>K, <sup>226</sup>Ra, and <sup>232</sup>Th activity data with the figures from the prior global evaluation, which are displayed in <xref ref-type="table" rid="T5">Table 5</xref>. The level of activity that is shown is obviously below the maximum amount of (<xref ref-type="bibr" rid="B80">UNSCEAR, 2010</xref>), and other regions such as those of Gulf of Aqaba (<xref ref-type="bibr" rid="B10">Al-Trabulsy et al., 2011</xref>), Dois Rios beach, Brazil (<xref ref-type="bibr" rid="B29">Freitas and Alencar, 2004</xref>), Taghdoua, Saudi Arabia (<xref ref-type="bibr" rid="B15">Aydarous et al., 2022</xref>), Alia&#x11f;a Bay, Rurkey (<xref ref-type="bibr" rid="B63">&#xd6;zden and Ak&#xf6;zcan, 2021</xref>), Kumaun, Himalaya, India (<xref ref-type="bibr" rid="B68">Ramola et al., 2011</xref>), Konya, Turkey (<xref ref-type="bibr" rid="B64">&#xd6;zden et al., 2023</xref>), Red Sea coast (<xref ref-type="bibr" rid="B33">Harb, 2008</xref>), West coast. Thailand (<xref ref-type="bibr" rid="B53">Malain et al., 2010</xref>), Wadi El- Gemal Island, Red Sea (<xref ref-type="bibr" rid="B42">Khaleal et al., 2023c</xref>), Aegean coast, Greece (<xref ref-type="bibr" rid="B74">Shahrokhi et al., 2020</xref>), and Lake Nasser, south Egypt (<xref ref-type="bibr" rid="B34">Ibraheim et al., 1995</xref>) (<xref ref-type="table" rid="T5">Table 5</xref>).</p>
<table-wrap id="T5" position="float">
<label>TABLE 5</label>
<caption>
<p>Comparison of <sup>226</sup>Ra, <sup>232</sup>Th, and <sup>40</sup>K levels of W. Ghadir area with different areas in Egypt and worldwide.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Location</th>
<th align="center">
<sup>226</sup>Ra (Bq/kg)</th>
<th align="center">
<sup>40</sup>K (Bq/kg)</th>
<th align="center">
<sup>226</sup>Th (Bq/kg)</th>
<th align="left">References</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Aqaba Gulf</td>
<td align="center">5.18&#x2013;29.25</td>
<td align="center">324.55&#x2013;1,133.04</td>
<td align="center">5.28&#x2013;58.87</td>
<td align="left">
<xref ref-type="bibr" rid="B10">Al-Trabulsy et al. (2011)</xref>
</td>
</tr>
<tr>
<td align="left">Dois Rios beach, Brazil</td>
<td align="center">39</td>
<td align="center">412</td>
<td align="center">48</td>
<td align="left">
<xref ref-type="bibr" rid="B29">Freitas and Alencar (2004)</xref>
</td>
</tr>
<tr>
<td align="left">Alia&#x11f;a Bay, &#x130;zmir, Turkey</td>
<td align="center">45.94</td>
<td align="center">721.27</td>
<td align="center">50.23</td>
<td align="left">
<xref ref-type="bibr" rid="B63">&#xd6;zden and Ak&#xf6;zcan (2021)</xref>
</td>
</tr>
<tr>
<td align="left">Lake Nasser, Egypt</td>
<td align="center">21</td>
<td align="center">155</td>
<td align="center">23</td>
<td align="left">
<xref ref-type="bibr" rid="B34">Ibraheim et al. (1995)</xref>
</td>
</tr>
<tr>
<td align="left">Red Sea coast, Egypt</td>
<td align="center">5&#x2013;51</td>
<td align="center">159&#x2013;1761</td>
<td align="center">4&#x2013;33</td>
<td align="left">
<xref ref-type="bibr" rid="B33">Harb (2008)</xref>
</td>
</tr>
<tr>
<td align="left">Nile Delta and Middle Egypt</td>
<td align="center">18</td>
<td align="center">316</td>
<td align="center">17</td>
<td align="left">
<xref ref-type="bibr" rid="B35">Ibrahiem et al. (1993)</xref>
</td>
</tr>
<tr>
<td align="left">Kumaun Himalaya, India</td>
<td align="center">66.7</td>
<td align="center">887.1</td>
<td align="center">79.4</td>
<td align="left">
<xref ref-type="bibr" rid="B68">Ramola et al. (2011)</xref>
</td>
</tr>
<tr>
<td align="left">Konya, Turkey</td>
<td align="center">28.24</td>
<td align="center">366.03</td>
<td align="center">29.7</td>
<td align="left">
<xref ref-type="bibr" rid="B64">&#xd6;zden et al. (2023)</xref>
</td>
</tr>
<tr>
<td align="left">Wadi El-Gemal Island, Egypt</td>
<td align="center">12.49</td>
<td align="center">325.13</td>
<td align="center">12.63</td>
<td align="left">
<xref ref-type="bibr" rid="B42">Khaleal et al. (2023c)</xref>
</td>
</tr>
<tr>
<td align="left">West coast, Thailand</td>
<td align="center">2.7&#x2013;23.5</td>
<td align="center">10.7&#x2013;654.3</td>
<td align="center">3.0&#x2013;31.2</td>
<td align="left">
<xref ref-type="bibr" rid="B53">Malain et al. (2010)</xref>
</td>
</tr>
<tr>
<td align="left">Saudi Arabia</td>
<td align="center">6&#x2013;54</td>
<td align="center">299&#x2013;761</td>
<td align="center">7&#x2013;52</td>
<td align="left">
<xref ref-type="bibr" rid="B15">Aydarous et al. (2022)</xref>
</td>
</tr>
<tr>
<td align="left">Highlands of northern Jordan</td>
<td align="center">42.5</td>
<td align="center">291.1</td>
<td align="center">26.7</td>
<td align="left">
<xref ref-type="bibr" rid="B6">Al-Hamarneh and Awadallah (2009)</xref>
</td>
</tr>
<tr>
<td align="left">Aegean coast, Greece</td>
<td align="center">9&#x2013;31</td>
<td align="center">426&#x2013;740</td>
<td align="center">9&#x2013;67</td>
<td align="left">
<xref ref-type="bibr" rid="B74">Shahrokhi et al. (2020)</xref>
</td>
</tr>
<tr>
<td align="left">W. Ghadir outlet, Egypt</td>
<td align="center">21.02</td>
<td align="center">289.31</td>
<td align="center">23.07</td>
<td align="left">Present work</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>A range of parameters were employed to assess radioactivity in coastal sediments collected from the Ghadir area along the Red Sea. These include absorbed dose rate (D<sub>air</sub>), annual effective doses for outdoor and indoor exposure (AED<sub>out</sub> and AED<sub>in</sub>), excess lifetime cancer risk (ELCR), external and internal hazard indices (H<sub>ex</sub> and H<sub>in</sub>), alpha index (I<sub>&#x3b1;</sub>), radium equivalent activity (Ra<sub>eq</sub>), and gamma index (I<sub>&#x3b3;</sub>), as presented in <xref ref-type="sec" rid="s11">Supplementary Table S16</xref>. The absorbed dose rate in air (D<sub>air</sub>), which measures gamma radiation at 1&#xa0;m above ground level (<xref ref-type="bibr" rid="B43">Kumar et al., 2024</xref>; <xref ref-type="bibr" rid="B79">UNSCEAR, 2000</xref>), ranged from 27.5 to 44.26&#xa0;nGy/h, with an average of 36.55 &#xb1; 4.7&#xa0;nGy/h. This is below the global average of 59&#xa0;nGy/h (<xref ref-type="bibr" rid="B80">UNSCEAR, 2010</xref>). Annual effective doses, both outdoor (AED<sub>ou</sub>t) and indoor (AED<sub>in</sub>), were calculated based on D<sub>air</sub> using a dose conversion factor of 0.7&#xa0;Sv/Gy and occupancy factors of 0.2 for outdoor and 0.8 for indoor exposure (<xref ref-type="bibr" rid="B65">O&#x2019;Brien and Sanna, 1976</xref>; <xref ref-type="bibr" rid="B79">UNSCEAR, 2000</xref>). The mean AED<sub>out</sub> ranged from 0.03 to 0.05 mSv/y, with an average of 0.04 &#xb1; 0.01 mSv/y, well within the <xref ref-type="bibr" rid="B80">UNSCEAR (2010)</xref> recommended limit of 0.07 mSv/y. Similarly, AED<sub>in</sub> ranged from 0.13 to 0.22 mSv/y, averaging 0.18 &#xb1; 0.02 mSv/y, which also remains below the recommended threshold (<xref ref-type="bibr" rid="B5">Abdul Sani et al., 2022</xref>; <xref ref-type="bibr" rid="B92">Al-Mur et al., 2025;</xref> <xref ref-type="bibr" rid="B89">Zakaly et al., 2024</xref>).</p>
<p>The excess lifetime cancer risk (ELCR) values for the coastal sediment samples showed a mean of 0.16 &#xb1; 0.02 &#xd7; 10<sup>&#x2212;3</sup>, ranging from 0.12 &#xd7; 10<sup>&#x2212;3</sup> to 0.19 &#xd7; 10<sup>&#x2212;3</sup>, all within the acceptable limit of 0.29 &#xd7; 10<sup>&#x2212;3</sup> (<xref ref-type="bibr" rid="B27">Fathy et al., 2023</xref>; <xref ref-type="bibr" rid="B44">Lasheen et al., 2022</xref>; <xref ref-type="bibr" rid="B66">Qureshi et al., 2014</xref>). These results suggest that long-term exposure to the studied shoreline sediments does not pose a significant cancer risk. For a comparison, <xref ref-type="bibr" rid="B18">B&#xfc;y&#xfc;kuslu et al. (2018)</xref> measured the radionuclide concentrations at Giresun University, Turkey using standard dose assessment models. The results showed that all values, including effective doses and ELCR, remained below international guideline limits, providing a baseline for future monitoring. The internal (H<sub>in</sub>) and external (H<sub>ex</sub>) hazard indices, which evaluate the potential health risks from radiation exposure (<xref ref-type="bibr" rid="B80">UNSCEAR, 2010</xref>; <xref ref-type="bibr" rid="B44">Lasheen et al., 2022</xref>; <xref ref-type="bibr" rid="B1">Abbasi et al., 2020</xref>), also indicated no significant risk. H<sub>ex</sub> values ranged from 0.16 to 0.25, with a mean of 0.21 &#xb1; 0.03 Bq/kg, while H<sub>in</sub> values ranged from 0.19 to 0.32, averaging 0.26 &#xb1; 0.04 Bq/kg&#x2014;both well below the safety threshold of 1 (<xref ref-type="bibr" rid="B1">Abbasi et al., 2020</xref>; <xref ref-type="bibr" rid="B14">Attallah et al., 2018</xref>; <xref ref-type="bibr" rid="B24">European Commission, 1999</xref>; <xref ref-type="bibr" rid="B64">&#xd6;zden et al., 2023</xref>). The alpha index (I<sub>&#x3b1;</sub>), used to assess the potential hazard from alpha-emitting radionuclides, also remained low, with values ranging from 0.07 to 0.17 and a mean of 0.11 &#xb1; 0.03 Bq/kg, further confirming the minimal health risk associated with the samples (<xref ref-type="bibr" rid="B47">Lasheen et al., 2025</xref>).</p>
<p>Radium equivalent activity (Ra<sub>eq</sub>), which accounts for contributions from alpha and gamma radiation, ranged from 58.11 to 92.15 Bq/kg, with a mean of 76.28 &#xb1; 10.04 Bq/kg, well below the recommended maximum of 370 Bq/kg (<xref ref-type="bibr" rid="B80">UNSCEAR, 2010</xref>). Finally, the gamma index (I<sub>&#x3b3;</sub>), used to evaluate external gamma exposure, had values between 0.21 and 0.34, with an average of 0.28 &#xb1; 0.04 Bq/kg, also below the permissible limit of 1, indicating that the sediments pose no radiological threat to human health.</p>
<p>
<xref ref-type="sec" rid="s11">Supplementary Figure S2</xref> presents a list of key minerals identified using Environmental Scanning Electron Microscopy (ESEM), selected with the aid of a binocular microscope and subsequently classified. The primary heavy minerals separated include zircon, cassiterite, magnetite, ilmenite, pyrite, and garnet. Garnet is widely used in the production of abrasive powders, grinding materials, and as a processing medium in water jet cutting. It can also be partially used as a fine aggregate replacement in mortar, influencing both the mechanical strength and water absorption capacity of the final mix (<xref ref-type="bibr" rid="B98">Ruslan et al., 2024</xref>). According to ESEM analysis, the garnet particles examined are predominantly composed of almandine and spessartine, with elemental compositions of Fe (23.9%), Mn (8.8%), Al (11.4%), Mg (1.4%), and Ca (1%) (<xref ref-type="sec" rid="s11">Supplementary Figure S2a</xref>).</p>
<p>Ilmenite (FeTiO<sub>3</sub>), the most abundant titanium-bearing mineral in placer deposits and coastal zones, is a key source for producing metallic titanium. Titanium, known for its high strength-to-density ratio, is used in abrasive tools, cutting wheel tips, and various industrial applications (<xref ref-type="bibr" rid="B97">Padmanabhan et al., 1990</xref>; <xref ref-type="bibr" rid="B99">Saleh et al., 2024</xref>). ESEM analysis of the studied ilmenite grains revealed the following elemental composition: Fe (34.6%), Ti (19.8%), Mg (1.7%), Mn (1.9%), and Ca (0.6%) (<xref ref-type="sec" rid="s11">Supplementary Figure S2b</xref>). Magnetite (Fe<sub>3</sub>O<sub>4</sub>) is a common iron oxide mineral found in sedimentary, metamorphic, and igneous rocks, often occurring alongside hematite. It is one of the most widely mined sources of iron ore. ESEM analysis of the magnetite grains in this study revealed a composition dominated by Fe (46.5%), with notable amounts of Ti (8%), Cr (5.1%), Mg (4.3%), and Al (3.2%) (<xref ref-type="sec" rid="s11">Supplementary Figure S2c</xref>).</p>
<p>Pyrite (FeS<sub>2</sub>) is the most abundant sulfide mineral in hydrothermal environments and remains stable at temperatures up to 740&#xa0;&#xb0;C. This thermal stability explains the observed decline in gold (Au) concentrations beyond this threshold, supporting the established understanding that Au coexists with arsenic (As) in pyrite only when As levels are below 13&#xa0;wt% (<xref ref-type="bibr" rid="B93">B&#xf6;rner et al., 2021</xref>; <xref ref-type="bibr" rid="B94">Kutzschbach et al., 2024</xref>). ESEM measurements of pyrite grains in the samples show major components of S (48.9%), Fe (43.3%), and Al (2.2%) (<xref ref-type="sec" rid="s11">Supplementary Figure S2d</xref>). Cassiterite, the primary ore of tin (Sn), occurs in various geological settings, including granites and pegmatites (<xref ref-type="bibr" rid="B95">Liu et al., 2023</xref>). It typically forms as euhedral to subhedral crystals and varies in color from black to reddish-brown. In the analyzed stream sediments, cassiterite is characterized by a high Sn content (62.2%) and minor amounts of Fe (0.6%), Mg (1%), and Ca (2.97%) (<xref ref-type="sec" rid="s11">Supplementary Figure S2e</xref>).</p>
<p>Zircon is a widely distributed and relatively common mineral in the Earth&#x2019;s crust, found in most sedimentary and igneous rocks, especially granites (<xref ref-type="bibr" rid="B27">Fathy et al., 2023</xref>; <xref ref-type="bibr" rid="B44">Lasheen et al., 2022</xref>; <xref ref-type="bibr" rid="B72">Saleh et al., 2024</xref>). Due to its exceptionally high melting point and durability, zircon is used in the steel industry as an abrasive and for furnace linings. In the studied stream sediments, zircon is the most abundant non-opaque mineral. ESEM analysis of euhedral zircon grains revealed major elements including Zr (40.3%), Ti (2.5%), Hf (1.3%), and Fe (0.8%) (<xref ref-type="sec" rid="s11">Supplementary Figure S2f</xref>).</p>
</sec>
</sec>
<sec sec-type="conclusion" id="s4">
<title>4 Conclusion</title>
<p>The sediments of W. Ghadir outlet show localized enrichment and contamination primarily from Ni and Pb, which posed the highest ecological and toxic risks, while overall non-carcinogenic (HI &#x3c; 1) and carcinogenic (TCR within safe limits) risks to humans were minimal. Radiological assessments of <sup>232</sup>Th, <sup>226</sup>Ra, and <sup>40</sup>K indicated activity concentrations below global reference limits, with all radiological indices within safe thresholds, suggesting negligible radiation hazards. These findings highlight the need for targeted coastal management strategies to mitigate Ni and Pb inputs, particularly from mining and tourism activities, while preserving ecological integrity. Regular monitoring of sediment quality, combined with pollution control measures, is recommended to safeguard marine ecosystems and human health.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s5">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="sec" rid="s11">Supplementary Material</xref>, further inquiries can be directed to the corresponding authors.</p>
</sec>
<sec sec-type="author-contributions" id="s6">
<title>Author contributions</title>
<p>GS: Methodology, Conceptualization, Formal Analysis, Investigation, Writing &#x2013; review and editing. HS: Resources, Funding acquisition, Writing &#x2013; review and editing, Supervision. EL: Data curation, Conceptualization, Visualization, Supervision, Writing &#x2013; original draft, Investigation, Writing &#x2013; review and editing. MK: Investigation, Writing &#x2013; review and editing, Methodology, Formal Analysis. AE: Supervision, Funding acquisition, Writing &#x2013; review and editing, Methodology. MS: Supervision, Funding acquisition, Data curation, Writing &#x2013; review and editing. IS: Supervision, Validation, Writing &#x2013; review and editing, Funding acquisition. AA: Writing &#x2013; review and editing, Writing &#x2013; original draft, Software, Data curation.</p>
</sec>
<sec sec-type="funding-information" id="s7">
<title>Funding</title>
<p>This work was supported and funded by the Deanship of Scientific Research at Imam Mohammad Ibn Saud Islamic University (IMSIU) (grant number IMSIU-DDRSP2502).</p>
</sec>
<sec sec-type="COI-statement" id="s8">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="ai-statement" id="s9">
<title>Generative AI statement</title>
<p>The author(s) declare that no Generative AI was used in the creation of this manuscript.</p>
<p>Any alternative text (alt text) provided alongside figures in this article has been generated by Frontiers with the support of artificial intelligence and reasonable efforts have been made to ensure accuracy, including review by the authors wherever possible. If you identify any issues, please contact us.</p>
</sec>
<sec sec-type="disclaimer" id="s10">
<title>Publisher&#x2019;s note</title>
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</sec>
<sec sec-type="supplementary-material" id="s11">
<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/fenvs.2025.1667069/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fenvs.2025.1667069/full&#x23;supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="Supplementaryfile1.docx" id="SM1" mimetype="application/docx" xmlns:xlink="http://www.w3.org/1999/xlink"/>
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