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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Water</journal-id>
<journal-title>Frontiers in Water</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Water</abbrev-journal-title>
<issn pub-type="epub">2624-9375</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/frwa.2025.1666498</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Water</subject>
<subj-group>
<subject>Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Global applications of stable isotopes for identifying nitrate pollution sources in groundwater: a comprehensive review</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name><surname>Oubeid</surname><given-names>Ahmed Mahmoud Ahmed</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/3084189/overview"/>
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</contrib>
<contrib contrib-type="author">
<name><surname>Hilal</surname><given-names>Ismail</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Kebd</surname><given-names>Aminetou</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
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<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
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<contrib contrib-type="author">
<name><surname>Sadiki</surname><given-names>Mohamed</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
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<aff id="aff1"><sup>1</sup><institution>Geosciences and Natural Resources Laboratory, Department of Geology, Faculty of Sciences, Ibn Tofail University</institution>, <addr-line>Kenitra</addr-line>, <country>Morocco</country></aff>
<aff id="aff2"><sup>2</sup><institution>Geology, Environment, Mineral and Energy Resources, Faculty of Science and Technology, University of Nouakchott</institution>, <addr-line>Nouakchott</addr-line>, <country>Mauritania</country></aff>
<aff id="aff3"><sup>3</sup><institution>National Center for Energy Sciences and Nuclear Techniques (CNESTEN)</institution>, <addr-line>Rabat</addr-line>, <country>Morocco</country></aff>
<author-notes>
<fn fn-type="edited-by" id="fn0001"><p>Edited by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/91992/overview">Venkatramanan Senapathi</ext-link>, National College, India</p></fn>
<fn fn-type="edited-by" id="fn0002"><p>Reviewed by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1429371/overview">Gabriella Balacco</ext-link>, Politecnico di Bari, Italy</p>
<p><ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/3149859/overview">Priscilla Esinu Selase Lartsey</ext-link>, Universit&#x00E9; du Qu&#x00E9;bec &#x00E0; Montr&#x00E9;al, Canada</p></fn>
<corresp id="c001">&#x002A;Correspondence: Ahmed Mahmoud Ahmed Oubeid, <email>ahmedoubeid.ahmedmahmoud@uit.ac.ma</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>27</day>
<month>10</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>7</volume>
<elocation-id>1666498</elocation-id>
<history>
<date date-type="received">
<day>15</day>
<month>07</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>08</day>
<month>10</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2025 Oubeid, Hilal, Kebd and Sadiki.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Oubeid, Hilal, Kebd and Sadiki</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>As a critical resource for both livelihoods and economic progress, groundwater is increasingly endangered by nitrate contamination stemming from intensive agriculture, landfill leachates, wastewater effluents, soil nitrogen leaching, sewage discharge, and other anthropogenic influences. Stable isotopes (&#x03B4;<sup>15</sup>N&#x2013;NO&#x2083;<sup>&#x2212;</sup>, &#x03B4;<sup>18</sup>O&#x2013;NO&#x2083;<sup>&#x2212;</sup>, &#x03B4;<sup>11</sup>B) have emerged as powerful tools to distinguish pollution sources, including synthetic fertilizers, animal manure, domestic wastewater, and atmospheric deposition. In regions with intensive agriculture and urban sprawl, nitrate concentrations frequently exceed safe thresholds, underscoring the need for precise source identification to guide mitigation strategies. While traditional vulnerability mapping elucidates contamination pathways, it often fails to resolve specific sources. The integration of multi-isotope tracers (e.g., &#x03B4;<sup>11</sup>B with &#x03B4;<sup>15</sup>N&#x2013;NO&#x2083;<sup>&#x2212;</sup>, &#x03B4;<sup>18</sup>O&#x2013;NO&#x2083;<sup>&#x2212;</sup>) alongside hydrochemical data has emerged as an effective approach to address this gap, particularly in complex hydrogeological settings. While previous reviews have addressed nitrate contamination and isotope applications, this study adds value through its updated scope (2015&#x2013;2025), global comparison, emphasis on multi-isotope integration, and the presentation of a unified framework and best practices for source identification. The findings highlight actionable insights for groundwater protection and advocate for the widespread adoption of isotopic tools in sustainable water management worldwide.</p>
</abstract>
<kwd-group>
<kwd>groundwater pollution</kwd>
<kwd>nitrate</kwd>
<kwd>contamination</kwd>
<kwd>stable isotopes</kwd>
<kwd>pollution sources</kwd>
<kwd>isotope hydrology</kwd>
</kwd-group>
<counts>
<fig-count count="5"/>
<table-count count="2"/>
<equation-count count="1"/>
<ref-count count="105"/>
<page-count count="13"/>
<word-count count="10896"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Environmental Water Quality</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="sec1">
<title>Introduction</title>
<p>Groundwater is a vital resource, sustaining life by supplying drinking water and supporting irrigation systems (<xref ref-type="bibr" rid="ref95">Subba Rao et al., 2020</xref>; <xref ref-type="bibr" rid="ref32">Gugulothu et al., 2022</xref>). However, its quality is deteriorating globally, jeopardizing agricultural productivity and human health. Nearly half of the world&#x2019;s population relies on groundwater for daily needs (<xref ref-type="bibr" rid="ref62">Mukherjee and Singh, 2018</xref>; <xref ref-type="bibr" rid="ref1">Adimalla and Qian, 2019</xref>), yet this critical resource is increasingly threatened by rapid agricultural expansion, industrial activities, and urbanization (<xref ref-type="bibr" rid="ref115">Zhaoshi et al., 2021</xref>). The overuse of fertilizers and pesticides, along with untreated sewage and industrial effluents, has severely degraded both surface and subsurface water quality (<xref ref-type="bibr" rid="ref96">Suthar et al., 2009</xref>). Moreover, dynamic groundwater&#x2013;surface water exchanges influence the physical, chemical, and biological characteristics of aquatic ecosystems (<xref ref-type="bibr" rid="ref99">Valett and Sheibley, 2009</xref>). In this context, a thorough understanding of aquifer geochemistry becomes essential for diagnosing contamination processes and supporting effective groundwater management strategies (<xref ref-type="bibr" rid="ref109">Wu et al., 2021</xref>; <xref ref-type="bibr" rid="ref24">Eid et al., 2023</xref>).</p>
<p>In recent decades, groundwater extraction has surged in response to growing agricultural, industrial, and domestic demands, accompanied by rising contamination from organic, inorganic, and emerging pollutants (<xref ref-type="bibr" rid="ref89">Sharma et al., 2022</xref>). Among these, nitrate (NO&#x2083;<sup>&#x2212;</sup>) contamination has emerged as one of the most widespread and persistent challenges affecting groundwater quality. Key anthropogenic sources include atmospheric deposition, chemical fertilizers, animal manure, and untreated urban or industrial waste (<xref ref-type="bibr" rid="ref40">Kelepertzis et al., 2023</xref>).</p>
<p>To address this growing concern, the concept of groundwater vulnerability&#x2014;which assesses the susceptibility of aquifers to contamination&#x2014;has become central to sustainable water resource management (<xref ref-type="bibr" rid="ref13">Bera et al., 2021</xref>; <xref ref-type="bibr" rid="ref75">Paul and Das, 2021</xref>). Various assessment techniques, such as DRASTIC, GOD (<xref ref-type="bibr" rid="ref6">Arauzo, 2017</xref>), SINTACS (<xref ref-type="bibr" rid="ref59">Meng et al., 2020</xref>), and GALDIT (<xref ref-type="bibr" rid="ref16">Boufekane et al., 2022</xref>), integrate hydrogeological parameters to delineate areas at risk of contamination. While these models are effective in identifying zones of heightened vulnerability, they often fall short in accurately determining specific nitrate pollution sources, particularly in regions with complex land use and overlapping anthropogenic activities.</p>
<p>To address this limitation, stable isotope techniques have emerged as powerful tools. In particular, nitrogen (&#x03B4;<sup>15</sup>N) and oxygen (&#x03B4;<sup>18</sup>O) isotopes in nitrate can distinguish between pollution from fertilizers, wastewater, and manure (<xref ref-type="bibr" rid="ref41">Kendall, 1998</xref>; <xref ref-type="bibr" rid="ref72">Panno et al., 2001</xref>; <xref ref-type="bibr" rid="ref19">Bu et al., 2017</xref>; <xref ref-type="bibr" rid="ref116">Zhou et al., 2022</xref>; <xref ref-type="bibr" rid="ref52">Li et al., 2025</xref>). Boron isotopes (&#x03B4;<sup>11</sup>B) further enhance source discrimination, especially in complex hydrogeological and land-use settings (<xref ref-type="bibr" rid="ref47">Komor, 1997</xref>; <xref ref-type="bibr" rid="ref86">Sankoh et al., 2021</xref>).</p>
<p>This review aims to provide a comprehensive synthesis of global applications of stable isotopes in identifying nitrate sources in groundwater. It is structured around six thematic components: (1) methodological approaches for data collection and the spatial distribution of studies; (2) patterns and severity of nitrate contamination at a global scale; (3) environmental and anthropogenic drivers influencing nitrate dynamics; (4) roles and developments of isotopic techniques in groundwater research; (5) specific applications of &#x03B4;<sup>15</sup>N, &#x03B4;<sup>18</sup>O, and &#x03B4;<sup>11</sup>B in nitrate source discrimination; and (6) implications for groundwater protection and future directions for research and management.</p>
</sec>
<sec id="sec2">
<title>Data collection and geographic distribution of studies</title>
<p>This review employed a systematic approach to collect and analyze global literature on groundwater nitrate contamination and isotopic tracing techniques. An extensive literature search was conducted using academic databases such as Scopus and Web of Science, supplemented by Google Scholar and ResearchGate. To ensure a focus on recent methodological advances, emerging isotope tracers, and updated hydrochemical applications, the review specifically targeted peer-reviewed publications from 2015 to 2025. This period reflects a decade marked by significant growth in multi-isotope integration, the use of &#x03B4;<sup>11</sup>B, and the incorporation of isotopic tools into groundwater management frameworks. Keywords focused on core concepts such as &#x201C;groundwater nitrate contamination,&#x201D; &#x201C;stable isotopes,&#x201D; &#x201C;pollution sources,&#x201D; and isotopic markers (&#x201C;&#x03B4;<sup>15</sup>N&#x2013;NO&#x2083;<sup>&#x2212;</sup>,&#x201D; &#x201C;&#x03B4;<sup>18</sup>O&#x2013;NO&#x2083;<sup>&#x2212;</sup>,&#x201D; &#x201C;&#x03B4;<sup>11</sup>B&#x201D;), along with related terms like &#x201C;hydrochemical parameters&#x201D; and &#x201C;groundwater vulnerability.&#x201D; The selection process prioritized articles indexed in Web of Science and Scopus, applying a two-stage screening: initial relevance based on isotope use in source identification, followed by methodological quality control to remove duplicates and redundant studies. Emphasis was placed on research integrating multi-isotope approaches with hydrochemical data for complex contamination scenarios.</p>
<p>The systematic review followed the PRISMA 2020 guidelines (<xref ref-type="bibr" rid="ref71">Page et al., 2021</xref>), with the study selection process summarized in <xref ref-type="fig" rid="fig1">Figure 1</xref>. A total of 634 records were identified through database searches (Scopus&#x202F;=&#x202F;400, Web of Science&#x202F;=&#x202F;234). After the removal of 150 duplicate records and 40 flagged by automation tools, 444 articles remained for screening. Of these, 180 were excluded during the title and abstract review. The remaining 264 reports were sought in full text, of which 225 were successfully retrieved and assessed for eligibility. At this stage, 115 reports were excluded due to incomplete isotopic data (<italic>n</italic>&#x202F;=&#x202F;50), lack of source apportionment analysis (<italic>n</italic>&#x202F;=&#x202F;40), or absence of a nitrate/isotope focus (<italic>n</italic>&#x202F;=&#x202F;25). The final 110 studies met all inclusion criteria and were incorporated into the synthesis.</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p>PRISMA 2020 Flow Diagram.</p>
</caption>
<graphic xlink:href="frwa-07-1666498-g001.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Flowchart illustrating the study identification process through databases and registers. In the identification phase, 634 records were identified: 400 from Scopus and 234 from Web of Science. Before screening, 190 records were removed: 150 as duplicates and 40 by automation tools. During screening, 444 records were screened, with 180 excluded at the title/abstract stage. In the retrieval phase, 264 reports were identified; 39 were not retrieved. In the eligibility phase, 225 reports were assessed, excluding 115 for incomplete isotopic data (50), no source apportionment (40), and no nitrate/isotope focus (25). Finally, 110 studies were included in the review.</alt-text>
</graphic>
</fig>
<p>The systematic review reveals a varied global distribution of studies (<xref ref-type="fig" rid="fig2">Figure 2</xref>) focusing on nitrate isotopes in groundwater. China leads with the highest number of relevant studies (<italic>n</italic>&#x202F;=&#x202F;24), followed by the United States (<italic>n</italic>&#x202F;=&#x202F;11) and India (<italic>n</italic>&#x202F;=&#x202F;9), reflecting strong research engagement in these regions. Other countries with moderate representation include Ghana (<italic>n</italic>&#x202F;=&#x202F;7), Greece (<italic>n</italic>&#x202F;=&#x202F;5), Italy (<italic>n</italic>&#x202F;=&#x202F;4), and Israel (<italic>n</italic>&#x202F;=&#x202F;2), as well as several countries with three studies each, such as Algeria, Argentina, South Korea, and Mexico. European countries like France, Germany, Belgium, and Spain contributed one to two studies each. Notably, Morocco appears with 14 studies, which, while not employing stable isotope techniques, were included to illustrate the widespread and persistent nitrate pollution in the region. Their inclusion serves to emphasize the lack of isotopic applications in Moroccan groundwater research and highlights a significant regional research gap. Some countries, such as Indonesia, Kenya, Nigeria, and Pakistan, are represented by only one study. This underscores both the global relevance of nitrate-related issues and the uneven distribution of isotopic research across regions. The temporal and geographical distributions of studies are shown in <xref ref-type="fig" rid="fig3">Figure 3</xref> (by year) and <xref ref-type="fig" rid="fig4">Figure 4</xref> (by continent), respectively.</p>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption>
<p>Global distribution of studies.</p>
</caption>
<graphic xlink:href="frwa-07-1666498-g002.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">World map showing countries with numbers indicating data points, such as occurrences or categories. The map uses different colors to differentiate between the countries, with numbers prominently displayed in each country, e.g., China has 24, the United States has 11, and India has 9. A scale bar is present at the bottom indicating distances in kilometers.</alt-text>
</graphic>
</fig>
<fig position="float" id="fig3">
<label>Figure 3</label>
<caption>
<p>Distribution of studies by year.</p>
</caption>
<graphic xlink:href="frwa-07-1666498-g003.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Bar chart titled "Number of Studies per Year" showing data from 2015 to 2025. Studies peak in 2020 with 16 studies, followed by 2021 with 12. Lowest is 2025 with 1 study. Other years range between 4 and 11 studies.</alt-text>
</graphic>
</fig>
<fig position="float" id="fig4">
<label>Figure 4</label>
<caption>
<p>Distribution of publications by continent.</p>
</caption>
<graphic xlink:href="frwa-07-1666498-g004.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Pie chart titled "Number of Studies by Continent" showing percentages: Asia 36.8% (orange), Africa 25.5% (blue), Europe 21.7% (green), North America 13.2% (red), South America 2.8% (purple).</alt-text>
</graphic>
</fig>
</sec>
<sec id="sec3">
<title>Global assessment of nitrate contamination in groundwater systems</title>
<p>Groundwater constitutes the principal water source for drinking and agricultural purposes in arid and semi-arid regions, where surface water availability is severely limited (<xref ref-type="bibr" rid="ref113">Zazouli et al., 2024</xref>). Over recent years, reliance on groundwater has increased significantly (<xref ref-type="bibr" rid="ref117">Zhou et al., 2020</xref>; <xref ref-type="bibr" rid="ref95">Subba Rao et al., 2020</xref>). However, groundwater contamination has emerged as a pressing environmental challenge with significant regional and global implications (<xref ref-type="bibr" rid="ref30">Gao et al., 2020</xref>; <xref ref-type="bibr" rid="ref33">He et al., 2020</xref>). This contamination is driven by various factors, including erratic rainfall, rapid urbanization, intensive irrigation, excessive fertilizer use, unregulated industrial activities, population growth, and both anthropogenic and geogenic pollution (<xref ref-type="bibr" rid="ref30">Gao et al., 2020</xref>; <xref ref-type="bibr" rid="ref48">Kumar et al., 2021</xref>; <xref ref-type="bibr" rid="ref95">Subba Rao et al., 2020</xref>). Among the most concerning groundwater pollutants is nitrate (NO&#x2083;<sup>&#x2212;</sup>), which has become a global issue due to its elevated concentrations. High levels of nitrate in groundwater pose serious risks to human health, particularly through drinking water exposure (<xref ref-type="bibr" rid="ref2">Adimalla and Qian, 2021</xref>).</p>
<p>Agriculture is the primary source of nitrate pollution, with excessive nitrogen fertilizer use and animal waste contributing significantly. In addition, poorly designed septic systems also lead to nitrate leaching into the water Table. NO&#x2083;<sup>&#x2212;</sup> pollution originates from both point sources&#x2014;such as domestic sewage discharges, cesspools, and dairy lagoons&#x2014;and non-point sources, including agricultural runoff from synthetic fertilizers and manure, soil nitrogen leaching, and atmospheric nitrogen deposition. These sources vary in spatial and temporal patterns, complicating efforts to trace and manage nitrate contamination in groundwater systems (<xref ref-type="bibr" rid="ref30">Gao et al., 2020</xref>; <xref ref-type="bibr" rid="ref33">He et al., 2020</xref>). In intensively farmed regions, groundwater nitrate (NO&#x2083;<sup>&#x2212;</sup>) concentrations frequently reach alarming levels, with recorded values exceeding 250&#x202F;mg/L (<xref ref-type="bibr" rid="ref34">Hilal et al., 2024</xref>)&#x2014;five times the World Health Organization&#x2019;s (WHO) recommended limit of 50&#x202F;mg/L for drinking water. Studies in various agricultural zones have documented a steady increase in nitrate pollution over recent decades (<xref ref-type="bibr" rid="ref65">Nouzha et al., 2016</xref>; <xref ref-type="bibr" rid="ref7">Aziane et al., 2020</xref>; <xref ref-type="bibr" rid="ref26">El Khodrani et al., 2020</xref>).</p>
<p>In areas with high agricultural activity, particularly those cultivating vegetables and industrial crops, nitrate concentrations in groundwater often exceed safe thresholds (<xref ref-type="bibr" rid="ref65">Nouzha et al., 2016</xref>). These elevated levels are primarily attributed to livestock waste discharge, excessive chemical fertilizer use, and pesticide infiltration. River basins in agricultural regions frequently experience nitrate pollution due to farming practices, urban expansion, and industrial processes (<xref ref-type="bibr" rid="ref9002">Kanga et al., 2020</xref>).</p>
<p>Inefficient irrigation practices significantly worsen groundwater contamination, contributing to both water resource depletion and environmental degradation through nitrate leaching and eutrophication processes (<xref ref-type="bibr" rid="ref26">El Khodrani et al., 2020</xref>). Research has shown that nitrate levels are often higher in wells near irrigated farmlands, where excess water application facilitates nitrate transport into the subsurface (<xref ref-type="bibr" rid="ref12">Benkaddour et al., 2020</xref>).</p>
<p>Additionally, studies have detected agricultural chemicals in a significant proportion of monitored wells, with insecticides and nitrogen-based fertilizers being major contributors (<xref ref-type="bibr" rid="ref90011">El Bouzaidi et al., 2023</xref>). These findings underscore the urgent need for improved agricultural practices, stricter pollution controls, and sustainable groundwater management strategies worldwide.</p>
</sec>
<sec id="sec4">
<title>Factors influencing nitrate contamination in groundwater</title>
<p>Nitrate contamination in groundwater is influenced by a complex interplay of factors, making the relationship between surface nitrogen sources and subsurface nitrate levels highly intricate (<xref ref-type="bibr" rid="ref56">Malki et al., 2017</xref>). A significant portion of nitrogen from fertilizers can leach into groundwater due to irrigation or precipitation (<xref ref-type="bibr" rid="ref100">Van Meter et al., 2016</xref>). Excessive fertilizer application increases soil nitrate levels and organic matter, which stimulates microbial processes such as nitrification and denitrification. These biological activities alter the soil&#x2019;s capacity to retain pesticides by affecting microbial degradation rates and chemical interactions (<xref ref-type="bibr" rid="ref70">Oumara and El Youssfi, 2022</xref>). When nitrogen inputs surpass crop uptake, soluble nitrate compounds infiltrate groundwater, leading to contamination (<xref ref-type="bibr" rid="ref26">El Khodrani et al., 2020</xref>).</p>
<p>Studies have shown that reducing fertilizer application does not immediately lower groundwater nitrate levels due to legacy nitrogen in the subsurface (<xref ref-type="bibr" rid="ref104">Wang et al., 2015</xref>). Key determinants of nitrate contamination include climate conditions, such as rainfall patterns, temperature, and seasonal variability that influence nitrate leaching and microbial processes, as well as fertilizer type, manure management practices, and soil properties (<xref ref-type="bibr" rid="ref26">El Khodrani et al., 2020</xref>). Aquifer depth also plays a critical role, with shallow aquifers being more vulnerable to nitrate leaching due to their proximity to surface processes, while deeper aquifers often exhibit delayed or reduced contamination (<xref ref-type="bibr" rid="ref7">Aziane et al., 2020</xref>).</p>
<p>Additional factors influencing nitrate transport include soil texture, permeability, rainfall intensity, recharge rates, water table depth, evapotranspiration, and irrigation efficiency (<xref ref-type="bibr" rid="ref9">Barakat et al., 2020</xref>). Regions with high precipitation require careful groundwater management to minimize nitrate leaching and associated risks, as increased rainfall can both dilute nitrate concentrations in groundwater and enhance nitrate transport through soil, potentially spreading contamination over a larger area (<xref ref-type="bibr" rid="ref104">Wang et al., 2015</xref>).</p>
<p>Research in agricultural areas has documented widespread nitrate exceedances of the World Health Organization&#x2019;s recommended limits, particularly in regions with sandy soils and shallow water tables (<xref ref-type="bibr" rid="ref57">Marouane et al., 2015</xref>). Seasonal variations further affect nitrate dynamics, with spring rainfall promoting pollutant transport to deeper layers and summer conditions accelerating nitrification, leading to seasonal nitrate peaks (<xref ref-type="bibr" rid="ref7">Aziane et al., 2020</xref>).</p>
<p>Heavy rainfall events often lead to a rapid increase in nitrate concentrations in groundwater due to accelerated infiltration of nitrate-rich surface water and soil solutions into the aquifer (<xref ref-type="bibr" rid="ref104">Wang et al., 2015</xref>). This initial spike is typically followed by a gradual decline as hydrological conditions stabilize and dilution occurs. Several interrelated factors influence these dynamics, including soil texture and permeability, which control water movement; land use and fertilizer application timing; and microbial processes such as nitrification and denitrification that modify nitrate concentrations within the subsurface. Additionally, climate variables like precipitation intensity, frequency, and seasonal distribution play a critical role in modulating nitrate transport and transformation. Understanding these complex interactions is essential for developing adaptive land-use practices and targeted mitigation strategies, such as controlled fertilizer application schedules, buffer zones, and improved manure management, to effectively reduce nitrate pollution in vulnerable aquifers and optimize groundwater resource management.</p>
</sec>
<sec id="sec5">
<title>Overview of isotope applications in groundwater research</title>
<p><xref ref-type="bibr" rid="ref64">Nisi et al. (2016)</xref> emphasize that effective groundwater quality management depends on accurately identifying pollution sources. In many countries, traditional groundwater assessments have predominantly used hydrochemical analysis, geophysical techniques, and evaluation indices to measure pollutant levels in water samples and leachates. Although these approaches offer important data on contamination extent and aquifer vulnerability, they frequently fall short in pinpointing specific pollution origins. The advent and application of isotope techniques have revolutionized groundwater studies by enabling researchers to trace pollution sources and gain a clearer understanding of the origin of surface and groundwater recharge (<xref ref-type="bibr" rid="ref35">Jia et al., 2020</xref>). Stable isotopes have broad applications in hydrological investigations. From their use, we gain crucial insights into aquifer&#x2013;aquifer interconnections, groundwater age, and sources of contamination, among other important aspects (<xref ref-type="bibr" rid="ref69">Oteng Mensah et al., 2014</xref>; <xref ref-type="bibr" rid="ref112">Yidana et al., 2015</xref>). These techniques, some of which operate on the principle of tracer analysis, track the transport and transformation of key contaminants, such as nitrates, chlorinated compounds, and other anthropogenic pollutants, within aquatic systems. Isotopic composition is quantified using delta (<italic>&#x03B4;</italic>) notation, representing the ratio of isotope abundances relative to a standard reference (<xref ref-type="bibr" rid="ref110">Xu et al., 2016</xref>; <xref ref-type="bibr" rid="ref86">Sankoh et al., 2021</xref>), as shown in <xref ref-type="disp-formula" rid="EQ1">Equation (1)</xref>.</p><disp-formula id="EQ1">
<label>(1)</label>
<mml:math id="M1">
<mml:mrow>
<mml:mi>&#x03B4;</mml:mi>
<mml:mo>=</mml:mo>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mi>R</mml:mi>
<mml:mi>S</mml:mi>
<mml:mi mathvariant="normal">tandard</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>R</mml:mi>
<mml:mi>S</mml:mi>
<mml:mi mathvariant="normal">ample</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>&#x00D7;</mml:mo>
<mml:msup>
<mml:mrow>
<mml:mn>10</mml:mn>
</mml:mrow>
<mml:mn>3</mml:mn>
</mml:msup>
</mml:mrow>
</mml:math>
</disp-formula>
<p>where: R<sub>Sample</sub> are the heavy (rare) to light (abundant) isotope ratios of the sample; R<sub>Standard</sub> are the heavy (rare) to light (abundant) ratios of the standard. Oxygen (O), hydrogen (H), carbon (C), sulfur (S), and nitrogen (N) are among the most widely used isotopes in environmental studies (<xref ref-type="bibr" rid="ref86">Sankoh et al., 2021</xref>). For over eight decades, environmental isotopes (<xref ref-type="table" rid="tab1">Table 1</xref>) have been extensively applied in water bodies and other materials to enhance our understanding of hydrogeological and environmental processes.</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption>
<p>Environmental isotopes used for various groundwater studies.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Element</th>
<th align="center" valign="top">Isotope notation</th>
<th align="center" valign="top">Isotopic ratio</th>
<th align="center" valign="top">Natural abundance (%)</th>
<th align="left" valign="top">Application</th>
<th align="left" valign="top">Ref.</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">H</td>
<td align="center" valign="top">&#x03B4;<sup>2</sup>H</td>
<td align="center" valign="top"><sup>2</sup>H/<sup>1</sup>H</td>
<td align="center" valign="top">0.015</td>
<td align="left" valign="top">Water origin</td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref3">Adomako et al. (2010)</xref>
</td>
</tr>
<tr>
<td align="left" valign="top">H</td>
<td align="center" valign="top"><sup>3</sup>H</td>
<td align="center" valign="top">-</td>
<td align="center" valign="top">1&#x202F;&#x00D7;&#x202F;10<sup>&#x2212;18</sup></td>
<td align="left" valign="top">Landfill leachate</td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref80">Pujiindiyati and Sidauruk (2015)</xref>
</td>
</tr>
<tr>
<td align="left" valign="top">N</td>
<td align="center" valign="top">&#x03B4;<sup>15</sup>N</td>
<td align="center" valign="top"><sup>15</sup>N/<sup>14</sup>N</td>
<td align="center" valign="top">0.366</td>
<td align="left" valign="top">Pollution sources</td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref20">Chen et al. (2019)</xref>
</td>
</tr>
<tr>
<td align="left" valign="top">Cl</td>
<td align="center" valign="top">&#x03B4;<sup>37</sup>Cl</td>
<td align="center" valign="top"><sup>37</sup>Cl/<sup>35</sup>Cl</td>
<td align="center" valign="top">24.23</td>
<td align="left" valign="top">Transformation of chlorinated compounds</td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref118">Zimmermann et al. (2020)</xref>
</td>
</tr>
<tr>
<td align="left" valign="top">B</td>
<td align="center" valign="top">&#x03B4;<sup>11</sup>B</td>
<td align="center" valign="top"><sup>11</sup>B/<sup>10</sup>B</td>
<td align="center" valign="top">80.1</td>
<td align="left" valign="top">Pollution source (anthropogenic/geogenic)</td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref63">Nigro et al. (2017)</xref>
</td>
</tr>
<tr>
<td align="left" valign="top">O</td>
<td align="center" valign="top">&#x03B4;<sup>18</sup>O</td>
<td align="center" valign="top"><sup>18</sup>O/<sup>16</sup>O</td>
<td align="center" valign="top">0.204</td>
<td align="left" valign="top">Water origin</td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref3">Adomako et al. (2010)</xref>
</td>
</tr>
<tr>
<td align="left" valign="top">S</td>
<td align="center" valign="top">&#x03B4;<sup>34</sup>S</td>
<td align="center" valign="top"><sup>34</sup>S/<sup>32</sup>S</td>
<td align="center" valign="top">4.21</td>
<td align="left" valign="top">Sulfate sources (landfill, AMD)</td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref64">Nisi et al. (2016)</xref>
</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="sec6">
<title>Tracing nitrate pollution sources using dual isotopes (&#x03B4;<sup>15</sup>N, &#x03B4;<sup>18</sup>O) and &#x03B4;<sup>11</sup>B</title>
<p>Groundwater contamination arises from both natural sources, such as soil nitrogen and atmospheric deposition, and anthropogenic sources, including synthetic fertilizers, manure, sewage, industrial waste, excessive fertilizer leaching, uncontrolled landfill disposal, sewage infiltration, and seawater intrusion. Except for seawater intrusion, which primarily introduces saline water rather than nitrate contaminants, these sources contribute nitrates with distinct isotopic signatures. This variability in isotopic fingerprints makes stable isotope analysis a powerful tool for identifying the origins and pathways of nitrate pollution in groundwater (<xref ref-type="bibr" rid="ref86">Sankoh et al., 2021</xref>). Nitrogen, a key tracer for nitrate sources, has two stable isotopes: &#x03B4;<sup>14</sup>N (99.63% abundance) and &#x03B4;<sup>15</sup>N (0.37% abundance). Since different nitrate (NO&#x2083;<sup>&#x2212;</sup>) sources exhibit unique isotopic signatures, &#x03B4;<sup>15</sup>N and &#x03B4;<sup>18</sup>O analysis helps pinpoint contamination pathways (<xref ref-type="bibr" rid="ref86">Sankoh et al., 2021</xref>).</p>
<p>When tracing nitrate sources in freshwater, understanding the processes affecting &#x03B4;<sup>15</sup>N and &#x03B4;<sup>18</sup>O is critical. Major nitrate contributors include agricultural runoff and industrial discharges, with microbial processes, such as ammonia volatilization, denitrification, and nitrification that play a pivotal role in nitrogen cycling (<xref ref-type="fig" rid="fig5">Figure 5</xref>). Notably, ammonia volatilization and denitrification can significantly enrich &#x03B4;<sup>15</sup>N in residual groundwater nitrate (<xref ref-type="bibr" rid="ref86">Sankoh et al., 2021</xref>).</p>
<fig position="float" id="fig5">
<label>Figure 5</label>
<caption>
<p>Biochemical cycles of nitrogen (<xref ref-type="bibr" rid="ref86">Sankoh et al., 2021</xref>).</p>
</caption>
<graphic xlink:href="frwa-07-1666498-g005.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Diagram showing the nitrogen cycle, with processes like nitrogen fixation, denitrification, ammonification, and assimilation. Arrows indicate transformations between ammonia (NH3/NH4+) and nitrate (NO3-), highlighting recycling, sorption, and leaching processes. Central terms include respiratory reduction and nitrification.</alt-text>
</graphic>
</fig>
</sec>
<sec id="sec7">
<title>Application of &#x03B4;<sup>15</sup>N and &#x03B4;<sup>18</sup>O isotopic signatures for tracing nitrate contamination sources</title>
<p>The use of nitrogen isotopes, specifically &#x03B4;<sup>15</sup>N, has been explored in several recent studies (<xref ref-type="bibr" rid="ref19">Bu et al., 2017</xref>; <xref ref-type="bibr" rid="ref76">Peters et al., 2019</xref>; <xref ref-type="bibr" rid="ref84">Ren et al., 2014</xref>) to trace the sources of nitrate (NO&#x2083;<sup>&#x2212;</sup>) pollution. Despite its effectiveness in distinguishing between various nitrate sources, the &#x03B4;<sup>15</sup>N method faces challenges. Specifically, it struggles to differentiate between atmospheric nitrate, soil nitrate, inorganic fertilizers, manure, and landfill waste, as the multiple nitrogen transformations involved cause overlapping &#x03B4;<sup>15</sup>N values. To address this uncertainty, researchers have turned to the use of oxygen isotopes (&#x03B4;<sup>18</sup>O&#x2013;NO&#x2083;<sup>&#x2212;</sup>), which can complement &#x03B4;<sup>15</sup>N data. However, the application of &#x03B4;<sup>18</sup>O&#x2013;NO&#x2083;<sup>&#x2212;</sup> also presents difficulties, as its values tend to overlap for sources such as ammonium fertilizers, soil nitrogen, and manure, complicating the identification of nitrate sources (<xref ref-type="bibr" rid="ref60">Minet et al., 2012</xref>). In response to these challenges, the combination of &#x03B4;<sup>18</sup>O and &#x03B4;<sup>15</sup>N, forming a dual isotope approach, has been applied by (Lasagna et Luca; 2019) to improve the accuracy of identifying nitrate sources. This dual isotope technique has become a widely adopted method to trace and characterize nitrate pollution in different environments by analyzing the distinct &#x03B4;<sup>18</sup>O&#x2013;NO&#x2083;<sup>&#x2212;</sup> and &#x03B4;<sup>15</sup>N&#x202F;&#x2212;&#x202F;NO&#x2083;<sup>&#x2212;</sup> signatures (<xref ref-type="bibr" rid="ref36">Jiang et al., 2016</xref>; <xref ref-type="bibr" rid="ref79">Puig et al., 2017</xref>; <xref ref-type="bibr" rid="ref107">Wen et al., 2018</xref>; <xref ref-type="bibr" rid="ref29">Fernandes et al., 2019</xref>; <xref ref-type="bibr" rid="ref66">Nyilitya et al., 2020</xref>; <xref ref-type="bibr" rid="ref106">Weitzman et al., 2021</xref>; <xref ref-type="bibr" rid="ref37">Ju et al., 2023</xref>).</p>
</sec>
<sec id="sec8">
<title>Isotopic fingerprints of &#x03B4;<sup>15</sup>N and &#x03B4;<sup>18</sup>O in nitrate from manure and septic waste</title>
<p>Septic tanks, landfills, animal manure, sewage, and sludge are significant contributors of nitrate pollution in aquatic systems. These waste sources typically contain organic nitrogen compounds, such as urea and organic nitrate, which undergo microbial transformations, primarily ammonification, nitrification, and denitrification leading to enriched &#x03B4;<sup>15</sup>N&#x2013;NO&#x2083;<sup>&#x2212;</sup> and &#x03B4;<sup>18</sup>O&#x2013;NO&#x2083;<sup>&#x2212;</sup> isotopic signatures.</p>
<p>Between 2015 and 2025, a wide range of studies conducted across Asia, Africa, Europe, and the Americas utilized stable isotope techniques to trace nitrate contamination sources. In groundwater systems, &#x03B4;<sup>15</sup>N values from 0 to +9&#x2030; and &#x03B4;<sup>18</sup>O values from +2.5 to +7.5&#x2030; were linked to inputs from fertilizers, soil organic matter, excreta, and wastewater (<xref ref-type="bibr" rid="ref22">Deng et al., 2024</xref>). Seasonal variations were also observed in river systems, with higher &#x03B4;<sup>18</sup>O values in summer and lower &#x03B4;<sup>15</sup>N in winter, reflecting shifts in nitrate sources throughout the year (<xref ref-type="bibr" rid="ref105">Wang et al., 2024</xref>).</p>
<p>In the Liao River Basin, isotopic signatures (&#x03B4;<sup>15</sup>N&#x2013;NO&#x2083;<sup>&#x2212;</sup>: +7.7&#x2030; to +14.6&#x2030;; &#x03B4;<sup>18</sup>O&#x2013;NO&#x2083;<sup>&#x2212;</sup>: +0.6&#x2030; to +11.2&#x2030;) were attributed to domestic, industrial, and agricultural effluents (<xref ref-type="bibr" rid="ref114">Zhang et al., 2024</xref>). Downstream increases in &#x03B4;<sup>15</sup>N&#x2013;NO&#x2083;<sup>&#x2212;</sup>, averaging +13.1&#x202F;&#x00B1;&#x202F;2.2&#x2030;, in industrialized areas of Greece also indicated intensified organic pollution (<xref ref-type="bibr" rid="ref49">Kypritidou et al., 2024</xref>). Wastewater samples tended to display lower and more variable isotope values, as seen in &#x03B4;<sup>15</sup>N&#x2013;NO&#x2083;<sup>&#x2212;</sup> values of +4.7&#x2030; to +12.6&#x2030; and &#x03B4;<sup>18</sup>O&#x2013;NO&#x2083;<sup>&#x2212;</sup> of +1.7&#x2030; to +5.7&#x2030;, consistent with mixed inputs from soils and manure (<xref ref-type="bibr" rid="ref81">Quinodoz et al., 2024</xref>). In Tunisia, &#x03B4;<sup>15</sup>N and &#x03B4;<sup>18</sup>O ranged from +0.9&#x2030; to +23.8&#x2030; and +5.3&#x2030; to +21.5&#x2030; respectively, again pointing to wastewater and manure as dominant sources (<xref ref-type="bibr" rid="ref17">Boumaiza et al., 2022</xref>). High &#x03B4;<sup>15</sup>N and &#x03B4;<sup>18</sup>O values in aquifers adjacent to streams in South Korea (up to +28.0&#x2030; and +23.0&#x2030;, respectively) suggested strong inputs from animal waste and sewage (<xref ref-type="bibr" rid="ref37">Ju et al., 2023</xref>). Similarly, seasonal changes in isotopic values (&#x03B4;<sup>15</sup>N: +1.05&#x2030; to +15.47&#x2030;; &#x03B4;<sup>18</sup>O: &#x2212;7.92&#x2030; to +22.94&#x2030;) were consistent with variable contributions from manure, sewage, and fertilizers (<xref ref-type="bibr" rid="ref103">Wang et al., 2023</xref>). Evidence of mixed anthropogenic sources is further supported by isotope ranges of &#x03B4;<sup>15</sup>N: +2.0&#x2030; to +14.5&#x2030; and &#x03B4;<sup>18</sup>O: +0.3&#x2030; to +11.0&#x2030; (<xref ref-type="bibr" rid="ref40">Kelepertzis et al., 2023</xref>). Sewage sludge, in particular, has shown highly enriched isotopic values, with &#x03B4;<sup>15</sup>N reaching +33.8&#x2030; and &#x03B4;<sup>18</sup>O up to +57.5&#x2030; due to processes like nitrification and partial denitrification (<xref ref-type="bibr" rid="ref54">Lorette et al., 2022</xref>).</p>
<p>In Mexico, nitrate in groundwater showed &#x03B4;<sup>15</sup>N&#x2013;NO&#x2083;<sup>&#x2212;</sup> values between +8.86&#x2030; and +39.67&#x2030;, and &#x03B4;<sup>18</sup>O&#x2013;NO&#x2083;<sup>&#x2212;</sup> values up to +14.89&#x2030;, indicating a strong influence from domestic wastewater and manure (<xref ref-type="bibr" rid="ref98">Torres-Mart&#x00ED;nez et al., 2021</xref>). Comparable findings were noted in Argentina, where &#x03B4;<sup>15</sup>N values above +12.8&#x2030; were attributed to septic tank seepage (<xref ref-type="bibr" rid="ref15">Blarasin et al., 2021</xref>). In Ghana, <xref ref-type="bibr" rid="ref50">Lartsey et al. (2024)</xref> investigated nitrate contamination sources in groundwater and surface water of the north-western Volta River Basin using hydrochemical and multi-isotopic approaches, showing that the dominant sources of nitrate are manure and sewage, with a smaller contribution from soil nitrogen. Isotopic analysis (&#x03B4;<sup>15</sup>N and &#x03B4;<sup>18</sup>O of NO&#x2083;<sup>&#x2212;</sup>) and mixing models revealed that manure accounts for an average of 74% of nitrate in groundwater, while soil nitrogen contributes about 10%. Recharge primarily originates from rainfall, with some influence from the Black Volta River, and biological processes such as nitrification and denitrification affect nitrate concentrations. Although about 80% of samples were classified as pollution-free based on the Nitrate Pollution Index, anthropogenic inputs were evident near discharge zones, highlighting the significant role of agricultural and domestic waste in groundwater nitrate contamination in the region. Similarly, groundwater in northern Ghana displayed &#x03B4;<sup>15</sup>N values of +5.8&#x2030; to +7.0&#x2030; and &#x03B4;<sup>18</sup>O values near +17&#x2030;, indicative of contamination from domestic and animal waste (<xref ref-type="bibr" rid="ref31">Gibrilla et al., 2020</xref>), while seasonal variations in Greece also revealed &#x03B4;<sup>15</sup>N values between +4.6&#x2030; and +17.7&#x2030;, again pointing to inputs from soil and organic waste (<xref ref-type="bibr" rid="ref39">Kazakis et al., 2020</xref>).</p>
<p>In Kenyan urban centers, &#x03B4;<sup>15</sup>N values soared to +51.8&#x2030; during the dry season, clearly implicating sewage and manure (<xref ref-type="bibr" rid="ref66">Nyilitya et al., 2020</xref>). Multi-source river systems displayed extremely variable nitrate isotope signatures, with &#x03B4;<sup>15</sup>N from &#x2212;23.5&#x2030; to +32.0&#x2030; and &#x03B4;<sup>18</sup>O from &#x2212;12.7&#x2030; to +39.2&#x2030;, depending on pollution sources and hydrological conditions (<xref ref-type="bibr" rid="ref76">Peters et al., 2019</xref>). Urban groundwater studies in Eastern Europe revealed &#x03B4;<sup>15</sup>N values between +12.6&#x2030; and +18.0&#x2030;, and &#x03B4;<sup>18</sup>O from &#x2212;0.1&#x2030; to +8.7&#x2030;, both consistent with anthropogenic waste inputs (<xref ref-type="bibr" rid="ref102">Vystavna et al., 2017</xref>). In the White Volta River in Ghana, &#x03B4;<sup>15</sup>N values up to +22.1&#x2030; were also linked to sewage and animal waste (<xref ref-type="bibr" rid="ref5">Anornu et al., 2017</xref>). Similarly, values up to +32.5&#x2030; for &#x03B4;<sup>15</sup>N&#x2013;NO&#x2083;<sup>&#x2212;</sup> and +18.1&#x2030; for &#x03B4;<sup>18</sup>O were recorded in Spanish waters, pointing to manure and wastewater under denitrifying conditions (<xref ref-type="bibr" rid="ref79">Puig et al., 2017</xref>).</p>
<p>In northern China, groundwater showed isotope values ranging from &#x2212;0.6&#x2030; to +31&#x2030; for &#x03B4;<sup>15</sup>N&#x2013;NO&#x2083;<sup>&#x2212;</sup> and from +16.3&#x2030; to +37.4&#x2030; for &#x03B4;<sup>18</sup>O&#x2013;NO&#x2083;<sup>&#x2212;</sup>, suggesting diverse sources including manure and volatilized ammonia (<xref ref-type="bibr" rid="ref36">Jiang et al., 2016</xref>). Foundational data by <xref ref-type="bibr" rid="ref9001">Li et al. (2007)</xref> established that &#x03B4;<sup>15</sup>N values from +10&#x2030; to +25&#x2030; are typical of animal manure and ammonia volatilization. The primary sources of nitrate pollution identified in these studies include animal manure, sewage, ammonia volatilization from urea, agricultural activities, farming, and denitrification processes influenced by precipitation.</p>
<p>In Israel, <xref ref-type="bibr" rid="ref88">Shalev et al. (2015)</xref> report that nitrate contamination of groundwater in the Central Arava Valley is primarily linked to agricultural sources, with isotopic and chemical analyses indicating that all applied fertilizers (synthetic nitrate, synthetic ammonium, and manure) contribute to contamination, generally in proportion to their use in local fertilization schemes, alongside occasional inputs from leaking sewage reservoirs. Similarly, in the Gaza Strip, <xref ref-type="bibr" rid="ref92">Shomar et al. (2008)</xref> found that groundwater is mainly impacted by manure and, to a lesser extent, by septic effluents and sludge, while synthetic fertilizers play only a minor role. Isotopic signatures (&#x03B4;<sup>15</sup>N and &#x03B4;<sup>18</sup>O) confirm these patterns: manure and sludge exhibit enriched &#x03B4;<sup>15</sup>N values (+4.6 to +11.9&#x2030;), whereas synthetic fertilizers are near 0&#x2030;, corresponding to the ranges observed in groundwater (+3.2 to +12.8&#x2030;). No significant denitrification was detected in Gaza, and in both regions, irrigation practices and recharge dynamics strongly influence nitrate leaching. These findings underscore the utility of isotope-based approaches for distinguishing contamination sources and guiding sustainable groundwater management.</p>
</sec>
<sec id="sec9">
<title>Isotopic fingerprints of &#x03B4;<sup>15</sup>N and &#x03B4;<sup>18</sup>O in ammonia from fertilizers and precipitation</title>
<p>The intensive and often poorly regulated use of nitrogen-based fertilizers in agriculture has significantly elevated nitrate (NO&#x2083;<sup>&#x2212;</sup>) concentrations in groundwater systems. Synthetic fertilizers such as urea, potassium nitrate (KNO&#x2083;), and ammonium nitrate (NH&#x2084;NO&#x2083;), derived from industrial nitrogen fixation, typically exhibit &#x03B4;<sup>15</sup>N values between &#x2212;4&#x2030; and +4&#x2030;, reflecting their atmospheric nitrogen origin. In the Erhai Basin, nitrate isotopic compositions revealed &#x03B4;<sup>15</sup>N&#x2013;NO&#x2083;<sup>&#x2212;</sup> values ranging from &#x2212;0.64&#x2030; to +17.67&#x2030; (mean: +6.89&#x2030;) and &#x03B4;<sup>18</sup>O&#x2013;NO&#x2083;<sup>&#x2212;</sup> from &#x2212;1.87&#x2030; to +24.43&#x2030; (mean: +7.88&#x2030;), with microbial nitrification dominating approximately 60% of samples particularly in oxygen-rich upstream and littoral zones while denitrification was identified in only 13.56% of cases (<xref ref-type="bibr" rid="ref90">She et al., 2024</xref>).</p>
<p>Seasonal isotopic shifts further illustrate the dynamic nature of nitrate inputs. During the dry season, &#x03B4;<sup>18</sup>O&#x2013;NO&#x2083;<sup>&#x2212;</sup> values ranged from &#x2212;5&#x2030; to +16.85&#x2030; (mean: +2.68&#x2030;), and &#x03B4;<sup>15</sup>N&#x2013;NO&#x2083;<sup>&#x2212;</sup> from &#x2212;1.17&#x2030; to +8.40&#x2030; (mean: +2.28&#x2030;). Conversely, the wet season displayed &#x03B4;<sup>18</sup>O&#x2013;NO&#x2083;<sup>&#x2212;</sup> values from &#x2212;4.78&#x2030; to +11.59&#x2030; (mean: &#x2212;0.52&#x2030;) and &#x03B4;<sup>15</sup>N&#x2013;NO&#x2083;<sup>&#x2212;</sup> from &#x2212;0.63&#x2030; to +27.06&#x2030; (mean: +1.83&#x2030;), suggesting additional inputs from organic fertilizers and domestic effluents (<xref ref-type="bibr" rid="ref94">Su et al., 2024</xref>).</p>
<p>Isotopic compositions typical of synthetic fertilizers were also documented elsewhere. For example, &#x03B4;<sup>15</sup>N and &#x03B4;<sup>18</sup>O values of approximately +0.5&#x2030; and +7&#x2030;, respectively, were reported in a wastewater-influenced context (<xref ref-type="bibr" rid="ref81">Quinodoz et al., 2024</xref>). In agricultural areas, <xref ref-type="bibr" rid="ref46">Kim et al. (2023)</xref> recorded broader &#x03B4;<sup>15</sup>N&#x2013;NO&#x2083;<sup>&#x2212;</sup> values (+3.0&#x2030; to +27.5&#x2030;) and &#x03B4;<sup>18</sup>O&#x2013;NO&#x2083;<sup>&#x2212;</sup> values (&#x2212;2.4&#x2030; to +7.7&#x2030;), indicating a mixture of sources, including livestock waste, synthetic fertilizers, and soil-derived nitrogen. In riverine systems, dominant nitrification processes were inferred from &#x03B4;<sup>15</sup>N&#x2013;NO&#x2083;<sup>&#x2212;</sup> values around +5&#x2030; and &#x03B4;<sup>18</sup>O&#x2013;NO&#x2083;<sup>&#x2212;</sup> around +4&#x2030;, with over 70% of &#x03B4;<sup>18</sup>O&#x2013;NO&#x2083;<sup>&#x2212;</sup> values aligning with microbial nitrate production (<xref ref-type="bibr" rid="ref116">Zhou et al., 2022</xref>).</p>
<p>Despite their typically low &#x03B4;<sup>15</sup>N signatures (&#x2212;8&#x2030; to +7&#x2030;), synthetic nitrate fertilizers can exhibit enriched &#x03B4;<sup>15</sup>N&#x2013;NO&#x2083;<sup>&#x2212;</sup> values following post-application transformations such as nitrification (<xref ref-type="bibr" rid="ref77">Piatek et al., 2005</xref>). The &#x03B4;<sup>18</sup>O of nitrate formed via nitrification reflects a combination of oxygen from atmospheric O&#x2082; (&#x2248;&#x202F;+&#x202F;23.9&#x2030;) and water (&#x2248;&#x202F;&#x2212;&#x202F;25&#x2030; to +4&#x2030;), producing &#x03B4;<sup>18</sup>O&#x2013;NO&#x2083;<sup>&#x2212;</sup> values that generally lie between &#x2212;10&#x2030; and +10&#x2030; (<xref ref-type="bibr" rid="ref42">Kendall, 1998</xref>; <xref ref-type="bibr" rid="ref43">Kendall and Aravena, 2000</xref>; <xref ref-type="bibr" rid="ref58">Mayer et al., 2001</xref>; <xref ref-type="bibr" rid="ref101">Veale et al., 2019</xref>). This trend was evident in the observations by <xref ref-type="bibr" rid="ref106">Weitzman et al. (2021)</xref>, who reported &#x03B4;<sup>18</sup>O&#x2013;NO&#x2083;<sup>&#x2212;</sup> values ranging from &#x2212;3.2&#x2030; to +17.4&#x2030;, and by <xref ref-type="bibr" rid="ref107">Wen et al. (2018)</xref>, who found &#x03B4;<sup>18</sup>O&#x2013;NO&#x2083;<sup>&#x2212;</sup> between +0.07&#x2030; and +1.77&#x2030;both consistent with agricultural inputs.</p>
<p>In regions of Nebraska, groundwater nitrate concentrations ranged from 6.5 to 53&#x202F;mg/L, with &#x03B4;<sup>15</sup>N&#x2013;NO&#x2083;<sup>&#x2212;</sup> values between &#x2212;0.3&#x2030; and +7.8&#x2030;, and &#x03B4;<sup>18</sup>O&#x2013;NO&#x2083;<sup>&#x2212;</sup> values from &#x2212;1.4&#x2030; to +7.8&#x2030;, reflecting predominant inputs from ammonium nitrification and soil organic nitrogen (<xref ref-type="bibr" rid="ref93">Spalding et al., 2019</xref>). Although synthetic nitrate fertilizers are characterized by higher &#x03B4;<sup>18</sup>O&#x2013;NO&#x2083;<sup>&#x2212;</sup> values due to their exclusive reliance on atmospheric oxygen (typically +17&#x2030; to +25&#x2030;), such values are rarely observed in field settings (<xref ref-type="bibr" rid="ref58">Mayer et al., 2001</xref>; <xref ref-type="bibr" rid="ref101">Veale et al., 2019</xref>). For example, &#x03B4;<sup>18</sup>O&#x2013;NO&#x2083;<sup>&#x2212;</sup> values reported in boreholes, wells, and surface waters across Ghana ranged from +5.1&#x2030; to +8.83&#x2030; (<xref ref-type="bibr" rid="ref5">Anornu et al., 2017</xref>), well below the levels typical of atmospheric nitrate deposition (&#x2248;&#x202F;+&#x202F;60&#x2030; to +70&#x2030;) or synthetic fertilizers. Similarly, groundwater nitrate in Mexico showed &#x03B4;<sup>18</sup>O&#x2013;NO&#x2083;<sup>&#x2212;</sup> values between +3.84&#x2030; and +10.96&#x2030; (<xref ref-type="bibr" rid="ref74">Past&#x00E9;n-Zapata et al., 2014</xref>). These findings, supported by <xref ref-type="bibr" rid="ref41">Kendall (1998)</xref> and <xref ref-type="bibr" rid="ref58">Mayer et al. (2001)</xref>, further underscore that nitrification can elevate &#x03B4;<sup>18</sup>O&#x2013;NO&#x2083;<sup>&#x2212;</sup> values by up to 5&#x2030; above theoretical estimates, reinforcing the role of microbial activity in shaping isotopic profiles.</p>
</sec>
<sec id="sec10">
<title>Isotopic fingerprints of &#x03B4;<sup>15</sup>N and &#x03B4;<sup>18</sup>O in atmospheric deposition</title>
<p>Atmospheric nitrate originates from nitrogen oxides (NO&#x2093;), which are primarily produced through fossil fuel combustion in power plants, vehicles, and industrial processes. These NO&#x2093; compounds undergo various atmospheric transformations, including nitrification, denitrification, and ammonia volatilization, depending on whether nitrogen is present as ammonium (NH&#x2084;<sup>+</sup>) or nitrate (NO&#x2083;<sup>&#x2212;</sup>), and on the nature of anthropogenic inputs in precipitation. As a result, atmospheric nitrate exhibits highly variable &#x03B4;<sup>15</sup>N values, typically ranging from &#x2212;0.6&#x2030; to +31&#x2030; (<xref ref-type="bibr" rid="ref36">Jiang et al., 2016</xref>).</p>
<p>However, &#x03B4;<sup>15</sup>N alone may not reliably distinguish atmospheric nitrate from other anthropogenic sources due to overlaps in isotopic signatures. In contrast, &#x03B4;<sup>18</sup>O&#x2013;NO&#x2083;<sup>&#x2212;</sup> provides a more definitive tracer. Atmospheric deposition of nitrate is generally characterized by highly enriched &#x03B4;<sup>18</sup>O values, typically ranging from +60&#x2030; to +70&#x2030; (<xref ref-type="bibr" rid="ref44">Kendall et al., 2007</xref>). This contrasts with biologically derived nitrate in soils and water, which usually exhibits &#x03B4;<sup>18</sup>O values between 0.8&#x2030; and 5.8&#x2030; (<xref ref-type="bibr" rid="ref20">Chen et al., 2019</xref>) or between &#x2212;15&#x2030; and +15&#x2030; (<xref ref-type="bibr" rid="ref91">Shi et al., 2014</xref>).</p>
<p>For instance, <xref ref-type="bibr" rid="ref36">Jiang et al. (2016)</xref> reported &#x03B4;<sup>18</sup>O&#x2013;NO&#x2083;<sup>&#x2212;</sup> values exceeding +30&#x2030; in atmospheric nitrate. Similarly, <xref ref-type="bibr" rid="ref67">Ogrinc et al. (2019)</xref> recorded &#x03B4;<sup>18</sup>O&#x2013;NO&#x2083;<sup>&#x2212;</sup> values as high as +34.6&#x2030; in groundwater from the Sava River aquifer, implicating atmospheric deposition as the dominant nitrate source. These findings are consistent with observations in areas lacking significant land-based anthropogenic pollution. Moreover, <xref ref-type="bibr" rid="ref91">Shi et al. (2014)</xref> noted that rainfall nitrate can initially present &#x03B4;<sup>18</sup>O values between +65&#x2030; and +70&#x2030;, but these values rapidly decline to 2&#x2013;5&#x2030; after biological processing in the soil.</p>
<p>The elevated &#x03B4;<sup>18</sup>O values in atmospheric nitrate are attributed to photochemical reactions and incomplete fossil fuel combustion (<xref ref-type="bibr" rid="ref44">Kendall et al., 2007</xref>). During these reactions, atmospheric molecular oxygen naturally enriched in &#x03B4;<sup>18</sup>O is incorporated into nitrate molecules, leading to pronounced isotopic enrichment. As <xref ref-type="bibr" rid="ref67">Ogrinc et al. (2019)</xref> explain, photochemical processes driven by sunlight enhance the &#x03B4;<sup>18</sup>O content of atmospheric compounds, thereby producing nitrate with distinctive &#x03B4;<sup>18</sup>O signatures.</p>
</sec>
<sec id="sec11">
<title>Combining &#x03B4;<sup>11</sup>B and &#x03B4;<sup>15</sup>N isotopic analysis to identify groundwater contamination sources</title>
<p>The non-conservative behavior of nitrogen can interfere with isotopic fractionation, making it challenging to accurately identify the sources of NO&#x2083;<sup>&#x2212;</sup> in groundwater (<xref ref-type="bibr" rid="ref108">Widory et al., 2005</xref>). This challenge can be addressed by combining &#x03B4;<sup>15</sup>N and &#x03B4;<sup>11</sup>B isotopic analyses, as suggested by <xref ref-type="bibr" rid="ref18">Bronders et al. (2012)</xref> and <xref ref-type="bibr" rid="ref85">Saccon et al. (2013)</xref>.</p>
<p>Boron exists in nature as two isotopes, <sup>10</sup>B and <sup>11</sup>B, which exhibit significant mass differences. This mass disparity leads to a broad natural variability in &#x03B4;<sup>11</sup>B values, enabling the differentiation of various boron sources in groundwater.</p>
<p>In industrial applications, boron compounds such as boric acid and borate minerals are extensively used in manufacturing glass, porcelain, carpets, leather, photographic chemicals, cosmetics, fertilizers, and metals (<xref ref-type="bibr" rid="ref9004">Vengosh et al., 1998</xref>). Sodium perborate, commonly found in household cleaning products as a bleaching agent, also contributes to boron accumulation in wastewater. When these products are released into the environment, boron-containing effluents can infiltrate water resources (<xref ref-type="bibr" rid="ref9004">Vengosh et al., 1998</xref>).</p>
<p>Conventional wastewater treatment processes are ineffective at removing elemental boron, making &#x03B4;<sup>11</sup>B a reliable and conservative tracer for identifying wastewater contamination (<xref ref-type="bibr" rid="ref85">Saccon et al., 2013</xref>). Due to its stability, widespread use in agriculture and industry (<xref ref-type="bibr" rid="ref85">Saccon et al., 2013</xref>), and natural occurrence in saline waters, &#x03B4;<sup>11</sup>B is a valuable tool for pinpointing pollution sources. These sources include fertilizers, septic system effluents, wastewater discharges, animal manure, and seawater intrusion.</p>
</sec>
<sec id="sec12">
<title>Boron isotope variations (&#x03B4;<sup>11</sup>B) in natural and anthropogenic sources</title>
<p>Boron isotope ratios (&#x03B4;<sup>11</sup>B) reliably trace both natural and anthropogenic water contamination sources, from seawater intrusion to agricultural impacts (<xref ref-type="bibr" rid="ref83">Reed and Duranceau, 2016</xref>). Initial applications by <xref ref-type="bibr" rid="ref47">Komor (1997)</xref> introduced &#x03B4;<sup>11</sup>B as a co-tracer for nitrate pollution, complementing its prior use in hydrogeochemical assessments (<xref ref-type="bibr" rid="ref9004">Vengosh et al., 1998</xref>; <xref ref-type="bibr" rid="ref11">Bassett, 1990</xref>).</p>
<p>Natural waters such as pristine groundwater are typically characterized by enriched &#x03B4;<sup>11</sup>B values (~30&#x2030;) and low boron concentrations (0.01&#x2013;0.13&#x202F;mg/L) (<xref ref-type="bibr" rid="ref9004">Vengosh et al., 1998</xref>; <xref ref-type="bibr" rid="ref108">Widory et al., 2005</xref>). Seawater shows even higher &#x03B4;<sup>11</sup>B values (+33&#x2030; to +60&#x2030;) with boron concentrations averaging 1.9&#x202F;mg/L and reaching up to 5.04&#x202F;mg/L (<xref ref-type="bibr" rid="ref9004">Vengosh et al., 1998</xref>; <xref ref-type="bibr" rid="ref97">Tirez et al., 2010</xref>).</p>
<p>Animal manure exhibits source-specific &#x03B4;<sup>11</sup>B signatures. Hog manure ranges from 7.2&#x2030; to 42.4&#x2030; with boron concentrations as high as 8.12&#x202F;mg/L, while cattle manure shows &#x03B4;<sup>11</sup>B values between 6.2&#x2030; and 24&#x2030; but with lower boron concentrations (0.05&#x2013;0.41&#x202F;mg/L) (<xref ref-type="bibr" rid="ref47">Komor, 1997</xref>; <xref ref-type="bibr" rid="ref108">Widory et al., 2005</xref>; <xref ref-type="bibr" rid="ref97">Tirez et al., 2010</xref>). Interestingly, groundwater impacted by pig manure retains similar &#x03B4;<sup>11</sup>B values to the manure itself, while cattle manure&#x2013;impacted groundwater becomes more enriched (32.5&#x2013;38.6&#x2030;), possibly due to isotopic fractionation (<xref ref-type="bibr" rid="ref47">Komor, 1997</xref>).</p>
<p>Sewage and detergents contribute significantly to anthropogenic boron in water bodies, largely due to sodium borate (NaBO&#x2083;) used in cleaning products. Sewage effluents generally display &#x03B4;<sup>11</sup>B values from &#x2212;2.8&#x2030; to +12.9&#x2030; and boron concentrations ranging from 0.13 to 4.1&#x202F;mg/L (<xref ref-type="bibr" rid="ref9004">Vengosh et al., 1998</xref>; <xref ref-type="bibr" rid="ref108">Widory et al., 2005</xref>; <xref ref-type="bibr" rid="ref97">Tirez et al., 2010</xref>). The overlap in &#x03B4;<sup>11</sup>B values between sewage and natural borate minerals (e.g., sodium perborate) highlights the difficulty in distinguishing some anthropogenic inputs. Furthermore, municipal solid waste leachates show &#x03B4;<sup>11</sup>B values of +3&#x2030; to +10&#x2030;, similar to sewage sources (<xref ref-type="bibr" rid="ref63">Nigro et al., 2017</xref>), suggesting overlapping contamination signatures.</p>
<p>Inorganic fertilizers display variable &#x03B4;<sup>11</sup>B compositions. <xref ref-type="bibr" rid="ref47">Komor (1997)</xref> reported &#x03B4;<sup>11</sup>B values of ~0.7&#x2030; for NH&#x2084;NO&#x2083;, ~0.4&#x2030; for urea, and ~14.8&#x2030; for phosphate fertilizers, with boron concentrations ranging from 0.46 to 13.3&#x202F;mg/L. In contrast, <xref ref-type="bibr" rid="ref97">Tirez et al. (2010)</xref> observed different &#x03B4;<sup>11</sup>B values for urea (20.6&#x2030;) and NPK fertilizers (0.2&#x2013;7.2&#x2030;), highlighting formulation-dependent variability.</p>
<p><xref ref-type="bibr" rid="ref78">Postigo et al. (2021)</xref> integrated &#x03B4;<sup>11</sup>B with &#x03B4;<sup>15</sup>N and &#x03B4;<sup>18</sup>O isotopes to trace nitrate sources in the Llobregat Basin. Elevated &#x03B4;<sup>15</sup>N&#x2013;NO&#x2083;<sup>&#x2212;</sup> values (up to +13.2&#x2030;) and &#x03B4;<sup>11</sup>B signatures pointed to dominant inputs from wastewater and manure, while chemical fertilizers contributed to select samples.</p>
<p>Overall, &#x03B4;<sup>11</sup>B values help differentiate between natural sources, pig and cattle manure, sewage, and fertilizers. However, overlaps&#x2014;particularly between sewage and landfill leachates&#x2014;limit &#x03B4;<sup>11</sup>B&#x2019;s discriminative power in some cases. In such contexts, additional tracers like tritium isotopes are recommended to confirm the origin of nitrate pollution.</p>
</sec>
<sec id="sec13">
<title>&#x03B4;<sup>11</sup>B as a tracer for pollution source identification</title>
<p>Research conducted across several European countries&#x2014;including Spain, Portugal, and Italy&#x2014;has shown that the integrated use of &#x03B4;<sup>15</sup>N&#x2013;NO&#x2083;<sup>&#x2212;</sup>, &#x03B4;<sup>18</sup>O&#x2013;NO&#x2083;<sup>&#x2212;</sup>, and &#x03B4;<sup>11</sup>B isotopes provides an effective means of identifying nitrate pollution sources, such as organic and inorganic fertilizers, animal manure, and domestic and septic waste (<xref ref-type="bibr" rid="ref86">Sankoh et al., 2021</xref>).</p>
<p>In Spain, <xref ref-type="bibr" rid="ref79">Puig et al. (2017)</xref> investigated the Baix Ter Aquifer to trace the origins of nitrate contamination and the geochemical processes influencing its distribution. Their analysis revealed &#x03B4;<sup>15</sup>N&#x2013;NO&#x2083;<sup>&#x2212;</sup> values ranging from +5.0 to +32&#x2030; and &#x03B4;<sup>18</sup>O&#x2013;NO&#x2083;<sup>&#x2212;</sup> values from +8.9 to +18.1&#x2030;, suggesting significant contributions from sewage, animal manure, and leachates from dumpsites. Similarly, <xref ref-type="bibr" rid="ref29">Fernandes et al. (2019)</xref> reported elevated &#x03B4;<sup>15</sup>N&#x2013;NO&#x2083;<sup>&#x2212;</sup> and &#x03B4;<sup>18</sup>O&#x2013;NO&#x2083;<sup>&#x2212;</sup> values in Portugal, pointing to contamination primarily from animal waste and sewage.</p>
<p>Both studies also utilized &#x03B4;<sup>11</sup>B isotopes to further refine the identification of pollution sources. For example, <xref ref-type="bibr" rid="ref79">Puig et al. (2017)</xref> found &#x03B4;<sup>11</sup>B values between +1.4 and +9.0&#x2030; in two samples, indicating sewage input, while 10 samples showed values from +23.5 to +34.5&#x2030;, consistent with pig manure signatures. Likewise, <xref ref-type="bibr" rid="ref29">Fernandes et al. (2019)</xref> observed &#x03B4;<sup>11</sup>B values ranging from +28.5 to +44&#x2030;, supporting the identification of pig manure as a dominant source.</p>
<p>In Italy, <xref ref-type="bibr" rid="ref51">Lasagna and De Luca (2019)</xref> conducted a study in the Turin-Cuneo plain using &#x03B4;<sup>15</sup>N&#x2013;NO&#x2083;<sup>&#x2212;</sup> and &#x03B4;<sup>18</sup>O&#x2013;NO&#x2083;<sup>&#x2212;</sup> isotopes to distinguish between synthetic and organic pollution sources. They also applied &#x03B4;<sup>11</sup>B isotopic analysis to trace anthropogenic inputs, reporting values from +8.37 to +18.05&#x2030;. These isotopic signatures suggested sewage contamination at the lower end and potential overlap of cattle and pig manure at the higher end. When boron concentrations were considered (0.06&#x2013;0.09&#x202F;mg/L), the results aligned more closely with cattle manure, as earlier studies (<xref ref-type="bibr" rid="ref108">Widory et al., 2005</xref>; <xref ref-type="bibr" rid="ref9004">Vengosh et al., 1998</xref>; <xref ref-type="bibr" rid="ref47">Komor, 1997</xref>) indicated higher boron levels (1.43&#x2013;8.12&#x202F;mg/L) in pig manure and lower levels (0.05&#x2013;0.41&#x202F;mg/L) in cow manure.</p>
<p>Overall, the combined application of &#x03B4;<sup>15</sup>N&#x2013;NO&#x2083;<sup>&#x2212;</sup>, &#x03B4;<sup>18</sup>O&#x2013;NO&#x2083;<sup>&#x2212;</sup>, and &#x03B4;<sup>11</sup>B isotopes proves to be a valuable and reliable tool for accurately tracing nitrate sources in complex hydrogeological settings.</p>
</sec>
<sec id="sec14">
<title>Rapid guide to identifying pollution sources through isotope analysis</title>
<p>Tracing groundwater pollution sources using isotopic techniques is essential for effective water quality management. However, interpreting and applying these methods can be complex for researchers, policymakers, and environmental professionals. To facilitate this process, (<xref ref-type="table" rid="tab2">Table 2</xref>) presents a structured overview of key isotopic parameters, their characteristics, and corresponding ranges. This multi-isotope approach, incorporating &#x03B4;<sup>15</sup>N, &#x03B4;<sup>18</sup>O, and &#x03B4;<sup>11</sup>B, enhances pollution source identification by distinguishing between nitrate from precipitation, fertilizers, manure, and sewage contamination. By providing a clear reference, this guide supports informed decision-making and the implementation of targeted pollution mitigation strategies.</p>
<table-wrap position="float" id="tab2">
<label>Table 2</label>
<caption>
<p>Rapid guide to identifying pollution sources.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Isotope parameter</th>
<th align="left" valign="top">Source</th>
<th align="left" valign="top">Characteristic range (&#x2030; or mg/L)</th>
<th align="left" valign="top">Ref.</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top" rowspan="5">&#x03B4;<sup>15</sup>N, &#x03B4;<sup>18</sup>O</td>
<td align="left" valign="top">Precipitation</td>
<td align="left" valign="top">&#x03B4;<sup>15</sup>N: &#x2212;0.6 to +31&#x2030;; &#x03B4;<sup>18</sup>O: +30 to +70&#x2030;</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref36">Jiang et al. (2016)</xref>, <xref ref-type="bibr" rid="ref44">Kendall et al. (2007)</xref>, <xref ref-type="bibr" rid="ref43">Kendall and Aravena (2000)</xref>, <xref ref-type="bibr" rid="ref101">Veale et al. (2019)</xref>, and <xref ref-type="bibr" rid="ref58">Mayer et al. (2001)</xref></td>
</tr>
<tr>
<td align="left" valign="top">Soil Nitrogen</td>
<td align="left" valign="top">&#x03B4;<sup>15</sup>N: +3 to +8&#x2030;; &#x03B4;<sup>18</sup>O: &#x2212;8 to +12&#x2030;</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref9003">Sigman et al. (2001)</xref> and <xref ref-type="bibr" rid="ref105">Wang et al. (2024)</xref></td>
</tr>
<tr>
<td align="left" valign="top">NH&#x2084;<sup>+</sup> Fertilizer</td>
<td align="left" valign="top">&#x03B4;<sup>15</sup>N: &#x2212;8 to +7&#x2030;; &#x03B4;<sup>18</sup>O: &#x2212;8 to +12&#x2030;</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref105">Wang et al. (2024)</xref> and <xref ref-type="bibr" rid="ref40">Kelepertzis et al. (2023)</xref></td>
</tr>
<tr>
<td align="left" valign="top">NO&#x2083;<sup>&#x2212;</sup> Fertilizer</td>
<td align="left" valign="top">&#x03B4;<sup>15</sup>N: &#x2212;5 to +8&#x2030;; &#x03B4;<sup>18</sup>O: +17 to +25&#x2030;</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref40">Kelepertzis et al. (2023)</xref> and <xref ref-type="bibr" rid="ref105">Wang et al. (2024)</xref></td>
</tr>
<tr>
<td align="left" valign="top">Manure/Sewage</td>
<td align="left" valign="top">&#x03B4;<sup>15</sup>N: +5 to +25&#x2030;; &#x03B4;<sup>18</sup>O: &#x2212;8 to +12&#x2030;</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref54">Lorette et al. (2022)</xref>, <xref ref-type="bibr" rid="ref22">Deng et al. (2024)</xref>, <xref ref-type="bibr" rid="ref81">Quinodoz et al. (2024)</xref>, <xref ref-type="bibr" rid="ref49">Kypritidou et al. (2024)</xref>, <xref ref-type="bibr" rid="ref98">Torres-Mart&#x00ED;nez et al. (2021)</xref>, and <xref ref-type="bibr" rid="ref15">Blarasin et al. (2021)</xref></td>
</tr>
<tr>
<td align="left" valign="top" rowspan="5">&#x03B4;<sup>11</sup>B</td>
<td align="left" valign="top">Uncontaminated GW</td>
<td align="left" valign="top">&#x03B4;<sup>11</sup>B: +23.8 to +38.5&#x2030;; B: 0.015&#x2013;0.15&#x202F;mg/L</td>
<td align="left" valign="top" rowspan="5">
<xref ref-type="bibr" rid="ref23">Dotsika et al. (2010)</xref>
</td>
</tr>
<tr>
<td align="left" valign="top">Synthetic Fertilizer</td>
<td align="left" valign="top">&#x03B4;<sup>11</sup>B: &#x2212;6 to +5&#x2030;; B: 0.05&#x2013;0.41&#x202F;mg/L</td>
</tr>
<tr>
<td align="left" valign="top">Hog Manure</td>
<td align="left" valign="top">&#x03B4;<sup>11</sup>B: +7.2 to +42.5&#x2030;; B: 1.43&#x2013;8.12&#x202F;mg/L</td>
</tr>
<tr>
<td align="left" valign="top">Cattle Manure</td>
<td align="left" valign="top">&#x03B4;<sup>11</sup>B: +22.3 to +24&#x2030;; B: 0.05&#x2013;0.41&#x202F;mg/L</td>
</tr>
<tr>
<td align="left" valign="top">Sewage/Landfill</td>
<td align="left" valign="top">&#x03B4;<sup>11</sup>B: +5 to +25&#x2030;; B: 0.13&#x2013;4.1&#x202F;mg/L</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="sec15">
<title>Conclusions and perspectives for future groundwater management</title>
<p>Groundwater nitrate contamination continues to pose a significant global challenge, exacerbated by agricultural intensification, urban expansion, and inadequate wastewater treatment practices. This review underscores the growing relevance of stable isotope techniques&#x2014;particularly &#x03B4;<sup>15</sup>N&#x2013;NO&#x2083;<sup>&#x2212;</sup>, &#x03B4;<sup>18</sup>O&#x2013;NO&#x2083;<sup>&#x2212;</sup>, and &#x03B4;<sup>11</sup>B&#x2014;in accurately identifying the sources of nitrate pollution. While traditional methods such as vulnerability mapping and hydrochemical analyses provide valuable information on contamination pathways, they often fall short in resolving specific pollution origins, especially in complex hydrogeological settings.</p>
<p>The combined use of multi-isotope approaches and hydrochemical data has proven to be a powerful tool for nitrate source apportionment. The inclusion of &#x03B4;<sup>11</sup>B enhances the reliability of isotopic analysis by addressing key limitations related to denitrification and the overlapping signatures of different nitrogen sources. This integrative approach allows for more accurate assessments of groundwater quality and supports the development of targeted mitigation strategies.</p>
<p>Looking toward the future, the adoption of advanced isotopic techniques should be prioritized in groundwater monitoring and management efforts worldwide. Expanding global and regional datasets, refining analytical methodologies, and fostering collaboration among scientists, water managers, and policymakers will be essential for advancing these tools from research to practical application. Incorporating isotope-based methods into water governance frameworks can significantly improve the precision and effectiveness of pollution control measures, especially in areas facing high nitrate loads.</p>
<p>Ultimately, stable isotope techniques offer a promising pathway toward more informed, science-based groundwater management. Their broader implementation will be crucial to protecting water resources, preserving public health, and ensuring long-term groundwater sustainability in an increasingly vulnerable global environment.</p>
</sec>
</body>
<back>
<sec sec-type="author-contributions" id="sec16">
<title>Author contributions</title>
<p>AO: Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. IH: Supervision, Writing &#x2013; review &#x0026; editing. AK: Supervision, Writing &#x2013; review &#x0026; editing. MS: Supervision, Validation, Writing &#x2013; review &#x0026; editing.</p>
</sec>
<sec sec-type="funding-information" id="sec17">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research and/or publication of this article. The publication fees for this article were covered by Ibn Tofail University, Kenitra, Morocco.</p>
</sec>
<sec sec-type="COI-statement" id="sec18">
<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="sec19">
<title>Generative AI statement</title>
<p>The authors declare that Gen AI was used in the creation of this manuscript. Generative AI (ChatGPT, OpenAI) was used to assist in editing and improving the English language of the 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>
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<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<ref-list>
<title>References</title>
<ref id="ref1">
<citation citation-type="journal"><person-group person-group-type="author"><name>
<surname>Adimalla</surname>
<given-names>N.</given-names>
</name> <name>
<surname>Qian</surname>
<given-names>H.</given-names>
</name></person-group> (<year>2019</year>). <article-title>Groundwater quality evaluation using water quality index (WQI) for drinking purposes and human health risk (HHR) assessment in an agricultural region of Nanganur, South India</article-title>. <source>Ecotoxicol. Environ. Saf.</source> <volume>176</volume>, <fpage>153</fpage>&#x2013;<lpage>161</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.ecoenv.2019.03.066</pub-id>, PMID: <pub-id pub-id-type="pmid">30927636</pub-id></citation>
</ref>
<ref id="ref2">
<citation citation-type="journal"><person-group person-group-type="author"><name>
<surname>Adimalla</surname>
<given-names>N.</given-names>
</name> <name>
<surname>Qian</surname>
<given-names>H.</given-names>
</name></person-group> (<year>2021</year>). <article-title>Geospatial distribution and potential noncarcinogenic health risk assessment of nitrate contaminated groundwater in southern India: a case study</article-title>. <source>Arch. Environ. Contam. Toxicol.</source> <volume>80</volume>, <fpage>107</fpage>&#x2013;<lpage>119</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s00244-020-00762-7</pub-id>, PMID: <pub-id pub-id-type="pmid">33011834</pub-id></citation>
</ref>
<ref id="ref3">
<citation citation-type="journal"><person-group person-group-type="author"><name>
<surname>Adomako</surname>
<given-names>D.</given-names>
</name> <name>
<surname>Maloszewski</surname>
<given-names>P.</given-names>
</name> <name>
<surname>Stumpp</surname>
<given-names>C.</given-names>
</name> <name>
<surname>Osae</surname>
<given-names>S.</given-names>
</name> <name>
<surname>Akiti</surname>
<given-names>T. T.</given-names>
</name></person-group> (<year>2010</year>). <article-title>Estimating groundwater recharge from water isotope (&#x03B4;2H, &#x03B4;18O) depth profiles in the Densu River basin, Ghana</article-title>. <source>Hydrol. Sci. J.</source> <volume>55</volume>, <fpage>1405</fpage>&#x2013;<lpage>1416</lpage>. doi: <pub-id pub-id-type="doi">10.1080/02626667.2010.527847</pub-id></citation>
</ref>
<ref id="ref5">
<citation citation-type="journal"><person-group person-group-type="author"><name>
<surname>Anornu</surname>
<given-names>G.</given-names>
</name> <name>
<surname>Gibrilla</surname>
<given-names>A.</given-names>
</name> <name>
<surname>Adomako</surname>
<given-names>D.</given-names>
</name></person-group> (<year>2017</year>). <article-title>Tracking nitrate sources in groundwater and associated health risk for rural communities in the white Volta River basin of Ghana using isotopic approach (&#x03B4;15N, &#x03B4;18ONO3 and 3H)</article-title>. <source>Sci. Total Environ.</source> <volume>603</volume>, <fpage>687</fpage>&#x2013;<lpage>698</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.scitotenv.2017.01.219</pub-id></citation>
</ref>
<ref id="ref6">
<citation citation-type="journal"><person-group person-group-type="author">
<name>
<surname>Arauzo</surname>
<given-names>M.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>Vulnerability of groundwater resources to nitrate pollution: a simple and effective procedure for delimiting nitrate vulnerable zones</article-title>. <source>Sci. Total Environ.</source> <volume>575</volume>, <fpage>799</fpage>&#x2013;<lpage>812</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.scitotenv.2016.09.139</pub-id>, PMID: <pub-id pub-id-type="pmid">27707576</pub-id></citation>
</ref>
<ref id="ref7">
<citation citation-type="journal"><person-group person-group-type="author"><name>
<surname>Aziane</surname>
<given-names>N.</given-names>
</name> <name>
<surname>Larif</surname>
<given-names>M.</given-names>
</name> <name>
<surname>Khaddari</surname>
<given-names>A.</given-names>
</name> <name>
<surname>Khaddari</surname>
<given-names>A.</given-names>
</name></person-group> (<year>2020</year>). <article-title>State of nitric pollution of the Mnasra aquifer, coastal zone of the Gharb plain (Morocco)</article-title>. <source>Moroccan J. Chem.</source> <volume>8</volume>, <fpage>965</fpage>&#x2013;<lpage>981</lpage>.</citation>
</ref>
<ref id="ref9">
<citation citation-type="journal"><person-group person-group-type="author"><name>
<surname>Barakat</surname>
<given-names>A.</given-names>
</name> <name>
<surname>Mouhtarim</surname>
<given-names>G.</given-names>
</name> <name>
<surname>Saji</surname>
<given-names>R.</given-names>
</name> <name>
<surname>Touhami</surname>
<given-names>F.</given-names>
</name></person-group> (<year>2020</year>). <article-title>Health risk assessment of nitrates in the groundwater of Beni Amir irrigated perimeter, Tadla plain, Morocco</article-title>. <source>Hum. Ecol. Risk. Assess.</source> <volume>26</volume>, <fpage>1864</fpage>&#x2013;<lpage>1878</lpage>. doi: <pub-id pub-id-type="doi">10.1080/10807039.2019.1613631</pub-id></citation>
</ref>
<ref id="ref11">
<citation citation-type="journal"><person-group person-group-type="author">
<name>
<surname>Bassett</surname>
<given-names>R. L.</given-names>
</name>
</person-group> (<year>1990</year>). <article-title>A critical evaluation of the available measurements for the stable isotopes of boron</article-title>. <source>Appl. Geochem.</source> <volume>5</volume>, <fpage>541</fpage>&#x2013;<lpage>554</lpage>. doi: <pub-id pub-id-type="doi">10.1016/0883-2927(90)90054-9</pub-id></citation>
</ref>
<ref id="ref12">
<citation citation-type="journal"><person-group person-group-type="author"><name>
<surname>Benkaddour</surname>
<given-names>R.</given-names>
</name> <name>
<surname>Merimi</surname>
<given-names>I.</given-names>
</name> <name>
<surname>Szumiata</surname>
<given-names>T.</given-names>
</name> <name>
<surname>Hammouti</surname>
<given-names>B.</given-names>
</name></person-group> (<year>2020</year>). <article-title>Nitrates in the groundwater of the Triffa plain eastern Morocco</article-title>. <source>Mater Today Proc</source> <volume>27</volume>, <fpage>3171</fpage>&#x2013;<lpage>3174</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.matpr.2020.04.120</pub-id></citation>
</ref>
<ref id="ref13">
<citation citation-type="journal"><person-group person-group-type="author"><name>
<surname>Bera</surname>
<given-names>A.</given-names>
</name> <name>
<surname>Mukhopadhyay</surname>
<given-names>B. P.</given-names>
</name> <name>
<surname>Chowdhury</surname>
<given-names>P.</given-names>
</name> <name>
<surname>Ghosh</surname>
<given-names>A.</given-names>
</name> <name>
<surname>Biswas</surname>
<given-names>S.</given-names>
</name></person-group> (<year>2021</year>). <article-title>Groundwater vulnerability assessment using GIS-based DRASTIC model in Nangasai River basin, India with special emphasis on agricultural contamination</article-title>. <source>Ecotoxicol. Environ. Saf.</source> <volume>214</volume>:<fpage>112085</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.ecoenv.2021.112085</pub-id>, PMID: <pub-id pub-id-type="pmid">33690007</pub-id></citation>
</ref>
<ref id="ref15">
<citation citation-type="journal"><person-group person-group-type="author"><name>
<surname>Blarasin</surname>
<given-names>M.</given-names>
</name> <name>
<surname>Matiatos</surname>
<given-names>I.</given-names>
</name> <name>
<surname>Cabrera</surname>
<given-names>A.</given-names>
</name> <name>
<surname>Lutri</surname>
<given-names>V.</given-names>
</name> <name>
<surname>Giacobone</surname>
<given-names>D.</given-names>
</name> <name>
<surname>Quinodoz</surname>
<given-names>F. B.</given-names>
</name> <etal/></person-group>. (<year>2021</year>). <article-title>Characterization of groundwater dynamics and contamination in an unconfined aquifer using isotope techniques to evaluate domestic supply in an urban area</article-title>. <source>J. S. Am. Earth Sci.</source> <volume>110</volume>:<fpage>103360</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.jsames.2021.103360</pub-id></citation>
</ref>
<ref id="ref16">
<citation citation-type="journal"><person-group person-group-type="author"><name>
<surname>Boufekane</surname>
<given-names>A.</given-names>
</name> <name>
<surname>Maizi</surname>
<given-names>D.</given-names>
</name> <name>
<surname>Madene</surname>
<given-names>E.</given-names>
</name> <name>
<surname>Busico</surname>
<given-names>G.</given-names>
</name> <name>
<surname>Zghibi</surname>
<given-names>A.</given-names>
</name></person-group> (<year>2022</year>). <article-title>Hybridization of GALDIT method to assess actual and future coastal vulnerability to seawater intrusion</article-title>. <source>J. Environ. Manag.</source> <volume>318</volume>:<fpage>115580</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.jenvman.2022.115580</pub-id>, PMID: <pub-id pub-id-type="pmid">35759962</pub-id></citation>
</ref>
<ref id="ref17">
<citation citation-type="journal"><person-group person-group-type="author"><name>
<surname>Boumaiza</surname>
<given-names>L.</given-names>
</name> <name>
<surname>Walter</surname>
<given-names>J.</given-names>
</name> <name>
<surname>Chesnaux</surname>
<given-names>R.</given-names>
</name> <name>
<surname>Zahi</surname>
<given-names>F.</given-names>
</name> <name>
<surname>Huneau</surname>
<given-names>F.</given-names>
</name> <name>
<surname>Garel</surname>
<given-names>&#x00C9;.</given-names>
</name> <etal/></person-group>. (<year>2022</year>). <article-title>Combined effects of seawater intrusion and nitrate contamination on groundwater in coastal agricultural areas: a case from the plain of the El-Nil River (north-eastern Algeria)</article-title>. <source>Sci. Total Environ.</source> <volume>851</volume>:<fpage>158153</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.scitotenv.2022.158153</pub-id>, PMID: <pub-id pub-id-type="pmid">35988595</pub-id></citation>
</ref>
<ref id="ref18">
<citation citation-type="journal"><person-group person-group-type="author"><name>
<surname>Bronders</surname>
<given-names>J.</given-names>
</name> <name>
<surname>Tirez</surname>
<given-names>K.</given-names>
</name> <name>
<surname>Desmet</surname>
<given-names>N.</given-names>
</name> <name>
<surname>Widory</surname>
<given-names>D.</given-names>
</name> <name>
<surname>Petelet-Giraud</surname>
<given-names>E.</given-names>
</name> <name>
<surname>Bregnot</surname>
<given-names>A.</given-names>
</name> <etal/></person-group>. (<year>2012</year>). <article-title>Use of compound-specific nitrogen (d15N), oxygen (d18O), and bulk boron (d11B) isotope ratios to identify sources of nitrate-contaminated waters: a guideline to identify polluters</article-title>. <source>Environ. Forensic</source> <volume>13</volume>, <fpage>32</fpage>&#x2013;<lpage>38</lpage>. doi: <pub-id pub-id-type="doi">10.1080/15275922.2011.643338</pub-id></citation>
</ref>
<ref id="ref19">
<citation citation-type="journal"><person-group person-group-type="author"><name>
<surname>Bu</surname>
<given-names>H.</given-names>
</name> <name>
<surname>Song</surname>
<given-names>X.</given-names>
</name> <name>
<surname>Zhang</surname>
<given-names>Y.</given-names>
</name> <name>
<surname>Meng</surname>
<given-names>W.</given-names>
</name></person-group> (<year>2017</year>). <article-title>Sources and fate of nitrate in the Haicheng River basin in Northeast China using stable isotopes of nitrate</article-title>. <source>Ecol. Eng.</source> <volume>98</volume>, <fpage>105</fpage>&#x2013;<lpage>113</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.ecoleng.2016.10.052</pub-id></citation>
</ref>
<ref id="ref20">
<citation citation-type="journal"><person-group person-group-type="author"><name>
<surname>Chen</surname>
<given-names>F.</given-names>
</name> <name>
<surname>Zhou</surname>
<given-names>X.</given-names>
</name> <name>
<surname>Lao</surname>
<given-names>Q.</given-names>
</name> <name>
<surname>Wang</surname>
<given-names>S.</given-names>
</name> <name>
<surname>Jin</surname>
<given-names>G.</given-names>
</name> <name>
<surname>Chen</surname>
<given-names>C.</given-names>
</name> <etal/></person-group>. (<year>2019</year>). <article-title>Dual isotopic evidence for nitrate sources and active biological transformation in the northern South China Sea in summer</article-title>. <source>PLoS One</source> <volume>14</volume>:<fpage>e0209287</fpage>. doi: <pub-id pub-id-type="doi">10.1371/journal.pone.0209287</pub-id>, PMID: <pub-id pub-id-type="pmid">30601849</pub-id></citation>
</ref>
<ref id="ref22">
<citation citation-type="journal"><person-group person-group-type="author"><name>
<surname>Deng</surname>
<given-names>Y.</given-names>
</name> <name>
<surname>Ye</surname>
<given-names>X.</given-names>
</name> <name>
<surname>Feng</surname>
<given-names>J.</given-names>
</name> <name>
<surname>Guo</surname>
<given-names>H.</given-names>
</name> <name>
<surname>Du</surname>
<given-names>X.</given-names>
</name></person-group> (<year>2024</year>). <article-title>Assessment of soil-groundwater nitrogen cycling processes in the agricultural region through flux model, stable isotope</article-title>. <source>J. Hydrol.</source> <volume>639</volume>:<fpage>131604</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.jhydrol.2024.131604</pub-id></citation>
</ref>
<ref id="ref23">
<citation citation-type="journal"><person-group person-group-type="author"><name>
<surname>Dotsika</surname>
<given-names>E.</given-names>
</name> <name>
<surname>Poutoukis</surname>
<given-names>D.</given-names>
</name> <name>
<surname>Kloppmann</surname>
<given-names>W.</given-names>
</name> <name>
<surname>Guerrot</surname>
<given-names>C.</given-names>
</name> <name>
<surname>Voutsa</surname>
<given-names>D.</given-names>
</name> <name>
<surname>Kouimtzis</surname>
<given-names>T. H.</given-names>
</name></person-group> (<year>2010</year>). <article-title>The use of O, H, B, Sr and S isotopes for tracing the origin of dissolved boron in groundwater in Central Macedonia, Greece</article-title>. <source>Appl. Geochem.</source> <volume>25</volume>, <fpage>1783</fpage>&#x2013;<lpage>1796</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.apgeochem.2010.09.006</pub-id></citation>
</ref>
<ref id="ref24">
<citation citation-type="journal"><person-group person-group-type="author"><name>
<surname>Eid</surname>
<given-names>M. H.</given-names>
</name> <name>
<surname>Elbagory</surname>
<given-names>M.</given-names>
</name> <name>
<surname>Tamma</surname>
<given-names>A. A.</given-names>
</name> <name>
<surname>Gad</surname>
<given-names>M.</given-names>
</name> <name>
<surname>Elsayed</surname>
<given-names>S.</given-names>
</name> <name>
<surname>Hussein</surname>
<given-names>H.</given-names>
</name> <etal/></person-group>. (<year>2023</year>). <article-title>Evaluation of groundwater quality for irrigation in deep aquifers using multiple graphical and indexing approaches supported with machine learning models and GIS techniques, Souf Valley, Algeria</article-title>. <source>Water</source> <volume>15</volume>:<fpage>182</fpage>. doi: <pub-id pub-id-type="doi">10.3390/w15010182</pub-id></citation>
</ref>
<ref id="ref26">
<citation citation-type="other"><person-group person-group-type="author"><name>
<surname>El Khodrani</surname>
<given-names>N.</given-names>
</name> <name>
<surname>Omrania</surname>
<given-names>S.</given-names>
</name> <name>
<surname>Nouayti</surname>
<given-names>A.</given-names>
</name> <name>
<surname>Zouahri</surname>
<given-names>A.</given-names>
</name> <name>
<surname>Douaik</surname>
<given-names>A.</given-names>
</name> <name>
<surname>Iaaich</surname>
<given-names>H.</given-names>
</name> <etal/></person-group>. (<year>2020</year>). <italic>Comparative study of groundwater pollution of M&#x2019;nasra and Sfafaa zones (Gharb, Morocco) by nitrates</italic>. In E3S web of conferences, No. 150. EDP Sciences, p. 01006.</citation>
</ref>
<ref id="ref90011">
<citation citation-type="journal"><person-group person-group-type="author"><name>
<surname>El Bouzaidi</surname>
<given-names>H.</given-names>
</name> <name>
<surname>Hafiane</surname>
<given-names>F. Z.</given-names>
</name> <name>
<surname>Loukili</surname>
<given-names>M.</given-names>
</name> <name>
<surname>Kotrasova</surname>
<given-names>K.</given-names>
</name> <name>
<surname>EI Azzouzi</surname>
<given-names>E. H.</given-names>
</name> <name>
<surname>Purcz</surname>
<given-names>P.</given-names>
</name> <etal/></person-group>. (<year>2023</year>). <article-title>Inssecticides in the typical agricultural groundwater in the Gharb plain (Morocco): Spatial distribution and health risks</article-title>. <source>Acta Montanistica Slovaca</source>, <volume>27</volume>, <fpage>1040</fpage>&#x2013;<lpage>1050</lpage>.</citation>
</ref>
<ref id="ref29">
<citation citation-type="journal"><person-group person-group-type="author"><name>
<surname>Fernandes</surname>
<given-names>P.</given-names>
</name> <name>
<surname>Carvalho</surname>
<given-names>M. R.</given-names>
</name> <name>
<surname>Silva</surname>
<given-names>M. C.</given-names>
</name> <name>
<surname>Rebelo</surname>
<given-names>A.</given-names>
</name> <name>
<surname>Zeferino</surname>
<given-names>J.</given-names>
</name></person-group> (<year>2019</year>). <article-title>Application of nitrogen and boron isotopes for tracing sources of anthropogenic contamination in Monforte-Alter do Ch&#x00E3;o aquifer system, Portugal</article-title>. <source>Sustain. Water Resour. Manag.</source> <volume>5</volume>, <fpage>249</fpage>&#x2013;<lpage>266</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s40899-018-0265-1</pub-id></citation>
</ref>
<ref id="ref30">
<citation citation-type="journal"><person-group person-group-type="author"><name>
<surname>Gao</surname>
<given-names>Y.</given-names>
</name> <name>
<surname>Qian</surname>
<given-names>H.</given-names>
</name> <name>
<surname>Ren</surname>
<given-names>W.</given-names>
</name> <name>
<surname>Wang</surname>
<given-names>H.</given-names>
</name> <name>
<surname>Liu</surname>
<given-names>F.</given-names>
</name> <name>
<surname>Yang</surname>
<given-names>F.</given-names>
</name></person-group> (<year>2020</year>). <article-title>Hydrogeochemical characterization and quality assessment of groundwater based on integrated-weight water quality index in a concentrated urban area</article-title>. <source>J. Clean. Prod.</source> <volume>260</volume>:<fpage>121006</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.jclepro.2020.121006</pub-id></citation>
</ref>
<ref id="ref31">
<citation citation-type="journal"><person-group person-group-type="author"><name>
<surname>Gibrilla</surname>
<given-names>A.</given-names>
</name> <name>
<surname>Fianko</surname>
<given-names>J. R.</given-names>
</name> <name>
<surname>Ganyaglo</surname>
<given-names>S.</given-names>
</name> <name>
<surname>Adomako</surname>
<given-names>D.</given-names>
</name> <name>
<surname>Anornu</surname>
<given-names>G.</given-names>
</name> <name>
<surname>Zakaria</surname>
<given-names>N.</given-names>
</name></person-group> (<year>2020</year>). <article-title>Nitrate contamination and source apportionment in surface and groundwater in Ghana using dual isotopes (15N and 18O-NO3) and a Bayesian isotope mixing model</article-title>. <source>J. Contam. Hydrol.</source> <volume>233</volume>:<fpage>103658</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.jconhyd.2020.103658</pub-id>, PMID: <pub-id pub-id-type="pmid">32505052</pub-id></citation>
</ref>
<ref id="ref32">
<citation citation-type="journal"><person-group person-group-type="author"><name>
<surname>Gugulothu</surname>
<given-names>S.</given-names>
</name> <name>
<surname>Subbarao</surname>
<given-names>N.</given-names>
</name> <name>
<surname>Das</surname>
<given-names>R.</given-names>
</name> <name>
<surname>Dhakate</surname>
<given-names>R.</given-names>
</name></person-group> (<year>2022</year>). <article-title>Geochemical evaluation of groundwater and suitability of groundwater quality for irrigation purpose in an agricultural region of South India</article-title>. <source>Appl Water Sci</source> <volume>12</volume>:<fpage>142</fpage>. doi: <pub-id pub-id-type="doi">10.1007/s13201-022-01583-w</pub-id></citation>
</ref>
<ref id="ref33">
<citation citation-type="journal"><person-group person-group-type="author"><name>
<surname>He</surname>
<given-names>X.</given-names>
</name> <name>
<surname>Li</surname>
<given-names>P.</given-names>
</name> <name>
<surname>Ji</surname>
<given-names>Y.</given-names>
</name> <name>
<surname>Wang</surname>
<given-names>Y.</given-names>
</name> <name>
<surname>Su</surname>
<given-names>Z.</given-names>
</name> <name>
<surname>Elumalai</surname>
<given-names>V.</given-names>
</name></person-group> (<year>2020</year>). <article-title>Groundwater arsenic and fluoride and associated arsenicosis and fluorosis in China: occurrence, distribution and management</article-title>. <source>Expo. Health</source> <volume>12</volume>, <fpage>355</fpage>&#x2013;<lpage>368</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s12403-020-00347-8</pub-id></citation>
</ref>
<ref id="ref34">
<citation citation-type="other"><person-group person-group-type="author"><name>
<surname>Hilal</surname>
<given-names>I.</given-names>
</name> <name>
<surname>Oubeid</surname>
<given-names>A. M.</given-names>
</name> <name>
<surname>Qurtobi</surname>
<given-names>M.</given-names>
</name> <name>
<surname>Aqnouy</surname>
<given-names>M.</given-names>
</name> <name>
<surname>Amenzou</surname>
<given-names>N.</given-names>
</name> <name>
<surname>Saadi</surname>
<given-names>R.</given-names>
</name> <etal/></person-group>. (<year>2024</year>). <italic>Groundwater vulnerability mapping using the susceptibility index (SI) method and tritium isotopes: a case study of the Gharb aquifer in northwestern Morocco</italic>. In E3S web of conferences, No. 489. EDP Sciences, p. 07001.</citation>
</ref>
<ref id="ref35">
<citation citation-type="journal"><person-group person-group-type="author"><name>
<surname>Jia</surname>
<given-names>H.</given-names>
</name> <name>
<surname>Howard</surname>
<given-names>K.</given-names>
</name> <name>
<surname>Qian</surname>
<given-names>H.</given-names>
</name></person-group> (<year>2020</year>). <article-title>Use of multiple isotopic and chemical tracers to identify sources of nitrate in shallow groundwaters along the northern slope of the Qinling Mountains, China</article-title>. <source>Appl. Geochem.</source> <volume>113</volume>:<fpage>104512</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.apgeochem.2019.104512</pub-id></citation>
</ref>
<ref id="ref36">
<citation citation-type="journal"><person-group person-group-type="author"><name>
<surname>Jiang</surname>
<given-names>W.</given-names>
</name> <name>
<surname>Wang</surname>
<given-names>G.</given-names>
</name> <name>
<surname>Sheng</surname>
<given-names>Y.</given-names>
</name> <name>
<surname>Zhao</surname>
<given-names>D.</given-names>
</name> <name>
<surname>Liu</surname>
<given-names>C.</given-names>
</name> <name>
<surname>Guo</surname>
<given-names>Y.</given-names>
</name></person-group> (<year>2016</year>). <article-title>Enrichment and sources of nitrogen in groundwater in the Turpan-Hami area, northwestern China</article-title>. <source>Expo. Health</source> <volume>8</volume>, <fpage>389</fpage>&#x2013;<lpage>400</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s12403-016-0209-7</pub-id></citation>
</ref>
<ref id="ref37">
<citation citation-type="journal"><person-group person-group-type="author"><name>
<surname>Ju</surname>
<given-names>Y.</given-names>
</name> <name>
<surname>Koh</surname>
<given-names>D. C.</given-names>
</name> <name>
<surname>Kim</surname>
<given-names>D. H.</given-names>
</name> <name>
<surname>Mayer</surname>
<given-names>B.</given-names>
</name> <name>
<surname>Kwon</surname>
<given-names>H. I.</given-names>
</name></person-group> (<year>2023</year>). <article-title>Evaluating the sources and fate of nitrate in riparian aquifers under agricultural land using in situ-measured noble gases, stable isotopes, and metabolic genes</article-title>. <source>Water Res.</source> <volume>231</volume>:<fpage>119601</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.watres.2023.119601</pub-id></citation>
</ref>
<ref id="ref9002">
<citation citation-type="journal"><person-group person-group-type="author"><name>
<surname>Kanga</surname>
<given-names>I. S.</given-names>
</name> <name>
<surname>Naimi</surname>
<given-names>M.</given-names>
</name> <name>
<surname>Chikhaoui</surname>
<given-names>M.</given-names>
</name></person-group> (<year>2020</year>). <article-title>Groundwater quality assessment using water quality index and geographic information system based in Sebou River Basin in the North-West region of Morocco</article-title>. <source>International Journal of Energy and Water Resources</source>, <volume>4</volume>, <fpage>347</fpage>&#x2013;<lpage>355</lpage>.</citation>
</ref>
<ref id="ref39">
<citation citation-type="journal"><person-group person-group-type="author"><name>
<surname>Kazakis</surname>
<given-names>N.</given-names>
</name> <name>
<surname>Matiatos</surname>
<given-names>I.</given-names>
</name> <name>
<surname>Ntona</surname>
<given-names>M. M.</given-names>
</name> <name>
<surname>Bannenberg</surname>
<given-names>M.</given-names>
</name> <name>
<surname>Kalaitzidou</surname>
<given-names>K.</given-names>
</name> <name>
<surname>Kaprara</surname>
<given-names>E.</given-names>
</name> <etal/></person-group>. (<year>2020</year>). <article-title>Origin, implications and management strategies for nitrate pollution in surface and ground waters of Anthemountas basin based on a &#x03B4;15N-NO3&#x2212; and &#x03B4;18O-NO3&#x2212; isotope approach</article-title>. <source>Sci. Total Environ.</source> <volume>724</volume>:<fpage>138211</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.scitotenv.2020.138211</pub-id>, PMID: <pub-id pub-id-type="pmid">32272406</pub-id></citation>
</ref>
<ref id="ref40">
<citation citation-type="journal"><person-group person-group-type="author"><name>
<surname>Kelepertzis</surname>
<given-names>E.</given-names>
</name> <name>
<surname>Matiatos</surname>
<given-names>I.</given-names>
</name> <name>
<surname>Botsou</surname>
<given-names>F.</given-names>
</name> <name>
<surname>Antonopoulou</surname>
<given-names>C.</given-names>
</name> <name>
<surname>Lappas</surname>
<given-names>I.</given-names>
</name> <name>
<surname>Dotsika</surname>
<given-names>E.</given-names>
</name> <etal/></person-group>. (<year>2023</year>). <article-title>Assessment of natural and anthropogenic contamination sources in a Mediterranean aquifer by combining hydrochemical and stable isotope techniques</article-title>. <source>Sci. Total Environ.</source> <volume>858</volume>:<fpage>159763</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.scitotenv.2022.159763</pub-id>, PMID: <pub-id pub-id-type="pmid">36309271</pub-id></citation>
</ref>
<ref id="ref41">
<citation citation-type="journal"><person-group person-group-type="author">
<name>
<surname>Kendall</surname>
<given-names>C.</given-names>
</name>
</person-group> (<year>1998</year>). <article-title>Tracing nitrogen sources and cycling in catchments</article-title>. <source>Hydrol. Process.</source> <volume>12</volume>, <fpage>23</fpage>&#x2013;<lpage>35</lpage>.</citation>
</ref>
<ref id="ref42">
<citation citation-type="book"><person-group person-group-type="author">
<name>
<surname>Kendall</surname>
<given-names>C.</given-names>
</name>
</person-group> (<year>1998</year>). &#x201C;<article-title>Tracing nitrogen sources and cycling in catchments</article-title>&#x201D; in <source>Isotope tracers in catchment hydrology</source>. eds. <person-group person-group-type="editor"><name>
<surname>Kendall</surname>
<given-names>C.</given-names>
</name> <name>
<surname>McDonnell</surname>
<given-names>J. J.</given-names>
</name></person-group> (<publisher-loc>Amsterdam, Netherlands</publisher-loc>: <publisher-name>Elsevier</publisher-name>), <fpage>519</fpage>&#x2013;<lpage>576</lpage>.</citation>
</ref>
<ref id="ref43">
<citation citation-type="book"><person-group person-group-type="author"><name>
<surname>Kendall</surname>
<given-names>C.</given-names>
</name> <name>
<surname>Aravena</surname>
<given-names>R.</given-names>
</name></person-group> (<year>2000</year>). &#x201C;<article-title>Nitrate isotopes in groundwater systems</article-title>&#x201D; in <source>Environmental tracers in subsurface hydrology</source>. eds. <person-group person-group-type="editor"><name>
<surname>Cook</surname>
<given-names>P. G.</given-names>
</name> <name>
<surname>Herczeg</surname>
<given-names>A. L.</given-names>
</name></person-group> (<publisher-loc>Boston, MA</publisher-loc>: <publisher-name>Springer US</publisher-name>), <fpage>261</fpage>&#x2013;<lpage>297</lpage>.</citation>
</ref>
<ref id="ref44">
<citation citation-type="book"><person-group person-group-type="author"><name>
<surname>Kendall</surname>
<given-names>C.</given-names>
</name> <name>
<surname>Elliott</surname>
<given-names>E. M.</given-names>
</name> <name>
<surname>Wankel</surname>
<given-names>S. D.</given-names>
</name></person-group> (<year>2007</year>). &#x201C;<article-title>Tracing anthropogenic inputs of nitrogen to ecosystems</article-title>&#x201D; in <source>Stable isotopes in ecology and environmental science</source>. eds. <person-group person-group-type="editor"><name>
<surname>Lajtha</surname>
<given-names>K.</given-names>
</name> <name>
<surname>Michener</surname>
<given-names>R.</given-names>
</name></person-group> (<publisher-loc>Hoboken, NJ</publisher-loc>: <publisher-name>Wiley</publisher-name>), <fpage>375</fpage>&#x2013;<lpage>449</lpage>.</citation>
</ref>
<ref id="ref46">
<citation citation-type="journal"><person-group person-group-type="author"><name>
<surname>Kim</surname>
<given-names>M. S.</given-names>
</name> <name>
<surname>Lim</surname>
<given-names>B. R.</given-names>
</name> <name>
<surname>Jeon</surname>
<given-names>P.</given-names>
</name> <name>
<surname>Hong</surname>
<given-names>S.</given-names>
</name> <name>
<surname>Jeon</surname>
<given-names>D.</given-names>
</name> <name>
<surname>Park</surname>
<given-names>S. Y.</given-names>
</name> <etal/></person-group>. (<year>2023</year>). <article-title>Innovative approach to reveal source contribution of dissolved organic matter in a complex river watershed using end-member mixing analysis based on spectroscopic proxies and multi-isotopes</article-title>. <source>Water Res.</source> <volume>230</volume>:<fpage>119470</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.watres.2022.119470</pub-id></citation>
</ref>
<ref id="ref47">
<citation citation-type="other"><person-group person-group-type="author">
<name>
<surname>Komor</surname>
<given-names>S. C.</given-names>
</name>
</person-group> (<year>1997</year>). <italic>Boron contents and isotopic compositions of hog manure, selected fertilizers, and water in Minnesota, No. 26</italic>. American Society of Agronomy, Crop Science Society of America, and Soil Science Society of America, pp. 1212&#x2013;1222.</citation>
</ref>
<ref id="ref48">
<citation citation-type="journal"><person-group person-group-type="author"><name>
<surname>Kumar</surname>
<given-names>R.</given-names>
</name> <name>
<surname>Mittal</surname>
<given-names>S.</given-names>
</name> <name>
<surname>Sahoo</surname>
<given-names>P. K.</given-names>
</name> <name>
<surname>Sahoo</surname>
<given-names>S. K.</given-names>
</name></person-group> (<year>2021</year>). <article-title>Source apportionment, chemometric pattern recognition and health risk assessment of groundwater from southwestern Punjab, India</article-title>. <source>Environ. Geochem. Health</source> <volume>43</volume>, <fpage>733</fpage>&#x2013;<lpage>755</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s10653-020-00518-1</pub-id>, PMID: <pub-id pub-id-type="pmid">32026170</pub-id></citation>
</ref>
<ref id="ref49">
<citation citation-type="journal"><person-group person-group-type="author"><name>
<surname>Kypritidou</surname>
<given-names>Z.</given-names>
</name> <name>
<surname>Kelepertzis</surname>
<given-names>E.</given-names>
</name> <name>
<surname>Kritikos</surname>
<given-names>I.</given-names>
</name> <name>
<surname>Kapaj</surname>
<given-names>E.</given-names>
</name> <name>
<surname>Skoulika</surname>
<given-names>I.</given-names>
</name> <name>
<surname>Kostakis</surname>
<given-names>M.</given-names>
</name> <etal/></person-group>. (<year>2024</year>). <article-title>Geochemistry and origin of inorganic contaminants in soil, river sediment and surface water in a heavily urbanized river basin</article-title>. <source>Sci. Total Environ.</source> <volume>927</volume>:<fpage>172250</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.scitotenv.2024.172250</pub-id>, PMID: <pub-id pub-id-type="pmid">38599404</pub-id></citation>
</ref>
<ref id="ref50">
<citation citation-type="journal"><person-group person-group-type="author"><name>
<surname>Lartsey</surname>
<given-names>P. E.</given-names>
</name> <name>
<surname>Ganyaglo</surname>
<given-names>S. Y.</given-names>
</name> <name>
<surname>Adomako</surname>
<given-names>D.</given-names>
</name> <name>
<surname>Sakyi</surname>
<given-names>P. A.</given-names>
</name> <name>
<surname>Gibrilla</surname>
<given-names>A.</given-names>
</name> <name>
<surname>Barbecot</surname>
<given-names>F.</given-names>
</name> <etal/></person-group>. (<year>2024</year>). <article-title>Tracing nitrate contamination sources and apportionment in North-Western Volta River basin of Ghana using a multi-isotopic approach</article-title>. <source>Water Air Soil Pollut.</source> <volume>235</volume>:<fpage>633</fpage>. doi: <pub-id pub-id-type="doi">10.1007/s11270-024-07418-5</pub-id></citation>
</ref>
<ref id="ref51">
<citation citation-type="journal"><person-group person-group-type="author"><name>
<surname>Lasagna</surname>
<given-names>M.</given-names>
</name> <name>
<surname>De Luca</surname>
<given-names>D. A.</given-names>
</name></person-group> (<year>2019</year>). <article-title>Evaluation of sources and fate of nitrates in the western Po plain groundwater (Italy) using nitrogen and boron isotopes</article-title>. <source>Environ. Sci. Pollut. Res.</source> <volume>26</volume>, <fpage>2089</fpage>&#x2013;<lpage>2104</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s11356-017-0792-6</pub-id>, PMID: <pub-id pub-id-type="pmid">29177999</pub-id></citation>
</ref>
<ref id="ref52">
<citation citation-type="journal"><person-group person-group-type="author"><name>
<surname>Li</surname>
<given-names>B.</given-names>
</name> <name>
<surname>Han</surname>
<given-names>D.</given-names>
</name> <name>
<surname>Yang</surname>
<given-names>L.</given-names>
</name> <name>
<surname>Song</surname>
<given-names>X.</given-names>
</name> <name>
<surname>Qin</surname>
<given-names>M.</given-names>
</name> <name>
<surname>Diamantopoulos</surname>
<given-names>E.</given-names>
</name></person-group> (<year>2025</year>). <article-title>New insights into nitrate sources and transformations in riparian groundwater of a sluice-controlled river: an integrated approach using major ions, stable isotopes and microbial gene methods</article-title>. <source>Environ. Res.</source> <volume>271</volume>:<fpage>121065</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.envres.2025.121065</pub-id></citation>
</ref>
<ref id="ref54">
<citation citation-type="journal"><person-group person-group-type="author"><name>
<surname>Lorette</surname>
<given-names>G.</given-names>
</name> <name>
<surname>Sebilo</surname>
<given-names>M.</given-names>
</name> <name>
<surname>Buquet</surname>
<given-names>D.</given-names>
</name> <name>
<surname>Lastennet</surname>
<given-names>R.</given-names>
</name> <name>
<surname>Denis</surname>
<given-names>A.</given-names>
</name> <name>
<surname>Peyraube</surname>
<given-names>N.</given-names>
</name> <etal/></person-group>. (<year>2022</year>). <article-title>Tracing sources and fate of nitrate in multilayered karstic hydrogeological catchments using natural stable isotopic composition (&#x03B4;15N-NO3&#x2212; and &#x03B4;18O-NO3&#x2212;). Application to the Toulon karst system (Dordogne, France)</article-title>. <source>J. Hydrol.</source> <volume>610</volume>:<fpage>127972</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.jhydrol.2022.127972</pub-id></citation>
</ref>
<ref id="ref9001">
<citation citation-type="journal"><person-group person-group-type="author"><name>
<surname>Li</surname>
<given-names>X.</given-names>
</name> <name>
<surname>Masuda</surname>
<given-names>H.</given-names>
</name> <name>
<surname>Koba</surname>
<given-names>K.</given-names>
</name> <name>
<surname>Zeng</surname>
<given-names>H.</given-names>
</name></person-group> (<year>2007</year>). <article-title>Nitrogen isotope study on nitrate-contaminated groundwater in the Sichuan Basin, China. Water, Air, and Soil Pollution</article-title>. <volume>178</volume>:<fpage>145</fpage>&#x2013;<lpage>156</lpage>.</citation>
</ref>
<ref id="ref56">
<citation citation-type="journal"><person-group person-group-type="author"><name>
<surname>Malki</surname>
<given-names>M.</given-names>
</name> <name>
<surname>Bouchaou</surname>
<given-names>L.</given-names>
</name> <name>
<surname>Hirich</surname>
<given-names>A.</given-names>
</name> <name>
<surname>Brahim</surname>
<given-names>Y. A.</given-names>
</name> <name>
<surname>Choukr-Allah</surname>
<given-names>R.</given-names>
</name></person-group> (<year>2017</year>). <article-title>Impact of agricultural practices on groundwater quality in intensive irrigated area of Chtouka-Massa, Morocco</article-title>. <source>Sci. Total Environ.</source> <volume>574</volume>, <fpage>760</fpage>&#x2013;<lpage>770</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.scitotenv.2016.09.145</pub-id>, PMID: <pub-id pub-id-type="pmid">27664763</pub-id></citation>
</ref>
<ref id="ref57">
<citation citation-type="journal"><person-group person-group-type="author"><name>
<surname>Marouane</surname>
<given-names>B.</given-names>
</name> <name>
<surname>Dahchour</surname>
<given-names>A.</given-names>
</name> <name>
<surname>Dousset</surname>
<given-names>S.</given-names>
</name> <name>
<surname>El Hajjaji</surname>
<given-names>S.</given-names>
</name></person-group> (<year>2015</year>). <article-title>Monitoring of nitrate and pesticide pollution in Mnasra, Morocco soil and groundwater</article-title>. <source>Water Environ. Res.</source> <volume>87</volume>, <fpage>567</fpage>&#x2013;<lpage>575</lpage>. doi: <pub-id pub-id-type="doi">10.2175/106143015X14212658614711</pub-id>, PMID: <pub-id pub-id-type="pmid">26459825</pub-id></citation>
</ref>
<ref id="ref58">
<citation citation-type="journal"><person-group person-group-type="author"><name>
<surname>Mayer</surname>
<given-names>B.</given-names>
</name> <name>
<surname>Bollwerk</surname>
<given-names>S. M.</given-names>
</name> <name>
<surname>Mansfeldt</surname>
<given-names>T.</given-names>
</name> <name>
<surname>H&#x00FC;tter</surname>
<given-names>B.</given-names>
</name> <name>
<surname>Veizer</surname>
<given-names>J.</given-names>
</name></person-group> (<year>2001</year>). <article-title>The oxygen isotope composition of nitrate generated by nitrification in acid forest floors</article-title>. <source>Geochim. Cosmochim. Acta</source> <volume>65</volume>, <fpage>2743</fpage>&#x2013;<lpage>2756</lpage>. doi: <pub-id pub-id-type="doi">10.1016/S0016-7037(01)00612-3</pub-id></citation>
</ref>
<ref id="ref59">
<citation citation-type="journal"><person-group person-group-type="author"><name>
<surname>Meng</surname>
<given-names>L.</given-names>
</name> <name>
<surname>Zhang</surname>
<given-names>Q.</given-names>
</name> <name>
<surname>Liu</surname>
<given-names>P.</given-names>
</name> <name>
<surname>He</surname>
<given-names>H.</given-names>
</name> <name>
<surname>Xu</surname>
<given-names>W.</given-names>
</name></person-group> (<year>2020</year>). <article-title>Influence of agricultural irrigation activity on the potential risk of groundwater pollution: a study with DRASTIC method in a semi-arid agricultural region of China</article-title>. <source>Sustainability</source> <volume>12</volume>:<fpage>1954</fpage>. doi: <pub-id pub-id-type="doi">10.3390/su12051954</pub-id></citation>
</ref>
<ref id="ref60">
<citation citation-type="journal"><person-group person-group-type="author"><name>
<surname>Minet</surname>
<given-names>E.</given-names>
</name> <name>
<surname>Coxon</surname>
<given-names>C. E.</given-names>
</name> <name>
<surname>Goodhue</surname>
<given-names>R.</given-names>
</name> <name>
<surname>Richards</surname>
<given-names>K. G.</given-names>
</name> <name>
<surname>Kalin</surname>
<given-names>R. M.</given-names>
</name> <name>
<surname>Meier-Augenstein</surname>
<given-names>W.</given-names>
</name></person-group> (<year>2012</year>). <article-title>Evaluating the utility of 15N and 18O isotope abundance analyses to identify nitrate sources: a soil zone study</article-title>. <source>Water Res.</source> <volume>46</volume>, <fpage>3723</fpage>&#x2013;<lpage>3736</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.watres.2012.03.004</pub-id>, PMID: <pub-id pub-id-type="pmid">22578428</pub-id></citation>
</ref>
<ref id="ref62">
<citation citation-type="journal"><person-group person-group-type="author"><name>
<surname>Mukherjee</surname>
<given-names>I.</given-names>
</name> <name>
<surname>Singh</surname>
<given-names>U. K.</given-names>
</name></person-group> (<year>2018</year>). <article-title>Groundwater fluoride contamination, probable release, and containment mechanisms: a review on Indian context</article-title>. <source>Environ. Geochem. Health</source> <volume>40</volume>, <fpage>2259</fpage>&#x2013;<lpage>2301</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s10653-018-0096-x</pub-id>, PMID: <pub-id pub-id-type="pmid">29572620</pub-id></citation>
</ref>
<ref id="ref63">
<citation citation-type="journal"><person-group person-group-type="author"><name>
<surname>Nigro</surname>
<given-names>A.</given-names>
</name> <name>
<surname>Sappa</surname>
<given-names>G.</given-names>
</name> <name>
<surname>Barbieri</surname>
<given-names>M.</given-names>
</name></person-group> (<year>2017</year>). <article-title>Application of boron and tritium isotopes for tracing landfill contamination in groundwater</article-title>. <source>J. Geochem. Explor.</source> <volume>172</volume>, <fpage>101</fpage>&#x2013;<lpage>108</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.gexplo.2016.10.011</pub-id></citation>
</ref>
<ref id="ref64">
<citation citation-type="book"><person-group person-group-type="author"><name>
<surname>Nisi</surname>
<given-names>B.</given-names>
</name> <name>
<surname>Raco</surname>
<given-names>B.</given-names>
</name> <name>
<surname>Dotsika</surname>
<given-names>E.</given-names>
</name></person-group> (<year>2016</year>). &#x201C;<article-title>Groundwater contamination studies by environmental isotopes: a review</article-title>&#x201D; in <source>Threats to the quality of groundwater resources: Prevention and control</source>. eds. <person-group person-group-type="editor"><name>
<surname>Scozzari</surname>
<given-names>A.</given-names>
</name> <name>
<surname>Dotsika</surname>
<given-names>E.</given-names>
</name></person-group> (<publisher-loc>Berlin</publisher-loc>: <publisher-name>Springer</publisher-name>), <fpage>115</fpage>&#x2013;<lpage>150</lpage>.</citation>
</ref>
<ref id="ref65">
<citation citation-type="journal"><person-group person-group-type="author"><name>
<surname>Nouzha</surname>
<given-names>B.</given-names>
</name> <name>
<surname>Kacem</surname>
<given-names>S. A.</given-names>
</name> <name>
<surname>Ferdaouss</surname>
<given-names>L.</given-names>
</name> <name>
<surname>Abrerrahim</surname>
<given-names>L.</given-names>
</name> <name>
<surname>Mohammed</surname>
<given-names>B.</given-names>
</name></person-group> (<year>2016</year>). <article-title>Evaluation De L&#x2019;impact De La Pollution Agricole Sur La Qualite Des Eaux Souterraines De La Nappe Du Gharb</article-title>. <source>Eur. Sci. J.</source> <volume>12</volume>:<fpage>509</fpage>. doi: <pub-id pub-id-type="doi">10.19044/esj.2016.v12n11p509</pub-id></citation>
</ref>
<ref id="ref66">
<citation citation-type="journal"><person-group person-group-type="author"><name>
<surname>Nyilitya</surname>
<given-names>B.</given-names>
</name> <name>
<surname>Mureithi</surname>
<given-names>S.</given-names>
</name> <name>
<surname>Boeckx</surname>
<given-names>P.</given-names>
</name></person-group> (<year>2020</year>). <article-title>Tracking sources and fate of groundwater nitrate in Kisumu City and Kano Plains, Kenya</article-title>. <source>Water</source> <volume>12</volume>:<fpage>401</fpage>. doi: <pub-id pub-id-type="doi">10.3390/w12020401</pub-id></citation>
</ref>
<ref id="ref67">
<citation citation-type="journal"><person-group person-group-type="author"><name>
<surname>Ogrinc</surname>
<given-names>N.</given-names>
</name> <name>
<surname>Tam&#x0161;e</surname>
<given-names>S.</given-names>
</name> <name>
<surname>Zavadlav</surname>
<given-names>S.</given-names>
</name> <name>
<surname>Vrzel</surname>
<given-names>J.</given-names>
</name> <name>
<surname>Jin</surname>
<given-names>L.</given-names>
</name></person-group> (<year>2019</year>). <article-title>Evaluation of geochemical processes and nitrate pollution sources at the Ljubljansko Polje aquifer (Slovenia): a stable isotope perspective</article-title>. <source>Sci. Total Environ.</source> <volume>646</volume>, <fpage>1588</fpage>&#x2013;<lpage>1600</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.scitotenv.2018.07.245</pub-id>, PMID: <pub-id pub-id-type="pmid">30235643</pub-id></citation>
</ref>
<ref id="ref69">
<citation citation-type="journal"><person-group person-group-type="author"><name>
<surname>Oteng Mensah</surname>
<given-names>F.</given-names>
</name> <name>
<surname>Alo</surname>
<given-names>C.</given-names>
</name> <name>
<surname>Yidana</surname>
<given-names>S. M.</given-names>
</name></person-group> (<year>2014</year>). <article-title>Evaluation of groundwater recharge estimates in a partially metamorphosed sedimentary basin in a tropical environment: application of natural tracers</article-title>. <source>Sci. World J.</source> <volume>2014</volume>:<fpage>419508</fpage>. doi: <pub-id pub-id-type="doi">10.1155/2014/419508</pub-id>, PMID: <pub-id pub-id-type="pmid">24772021</pub-id></citation>
</ref>
<ref id="ref70">
<citation citation-type="journal"><person-group person-group-type="author"><name>
<surname>Oumara</surname>
<given-names>N. G. G.</given-names>
</name> <name>
<surname>El Youssfi</surname>
<given-names>L.</given-names>
</name></person-group> (<year>2022</year>). <article-title>Salinization of soils and aquifers in Morocco and the alternatives of response</article-title>. <source>Environ. Sci. Proc.</source> <volume>16</volume>:<fpage>65</fpage>. doi: <pub-id pub-id-type="doi">10.3390/environsciproc2022016065</pub-id></citation>
</ref>
<ref id="ref71">
<citation citation-type="journal"><person-group person-group-type="author"><name>
<surname>Page</surname>
<given-names>M. J.</given-names>
</name> <name>
<surname>McKenzie</surname>
<given-names>J. E.</given-names>
</name> <name>
<surname>Bossuyt</surname>
<given-names>P. M.</given-names>
</name> <name>
<surname>Boutron</surname>
<given-names>I.</given-names>
</name> <name>
<surname>Hoffmann</surname>
<given-names>T. C.</given-names>
</name> <name>
<surname>Mulrow</surname>
<given-names>C. D.</given-names>
</name> <etal/></person-group>. (<year>2021</year>). <article-title>The PRISMA 2020 statement: an updated guideline for reporting systematic reviews</article-title>. <source>BMJ</source> <volume>372</volume>:<fpage>n71</fpage>. doi: <pub-id pub-id-type="doi">10.1136/bmj.n71</pub-id>, PMID: <pub-id pub-id-type="pmid">33782057</pub-id></citation>
</ref>
<ref id="ref72">
<citation citation-type="journal"><person-group person-group-type="author"><name>
<surname>Panno</surname>
<given-names>S. V.</given-names>
</name> <name>
<surname>Hackley</surname>
<given-names>K. C.</given-names>
</name> <name>
<surname>Hwang</surname>
<given-names>H. H.</given-names>
</name> <name>
<surname>Kelly</surname>
<given-names>W. R.</given-names>
</name></person-group> (<year>2001</year>). <article-title>Determination of the sources of nitrate contamination in karst springs using isotopic and chemical indicators</article-title>. <source>Chem. Geol.</source> <volume>179</volume>, <fpage>113</fpage>&#x2013;<lpage>128</lpage>. doi: <pub-id pub-id-type="doi">10.1016/S0009-2541(01)00318-7</pub-id></citation>
</ref>
<ref id="ref74">
<citation citation-type="journal"><person-group person-group-type="author"><name>
<surname>Past&#x00E9;n-Zapata</surname>
<given-names>E.</given-names>
</name> <name>
<surname>Ledesma-Ruiz</surname>
<given-names>R.</given-names>
</name> <name>
<surname>Harter</surname>
<given-names>T.</given-names>
</name> <name>
<surname>Ram&#x00ED;rez</surname>
<given-names>A. I.</given-names>
</name> <name>
<surname>Mahlknecht</surname>
<given-names>J.</given-names>
</name></person-group> (<year>2014</year>). <article-title>Assessment of sources and fate of nitrate in shallow groundwater of an agricultural area by using a multi-tracer approach</article-title>. <source>Sci. Total Environ.</source> <volume>470</volume>, <fpage>855</fpage>&#x2013;<lpage>864</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.scitotenv.2013.10.043</pub-id></citation>
</ref>
<ref id="ref75">
<citation citation-type="journal"><person-group person-group-type="author"><name>
<surname>Paul</surname>
<given-names>S.</given-names>
</name> <name>
<surname>Das</surname>
<given-names>C. S.</given-names>
</name></person-group> (<year>2021</year>). <article-title>An investigation of groundwater vulnerability in the north 24 Parganas district using DRASTIC and hybrid-DRASTIC models: a case study</article-title>. <source>Environ. Adv.</source> <volume>5</volume>:<fpage>100093</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.envadv.2021.100093</pub-id></citation>
</ref>
<ref id="ref76">
<citation citation-type="journal"><person-group person-group-type="author"><name>
<surname>Peters</surname>
<given-names>M.</given-names>
</name> <name>
<surname>Guo</surname>
<given-names>Q.</given-names>
</name> <name>
<surname>Strauss</surname>
<given-names>H.</given-names>
</name> <name>
<surname>Wei</surname>
<given-names>R.</given-names>
</name> <name>
<surname>Li</surname>
<given-names>S.</given-names>
</name> <name>
<surname>Yue</surname>
<given-names>F.</given-names>
</name></person-group> (<year>2019</year>). <article-title>Contamination patterns in river water from rural Beijing: a hydrochemical and multiple stable isotope study</article-title>. <source>Sci. Total Environ.</source> <volume>654</volume>, <fpage>226</fpage>&#x2013;<lpage>236</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.scitotenv.2018.10.423</pub-id>, PMID: <pub-id pub-id-type="pmid">30445324</pub-id></citation>
</ref>
<ref id="ref77">
<citation citation-type="journal"><person-group person-group-type="author"><name>
<surname>Piatek</surname>
<given-names>K. B.</given-names>
</name> <name>
<surname>Mitchell</surname>
<given-names>M. J.</given-names>
</name> <name>
<surname>Silva</surname>
<given-names>S. R.</given-names>
</name> <name>
<surname>Kendall</surname>
<given-names>C.</given-names>
</name></person-group> (<year>2005</year>). <article-title>Sources of nitrate in snowmelt discharge: evidence from water chemistry and stable isotopes of nitrate</article-title>. <source>Water Air Soil Pollut.</source> <volume>165</volume>, <fpage>13</fpage>&#x2013;<lpage>35</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s11270-005-4641-8</pub-id></citation>
</ref>
<ref id="ref78">
<citation citation-type="journal"><person-group person-group-type="author"><name>
<surname>Postigo</surname>
<given-names>C.</given-names>
</name> <name>
<surname>Ginebreda</surname>
<given-names>A.</given-names>
</name> <name>
<surname>Barbieri</surname>
<given-names>M. V.</given-names>
</name> <name>
<surname>Barcel&#x00F3;</surname>
<given-names>D.</given-names>
</name> <name>
<surname>Mart&#x00ED;n-Alonso</surname>
<given-names>J.</given-names>
</name> <name>
<surname>de la Cal</surname>
<given-names>A.</given-names>
</name> <etal/></person-group>. (<year>2021</year>). <article-title>Investigative monitoring of pesticide and nitrogen pollution sources in a complex multi-stressed catchment: the lower Llobregat River basin case study (Barcelona, Spain)</article-title>. <source>Sci. Total Environ.</source> <volume>755</volume>:<fpage>142377</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.scitotenv.2020.142377</pub-id></citation>
</ref>
<ref id="ref79">
<citation citation-type="journal"><person-group person-group-type="author"><name>
<surname>Puig</surname>
<given-names>R.</given-names>
</name> <name>
<surname>Soler</surname>
<given-names>A.</given-names>
</name> <name>
<surname>Widory</surname>
<given-names>D.</given-names>
</name> <name>
<surname>Mas-Pla</surname>
<given-names>J.</given-names>
</name> <name>
<surname>Dom&#x00E8;nech</surname>
<given-names>C.</given-names>
</name> <name>
<surname>Otero</surname>
<given-names>N.</given-names>
</name></person-group> (<year>2017</year>). <article-title>Characterizing sources and natural attenuation of nitrate contamination in the Baix Ter aquifer system (NE Spain) using a multi-isotope approach</article-title>. <source>Sci. Total Environ.</source> <volume>580</volume>, <fpage>518</fpage>&#x2013;<lpage>532</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.scitotenv.2016.11.206</pub-id>, PMID: <pub-id pub-id-type="pmid">28007415</pub-id></citation>
</ref>
<ref id="ref80">
<citation citation-type="journal"><person-group person-group-type="author"><name>
<surname>Pujiindiyati</surname>
<given-names>E. R.</given-names>
</name> <name>
<surname>Sidauruk</surname>
<given-names>P.</given-names>
</name></person-group> (<year>2015</year>). <article-title>Study of leachate contamination in Bantar Gebang landfill to its shallow groundwater using natural isotope tracers of 18O, 2H and 3H</article-title>. <source>Atom Indones.</source> <volume>41</volume>, <fpage>31</fpage>&#x2013;<lpage>39</lpage>. doi: <pub-id pub-id-type="doi">10.17146/aij.2015.353</pub-id></citation>
</ref>
<ref id="ref81">
<citation citation-type="journal"><person-group person-group-type="author"><name>
<surname>Quinodoz</surname>
<given-names>F. B.</given-names>
</name> <name>
<surname>Cabrera</surname>
<given-names>A.</given-names>
</name> <name>
<surname>Blarasin</surname>
<given-names>M.</given-names>
</name> <name>
<surname>Matteoda</surname>
<given-names>E.</given-names>
</name> <name>
<surname>Pascuini</surname>
<given-names>M.</given-names>
</name> <name>
<surname>Pr&#x00E1;mparo</surname>
<given-names>S.</given-names>
</name> <etal/></person-group>. (<year>2024</year>). <article-title>Chemical and isotopic tracers combined with mixing models for tracking nitrate contamination in the Pampa de Pocho aquifer, Argentina</article-title>. <source>Environ. Res.</source> <volume>259</volume>:<fpage>119571</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.envres.2024.119571</pub-id>, PMID: <pub-id pub-id-type="pmid">38972344</pub-id></citation>
</ref>
<ref id="ref83">
<citation citation-type="journal"><person-group person-group-type="author"><name>
<surname>Reed</surname>
<given-names>E. M.</given-names>
</name> <name>
<surname>Duranceau</surname>
<given-names>S. J.</given-names>
</name></person-group> (<year>2016</year>). <article-title>Chemical and isotopic composition of nitrogen and boron in septic tank wastewater samples</article-title>. <source>Environ. Earth Sci.</source> <volume>75</volume>, <fpage>1</fpage>&#x2013;<lpage>7</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s12665-016-6283-0</pub-id></citation>
</ref>
<ref id="ref84">
<citation citation-type="journal"><person-group person-group-type="author"><name>
<surname>Ren</surname>
<given-names>Y.</given-names>
</name> <name>
<surname>Xu</surname>
<given-names>Z.</given-names>
</name> <name>
<surname>Zhang</surname>
<given-names>X.</given-names>
</name> <name>
<surname>Wang</surname>
<given-names>X.</given-names>
</name> <name>
<surname>Sun</surname>
<given-names>X.</given-names>
</name> <name>
<surname>Ballantine</surname>
<given-names>D. J.</given-names>
</name> <etal/></person-group>. (<year>2014</year>). <article-title>Nitrogen pollution and source identification of urban ecosystem surface water in Beijing</article-title>. <source>Front. Environ. Sci. Eng.</source> <volume>8</volume>, <fpage>106</fpage>&#x2013;<lpage>116</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s11783-012-0474-z</pub-id></citation>
</ref>
<ref id="ref85">
<citation citation-type="journal"><person-group person-group-type="author"><name>
<surname>Saccon</surname>
<given-names>P.</given-names>
</name> <name>
<surname>Leis</surname>
<given-names>A.</given-names>
</name> <name>
<surname>Marca</surname>
<given-names>A.</given-names>
</name> <name>
<surname>Kaiser</surname>
<given-names>J.</given-names>
</name> <name>
<surname>Campisi</surname>
<given-names>L.</given-names>
</name> <name>
<surname>B&#x00F6;ttcher</surname>
<given-names>M. E.</given-names>
</name> <etal/></person-group>. (<year>2013</year>). <article-title>Multi-isotope approach for the identification and characterisation of nitrate pollution sources in the Marano lagoon (Italy) and parts of its catchment area</article-title>. <source>Appl. Geochem.</source> <volume>34</volume>, <fpage>75</fpage>&#x2013;<lpage>89</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.apgeochem.2013.02.007</pub-id></citation>
</ref>
<ref id="ref86">
<citation citation-type="journal"><person-group person-group-type="author"><name>
<surname>Sankoh</surname>
<given-names>A. A.</given-names>
</name> <name>
<surname>Derkyi</surname>
<given-names>N. S. A.</given-names>
</name> <name>
<surname>Frazer-Williams</surname>
<given-names>R. A.</given-names>
</name> <name>
<surname>Laar</surname>
<given-names>C.</given-names>
</name> <name>
<surname>Kamara</surname>
<given-names>I.</given-names>
</name></person-group> (<year>2021</year>). <article-title>A review on the application of isotopic techniques to trace groundwater pollution sources within developing countries</article-title>. <source>Water</source> <volume>14</volume>:<fpage>35</fpage>. doi: <pub-id pub-id-type="doi">10.3390/w14010035</pub-id></citation>
</ref>
<ref id="ref88">
<citation citation-type="journal"><person-group person-group-type="author"><name>
<surname>Shalev</surname>
<given-names>N.</given-names>
</name> <name>
<surname>Burg</surname>
<given-names>A.</given-names>
</name> <name>
<surname>Gavrieli</surname>
<given-names>I.</given-names>
</name> <name>
<surname>Lazar</surname>
<given-names>B.</given-names>
</name></person-group> (<year>2015</year>). <article-title>Nitrate contamination sources in aquifers underlying cultivated fields in an arid region&#x2013;the Arava Valley, Israel</article-title>. <source>Appl. Geochem.</source> <volume>63</volume>, <fpage>322</fpage>&#x2013;<lpage>332</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.apgeochem.2015.09.017</pub-id></citation>
</ref>
<ref id="ref89">
<citation citation-type="journal"><person-group person-group-type="author"><name>
<surname>Sharma</surname>
<given-names>K.</given-names>
</name> <name>
<surname>Raju</surname>
<given-names>N. J.</given-names>
</name> <name>
<surname>Singh</surname>
<given-names>N.</given-names>
</name> <name>
<surname>Sreekesh</surname>
<given-names>S.</given-names>
</name></person-group> (<year>2022</year>). <article-title>Heavy metal pollution in groundwater of urban Delhi environs: pollution indices and health risk assessment</article-title>. <source>Urban Clim.</source> <volume>45</volume>:<fpage>101233</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.uclim.2022.101233</pub-id></citation>
</ref>
<ref id="ref90">
<citation citation-type="journal"><person-group person-group-type="author"><name>
<surname>She</surname>
<given-names>W.</given-names>
</name> <name>
<surname>Jiao</surname>
<given-names>Y.</given-names>
</name> <name>
<surname>Lu</surname>
<given-names>R.</given-names>
</name> <name>
<surname>Chai</surname>
<given-names>Y.</given-names>
</name> <name>
<surname>Chen</surname>
<given-names>F.</given-names>
</name> <name>
<surname>Shen</surname>
<given-names>J.</given-names>
</name> <etal/></person-group>. (<year>2024</year>). <article-title>Quantification of nitrate sources and its spatial heterogeneity by dual isotopes</article-title>. <source>Ecosyst. Health Sustain.</source> <volume>10</volume>:<fpage>0201</fpage>. doi: <pub-id pub-id-type="doi">10.34133/ehs.0201</pub-id></citation>
</ref>
<ref id="ref91">
<citation citation-type="journal"><person-group person-group-type="author"><name>
<surname>Shi</surname>
<given-names>J.</given-names>
</name> <name>
<surname>Ohte</surname>
<given-names>N.</given-names>
</name> <name>
<surname>Tokuchi</surname>
<given-names>N.</given-names>
</name> <name>
<surname>Imamura</surname>
<given-names>N.</given-names>
</name> <name>
<surname>Nagayama</surname>
<given-names>M.</given-names>
</name> <name>
<surname>Oda</surname>
<given-names>T.</given-names>
</name> <etal/></person-group>. (<year>2014</year>). <article-title>Nitrate isotopic composition reveals nitrogen deposition and transformation dynamics along the canopy&#x2013;soil continuum of a suburban forest in Japan</article-title>. <source>Rapid Commun. Mass Spectrom.</source> <volume>28</volume>, <fpage>2539</fpage>&#x2013;<lpage>2549</lpage>. doi: <pub-id pub-id-type="doi">10.1002/rcm.7050</pub-id>, PMID: <pub-id pub-id-type="pmid">25366401</pub-id></citation>
</ref>
<ref id="ref92">
<citation citation-type="journal"><person-group person-group-type="author"><name>
<surname>Shomar</surname>
<given-names>B.</given-names>
</name> <name>
<surname>Osenbr&#x00FC;ck</surname>
<given-names>K.</given-names>
</name> <name>
<surname>Yahya</surname>
<given-names>A.</given-names>
</name></person-group> (<year>2008</year>). <article-title>Elevated nitrate levels in the groundwater of the Gaza strip: distribution and sources</article-title>. <source>Sci. Total Environ.</source> <volume>398</volume>, <fpage>164</fpage>&#x2013;<lpage>174</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.scitotenv.2008.02.054</pub-id>, PMID: <pub-id pub-id-type="pmid">18407316</pub-id></citation>
</ref>
<ref id="ref9003">
<citation citation-type="journal"><person-group person-group-type="author"><name>
<surname>Sigman</surname>
<given-names>D. M.</given-names>
</name> <name>
<surname>Casciotti</surname>
<given-names>K. L.</given-names>
</name> <name>
<surname>Andreani</surname>
<given-names>M.</given-names>
</name> <name>
<surname>Barford</surname>
<given-names>C.</given-names>
</name> <name>
<surname>Galanter</surname>
<given-names>M.</given-names>
</name> <name>
<surname>B&#x00F6;hlke</surname>
<given-names>J. K.</given-names>
</name></person-group> (<year>2001</year>). <article-title>A bacterial method for the nitrogen isotopic analysis of nitrate in seawater and freshwater</article-title>. <source>Analytical Chemistry</source>, <volume>73</volume>, <fpage>4145</fpage>&#x2013;<lpage>4153</lpage>.</citation>
</ref>
<ref id="ref93">
<citation citation-type="journal"><person-group person-group-type="author"><name>
<surname>Spalding</surname>
<given-names>R. F.</given-names>
</name> <name>
<surname>Hirsh</surname>
<given-names>A. J.</given-names>
</name> <name>
<surname>Exner</surname>
<given-names>M. E.</given-names>
</name> <name>
<surname>Little</surname>
<given-names>N. A.</given-names>
</name> <name>
<surname>Kloppenborg</surname>
<given-names>K. L.</given-names>
</name></person-group> (<year>2019</year>). <article-title>Applicability of the dual isotopes &#x03B4;15N and &#x03B4;18O to identify nitrate in groundwater beneath irrigated cropland</article-title>. <source>J. Contam. Hydrol.</source> <volume>220</volume>, <fpage>128</fpage>&#x2013;<lpage>135</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.jconhyd.2018.12.004</pub-id>, PMID: <pub-id pub-id-type="pmid">30591238</pub-id></citation>
</ref>
<ref id="ref94">
<citation citation-type="journal"><person-group person-group-type="author"><name>
<surname>Su</surname>
<given-names>D.</given-names>
</name> <name>
<surname>Zhou</surname>
<given-names>Z.</given-names>
</name> <name>
<surname>Gong</surname>
<given-names>X.</given-names>
</name> <name>
<surname>Yan</surname>
<given-names>L.</given-names>
</name> <name>
<surname>Ding</surname>
<given-names>S.</given-names>
</name> <name>
<surname>Dong</surname>
<given-names>H.</given-names>
</name> <etal/></person-group>. (<year>2024</year>). <article-title>Identification of nitrate sources and transformation in karst cave water using hydrochemistry and NO3&#x2212; isotopes (&#x03B4;15N/&#x03B4;18O) combined with a Bayesian mixing model</article-title>. <source>All Earth</source> <volume>36</volume>, <fpage>1</fpage>&#x2013;<lpage>17</lpage>. doi: <pub-id pub-id-type="doi">10.1080/27669645.2024.2356138</pub-id></citation>
</ref>
<ref id="ref95">
<citation citation-type="journal"><person-group person-group-type="author"><name>
<surname>Subba Rao</surname>
<given-names>N.</given-names>
</name> <name>
<surname>Sunitha</surname>
<given-names>B.</given-names>
</name> <name>
<surname>Adimalla</surname>
<given-names>N.</given-names>
</name> <name>
<surname>Chaudhary</surname>
<given-names>M.</given-names>
</name></person-group> (<year>2020</year>). <article-title>Quality criteria for groundwater use from a rural part of Wanaparthy District, Telangana state, India, through ionic spatial distribution (ISD), entropy water quality index (EWQI) and principal component analysis (PCA)</article-title>. <source>Environ. Geochem. Health</source> <volume>42</volume>, <fpage>579</fpage>&#x2013;<lpage>599</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s10653-019-00393-5</pub-id>, PMID: <pub-id pub-id-type="pmid">31444588</pub-id></citation>
</ref>
<ref id="ref96">
<citation citation-type="journal"><person-group person-group-type="author"><name>
<surname>Suthar</surname>
<given-names>S.</given-names>
</name> <name>
<surname>Bishnoi</surname>
<given-names>P.</given-names>
</name> <name>
<surname>Singh</surname>
<given-names>S.</given-names>
</name> <name>
<surname>Mutiyar</surname>
<given-names>P. K.</given-names>
</name> <name>
<surname>Nema</surname>
<given-names>A. K.</given-names>
</name> <name>
<surname>Patil</surname>
<given-names>N. S.</given-names>
</name></person-group> (<year>2009</year>). <article-title>Nitrate contamination in groundwater of some rural areas of Rajasthan, India</article-title>. <source>J. Hazard. Mater.</source> <volume>171</volume>, <fpage>189</fpage>&#x2013;<lpage>199</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.jhazmat.2009.05.111</pub-id>, PMID: <pub-id pub-id-type="pmid">19545944</pub-id></citation>
</ref>
<ref id="ref97">
<citation citation-type="journal"><person-group person-group-type="author"><name>
<surname>Tirez</surname>
<given-names>K.</given-names>
</name> <name>
<surname>Brusten</surname>
<given-names>W.</given-names>
</name> <name>
<surname>Widory</surname>
<given-names>D.</given-names>
</name> <name>
<surname>Petelet</surname>
<given-names>E.</given-names>
</name> <name>
<surname>Bregnot</surname>
<given-names>A.</given-names>
</name> <name>
<surname>Xue</surname>
<given-names>D.</given-names>
</name> <etal/></person-group>. (<year>2010</year>). <article-title>Boron isotope ratio (&#x03B4;11B) measurements in water framework directive monitoring programs: comparison between double focusing sector field ICP and thermal ionization mass spectrometry</article-title>. <source>J. Anal. At. Spectrom.</source> <volume>25</volume>, <fpage>964</fpage>&#x2013;<lpage>974</lpage>. doi: <pub-id pub-id-type="doi">10.1039/c001840f</pub-id></citation>
</ref>
<ref id="ref98">
<citation citation-type="journal"><person-group person-group-type="author"><name>
<surname>Torres-Mart&#x00ED;nez</surname>
<given-names>J. A.</given-names>
</name> <name>
<surname>Mora</surname>
<given-names>A.</given-names>
</name> <name>
<surname>Mahlknecht</surname>
<given-names>J.</given-names>
</name> <name>
<surname>Daessl&#x00E9;</surname>
<given-names>L. W.</given-names>
</name> <name>
<surname>Cervantes-Avil&#x00E9;s</surname>
<given-names>P. A.</given-names>
</name> <name>
<surname>Ledesma-Ruiz</surname>
<given-names>R.</given-names>
</name></person-group> (<year>2021</year>). <article-title>Estimation of nitrate pollution sources and transformations in groundwater of an intensive livestock-agricultural area (Comarca Lagunera), combining major ions, stable isotopes and MixSIAR model</article-title>. <source>Environ. Pollut.</source> <volume>269</volume>:<fpage>115445</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.envpol.2020.115445</pub-id>, PMID: <pub-id pub-id-type="pmid">33277063</pub-id></citation>
</ref>
<ref id="ref99">
<citation citation-type="book"><person-group person-group-type="author"><name>
<surname>Valett</surname>
<given-names>H. M.</given-names>
</name> <name>
<surname>Sheibley</surname>
<given-names>R. W.</given-names>
</name></person-group> (<year>2009</year>). &#x201C;<article-title>Ground water and surface water interaction</article-title>&#x201D; in <source>Encyclopedia of inland waters</source>. ed. <person-group person-group-type="editor">
<name>
<surname>Valett</surname>
<given-names>H. M.</given-names>
</name>
</person-group> (<publisher-loc>Amsterdam, Netherlands</publisher-loc>: <publisher-name>Elsevier</publisher-name>), <fpage>691</fpage>&#x2013;<lpage>702</lpage>.</citation>
</ref>
<ref id="ref100">
<citation citation-type="journal"><person-group person-group-type="author"><name>
<surname>Van Meter</surname>
<given-names>K. J.</given-names>
</name> <name>
<surname>Basu</surname>
<given-names>N. B.</given-names>
</name> <name>
<surname>Veenstra</surname>
<given-names>J. J.</given-names>
</name> <name>
<surname>Burras</surname>
<given-names>C. L.</given-names>
</name></person-group> (<year>2016</year>). <article-title>The nitrogen legacy: emerging evidence of nitrogen accumulation in anthropogenic landscapes</article-title>. <source>Environ. Res. Lett.</source> <volume>11</volume>:<fpage>035014</fpage>. doi: <pub-id pub-id-type="doi">10.1088/1748-9326/11/3/035014</pub-id></citation>
</ref>
<ref id="ref101">
<citation citation-type="journal"><person-group person-group-type="author"><name>
<surname>Veale</surname>
<given-names>N.</given-names>
</name> <name>
<surname>Visser</surname>
<given-names>A.</given-names>
</name> <name>
<surname>Esser</surname>
<given-names>B.</given-names>
</name> <name>
<surname>Singleton</surname>
<given-names>M. J.</given-names>
</name> <name>
<surname>Moran</surname>
<given-names>J. E.</given-names>
</name></person-group> (<year>2019</year>). <article-title>Nitrogen cycle dynamics revealed through &#x03B4;18O-NO3&#x2212; analysis in California groundwater</article-title>. <source>Geosciences</source> <volume>9</volume>:<fpage>95</fpage>. doi: <pub-id pub-id-type="doi">10.3390/geosciences9020095</pub-id></citation>
</ref>
<ref id="ref9004">
<citation citation-type="book"><person-group person-group-type="author"><name>
<surname>Vengosh</surname>
<given-names>A.</given-names>
</name> <name>
<surname>Kolodny</surname>
<given-names>Y.</given-names>
</name> <name>
<surname>Spivack</surname>
<given-names>A. J.</given-names>
</name></person-group> (<year>1998</year>). <article-title>Groundwater pollution determined by boron isotope systematics</article-title>. In <source>Isotope Techniques in the Study of Environmental Change</source> (pp. <fpage>17</fpage>&#x2013;<lpage>37</lpage>). <publisher-name>International Atomic Energy Agency</publisher-name>, <publisher-loc>Vienna</publisher-loc>.</citation>
</ref>
<ref id="ref102">
<citation citation-type="journal"><person-group person-group-type="author"><name>
<surname>Vystavna</surname>
<given-names>Y.</given-names>
</name> <name>
<surname>Diadin</surname>
<given-names>D.</given-names>
</name> <name>
<surname>Yakovlev</surname>
<given-names>V.</given-names>
</name> <name>
<surname>Hejzlar</surname>
<given-names>J.</given-names>
</name> <name>
<surname>Vadillo</surname>
<given-names>I.</given-names>
</name> <name>
<surname>Huneau</surname>
<given-names>F.</given-names>
</name> <etal/></person-group>. (<year>2017</year>). <article-title>Nitrate contamination in a shallow urban aquifer in East Ukraine: evidence from hydrochemical, stable isotopes of nitrate and land use analysis</article-title>. <source>Environ. Earth Sci.</source> <volume>76</volume>, <fpage>1</fpage>&#x2013;<lpage>13</lpage>.</citation>
</ref>
<ref id="ref103">
<citation citation-type="journal"><person-group person-group-type="author"><name>
<surname>Wang</surname>
<given-names>K.</given-names>
</name> <name>
<surname>Chen</surname>
<given-names>X.</given-names>
</name> <name>
<surname>Wu</surname>
<given-names>Z.</given-names>
</name> <name>
<surname>Wang</surname>
<given-names>M.</given-names>
</name> <name>
<surname>Wang</surname>
<given-names>H.</given-names>
</name></person-group> (<year>2023</year>). <article-title>Traceability and biogeochemical process of nitrate in the Jinan karst spring catchment, North China</article-title>. <source>Water</source> <volume>15</volume>:<fpage>2718</fpage>. doi: <pub-id pub-id-type="doi">10.3390/w15152718</pub-id></citation>
</ref>
<ref id="ref104">
<citation citation-type="journal"><person-group person-group-type="author"><name>
<surname>Wang</surname>
<given-names>H.</given-names>
</name> <name>
<surname>Gao</surname>
<given-names>J. E.</given-names>
</name> <name>
<surname>Li</surname>
<given-names>X. H.</given-names>
</name> <name>
<surname>Zhang</surname>
<given-names>S. L.</given-names>
</name> <name>
<surname>Wang</surname>
<given-names>H. J.</given-names>
</name></person-group> (<year>2015</year>). <article-title>Nitrate accumulation and leaching in surface and ground water based on simulated rainfall experiments</article-title>. <source>PLoS One</source> <volume>10</volume>:<fpage>e0136274</fpage>. doi: <pub-id pub-id-type="doi">10.1371/journal.pone.0136274</pub-id>, PMID: <pub-id pub-id-type="pmid">26291616</pub-id></citation>
</ref>
<ref id="ref105">
<citation citation-type="journal"><person-group person-group-type="author"><name>
<surname>Wang</surname>
<given-names>F.</given-names>
</name> <name>
<surname>Liu</surname>
<given-names>L.</given-names>
</name> <name>
<surname>Xu</surname>
<given-names>W.</given-names>
</name> <name>
<surname>Li</surname>
<given-names>Y.</given-names>
</name> <name>
<surname>Ruan</surname>
<given-names>Q.</given-names>
</name> <name>
<surname>Cao</surname>
<given-names>W.</given-names>
</name></person-group> (<year>2024</year>). <article-title>Multiple stable isotopic approaches for tracing nitrate contamination sources: implications for nitrogen management in complex watersheds</article-title>. <source>Ecotoxicol. Environ. Saf.</source> <volume>269</volume>:<fpage>115822</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.ecoenv.2023.115822</pub-id>, PMID: <pub-id pub-id-type="pmid">38091679</pub-id></citation>
</ref>
<ref id="ref106">
<citation citation-type="journal"><person-group person-group-type="author"><name>
<surname>Weitzman</surname>
<given-names>J. N.</given-names>
</name> <name>
<surname>Brooks</surname>
<given-names>J. R.</given-names>
</name> <name>
<surname>Mayer</surname>
<given-names>P. M.</given-names>
</name> <name>
<surname>Rugh</surname>
<given-names>W. D.</given-names>
</name> <name>
<surname>Compton</surname>
<given-names>J. E.</given-names>
</name></person-group> (<year>2021</year>). <article-title>Coupling the dual isotopes of water (&#x03B4;2H and &#x03B4;18O) and nitrate (&#x03B4;15N and &#x03B4;18O): a new framework for classifying current and legacy groundwater pollution</article-title>. <source>Environ. Res. Lett.</source> <volume>16</volume>:<fpage>045008</fpage>. doi: <pub-id pub-id-type="doi">10.1088/1748-9326/abdcef</pub-id>, PMID: <pub-id pub-id-type="pmid">33897808</pub-id></citation>
</ref>
<ref id="ref107">
<citation citation-type="journal"><person-group person-group-type="author"><name>
<surname>Wen</surname>
<given-names>X.</given-names>
</name> <name>
<surname>Feng</surname>
<given-names>Q.</given-names>
</name> <name>
<surname>Lu</surname>
<given-names>J.</given-names>
</name> <name>
<surname>Wu</surname>
<given-names>J.</given-names>
</name> <name>
<surname>Wu</surname>
<given-names>M.</given-names>
</name> <name>
<surname>Guo</surname>
<given-names>X.</given-names>
</name></person-group> (<year>2018</year>). <article-title>Risk assessment and source identification of coastal groundwater nitrate in northern China using dual nitrate isotopes combined with Bayesian mixing model</article-title>. <source>Hum. Ecol. Risk. Assess.</source> <volume>24</volume>, <fpage>1043</fpage>&#x2013;<lpage>1057</lpage>. doi: <pub-id pub-id-type="doi">10.1080/10807039.2017.1405722</pub-id></citation>
</ref>
<ref id="ref108">
<citation citation-type="journal"><person-group person-group-type="author"><name>
<surname>Widory</surname>
<given-names>D.</given-names>
</name> <name>
<surname>Petelet-Giraud</surname>
<given-names>E.</given-names>
</name> <name>
<surname>N&#x00E9;grel</surname>
<given-names>P.</given-names>
</name> <name>
<surname>Ladouche</surname>
<given-names>B.</given-names>
</name></person-group> (<year>2005</year>). <article-title>Tracking the sources of nitrate in groundwater using coupled nitrogen and boron isotopes: a synthesis</article-title>. <source>Environ. Sci. Technol.</source> <volume>39</volume>, <fpage>539</fpage>&#x2013;<lpage>548</lpage>. doi: <pub-id pub-id-type="doi">10.1021/es0493897</pub-id>, PMID: <pub-id pub-id-type="pmid">15707054</pub-id></citation>
</ref>
<ref id="ref109">
<citation citation-type="journal"><person-group person-group-type="author"><name>
<surname>Wu</surname>
<given-names>C.</given-names>
</name> <name>
<surname>Fang</surname>
<given-names>C.</given-names>
</name> <name>
<surname>Wu</surname>
<given-names>X.</given-names>
</name> <name>
<surname>Zhu</surname>
<given-names>G.</given-names>
</name> <name>
<surname>Zhang</surname>
<given-names>Y.</given-names>
</name></person-group> (<year>2021</year>). <article-title>Hydrogeochemical characterization and quality assessment of groundwater using self-organizing maps in the Hangjinqi gasfield area, Ordos Basin, NW China</article-title>. <source>Geosci. Front.</source> <volume>12</volume>, <fpage>781</fpage>&#x2013;<lpage>790</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.gsf.2020.09.012</pub-id></citation>
</ref>
<ref id="ref110">
<citation citation-type="journal"><person-group person-group-type="author"><name>
<surname>Xu</surname>
<given-names>S.</given-names>
</name> <name>
<surname>Kang</surname>
<given-names>P.</given-names>
</name> <name>
<surname>Sun</surname>
<given-names>Y. A.</given-names>
</name></person-group> (<year>2016</year>). <article-title>A stable isotope approach and its application for identifying nitrate source and transformation process in water</article-title>. <source>Environ. Sci. Pollut. Res.</source> <volume>23</volume>, <fpage>1133</fpage>&#x2013;<lpage>1148</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s11356-015-5309-6</pub-id>, PMID: <pub-id pub-id-type="pmid">26541149</pub-id></citation>
</ref>
<ref id="ref112">
<citation citation-type="journal"><person-group person-group-type="author"><name>
<surname>Yidana</surname>
<given-names>S. M.</given-names>
</name> <name>
<surname>Alo</surname>
<given-names>C.</given-names>
</name> <name>
<surname>Addai</surname>
<given-names>M. O.</given-names>
</name> <name>
<surname>Fynn</surname>
<given-names>O. F.</given-names>
</name> <name>
<surname>Essel</surname>
<given-names>S. K.</given-names>
</name></person-group> (<year>2015</year>). <article-title>Numerical analysis of groundwater flow and potential in parts of a crystalline aquifer system in northern Ghana</article-title>. <source>Int. J. Environ. Sci. Technol.</source> <volume>12</volume>, <fpage>3805</fpage>&#x2013;<lpage>3818</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s13762-015-0805-2</pub-id></citation>
</ref>
<ref id="ref113">
<citation citation-type="journal"><person-group person-group-type="author"><name>
<surname>Zazouli</surname>
<given-names>M. A.</given-names>
</name> <name>
<surname>Dashtban</surname>
<given-names>N.</given-names>
</name> <name>
<surname>Jalalvand</surname>
<given-names>M. A.</given-names>
</name> <name>
<surname>Kheilgavan</surname>
<given-names>S. J.</given-names>
</name> <name>
<surname>Kholerdi</surname>
<given-names>F. M.</given-names>
</name> <name>
<surname>Mohammadpour</surname>
<given-names>A.</given-names>
</name> <etal/></person-group>. (<year>2024</year>). <article-title>Unveiling nitrate contamination and health risks: insights from groundwater quality assessment and Monte Carlo simulation along the southern Caspian Sea coasts</article-title>. <source>Groundw. Sustain. Dev.</source> <volume>27</volume>:<fpage>101340</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.gsd.2024.101340</pub-id></citation>
</ref>
<ref id="ref114">
<citation citation-type="journal"><person-group person-group-type="author"><name>
<surname>Zhang</surname>
<given-names>X.</given-names>
</name> <name>
<surname>Liu</surname>
<given-names>Z.</given-names>
</name> <name>
<surname>Xin</surname>
<given-names>Z.</given-names>
</name> <name>
<surname>Zhang</surname>
<given-names>C.</given-names>
</name> <name>
<surname>Song</surname>
<given-names>C.</given-names>
</name></person-group> (<year>2024</year>). <article-title>Tracing nitrogen sources and transformation characteristics in a large basin with spatially heterogeneous pollution distribution</article-title>. <source>Environ. Res.</source> <volume>262</volume>:<fpage>119859</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.envres.2024.119859</pub-id>, PMID: <pub-id pub-id-type="pmid">39208978</pub-id></citation>
</ref>
<ref id="ref115">
<citation citation-type="journal"><person-group person-group-type="author"><name>
<surname>Zhaoshi</surname>
<given-names>W.</given-names>
</name> <name>
<surname>Xijun</surname>
<given-names>L.</given-names>
</name> <name>
<surname>Kuanyi</surname>
<given-names>L.</given-names>
</name></person-group> (<year>2021</year>). <article-title>Water quality assessment of rivers in Lake Chaohu Basin (China) using water quality index</article-title>. <source>Ecol. Indic.</source> <volume>121</volume>:<fpage>107021</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.ecolind.2020.107021</pub-id></citation>
</ref>
<ref id="ref116">
<citation citation-type="journal"><person-group person-group-type="author"><name>
<surname>Zhou</surname>
<given-names>J.</given-names>
</name> <name>
<surname>Hu</surname>
<given-names>M.</given-names>
</name> <name>
<surname>Liu</surname>
<given-names>M.</given-names>
</name> <name>
<surname>Yuan</surname>
<given-names>J.</given-names>
</name> <name>
<surname>Ni</surname>
<given-names>M.</given-names>
</name> <name>
<surname>Zhou</surname>
<given-names>Z.</given-names>
</name> <etal/></person-group>. (<year>2022</year>). <article-title>Combining the multivariate statistics and dual stable isotopes methods for nitrogen source identification in coastal rivers of Hangzhou Bay, China</article-title>. <source>Environ. Sci. Pollut. Res.</source> <volume>29</volume>, <fpage>82903</fpage>&#x2013;<lpage>82916</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s11356-022-21116-x</pub-id>, PMID: <pub-id pub-id-type="pmid">35759093</pub-id></citation>
</ref>
<ref id="ref117">
<citation citation-type="journal"><person-group person-group-type="author"><name>
<surname>Zhou</surname>
<given-names>Y.</given-names>
</name> <name>
<surname>Li</surname>
<given-names>P.</given-names>
</name> <name>
<surname>Chen</surname>
<given-names>M.</given-names>
</name> <name>
<surname>Dong</surname>
<given-names>Z.</given-names>
</name> <name>
<surname>Lu</surname>
<given-names>C.</given-names>
</name></person-group> (<year>2020</year>). <article-title>Groundwater quality for potable and irrigation uses and associated health risk in southern part of Gu\u2019an county, North China plain</article-title>. <source>Environ. Geochem. Health</source> <volume>43</volume>, <fpage>813</fpage>&#x2013;<lpage>835</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s10653-020-00553-y</pub-id>, PMID: <pub-id pub-id-type="pmid">32281053</pub-id></citation>
</ref>
<ref id="ref118">
<citation citation-type="journal"><person-group person-group-type="author"><name>
<surname>Zimmermann</surname>
<given-names>J.</given-names>
</name> <name>
<surname>Halloran</surname>
<given-names>L. J.</given-names>
</name> <name>
<surname>Hunkeler</surname>
<given-names>D.</given-names>
</name></person-group> (<year>2020</year>). <article-title>Tracking chlorinated contaminants in the subsurface using compound-specific chlorine isotope analysis: a review of principles, current challenges and applications</article-title>. <source>Chemosphere</source> <volume>244</volume>:<fpage>125476</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.chemosphere.2019.125476</pub-id>, PMID: <pub-id pub-id-type="pmid">31830644</pub-id></citation>
</ref>
</ref-list>
</back>
</article>