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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Sustain. Food Syst.</journal-id>
<journal-title>Frontiers in Sustainable Food Systems</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Sustain. Food Syst.</abbrev-journal-title>
<issn pub-type="epub">2571-581X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fsufs.2025.1651556</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Sustainable Food Systems</subject>
<subj-group>
<subject>Mini Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Metabolic disruption of flavor substance in aquatic animals: a review of POPs and heavy metal effects</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Xu</surname>
<given-names>Ruiyi</given-names>
</name>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/3034524/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/funding-acquisition/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Guo</surname>
<given-names>Weili</given-names>
</name>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhang</surname>
<given-names>Pengyu</given-names>
</name>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhang</surname>
<given-names>Chunnuan</given-names>
</name>
<uri xlink:href="https://loop.frontiersin.org/people/795108/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
</contrib-group>
<aff><institution>The Water Environment and Animal Safety Laboratory, Henan University of Science and Technology</institution>, <addr-line>Luoyang</addr-line>, <country>China</country></aff>
<author-notes>
<fn fn-type="edited-by" id="fn0002">
<p>Edited by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1501410/overview">Roberto Anedda</ext-link>, Porto Conte Ricerche, Italy</p>
</fn>
<fn fn-type="edited-by" id="fn0003">
<p>Reviewed by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/397788/overview">Manjun Yang</ext-link>, Sun Yat-sen University, China</p>
</fn>
<corresp id="c001">&#x002A;Correspondence: Ruiyi Xu, <email>xuruiyi@haust.edu.cn</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>03</day>
<month>09</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>9</volume>
<elocation-id>1651556</elocation-id>
<history>
<date date-type="received">
<day>22</day>
<month>06</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>18</day>
<month>08</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2025 Xu, Guo, Zhang and Zhang.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Xu, Guo, Zhang and Zhang</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>In recent years, with the accelerated development of science, technology and industry, aquatic ecosystems have been severely damaged, which not only profoundly affects the survival and metabolic stability of aquatic animals, but also has a certain impact on the flavor of aquatic products. The key flavor substances affecting the flavor of aquatic products include free amino acids (FAA), nucleotides and organic acids, which form the basis of the key taste of aquatic products. This review focuses on the research on main flavor substances in aquatic animals, as well as the physiological and metabolic changes of flavor substances under the action of typical marine pollutants (including persistent organic pollutants (POPs) and heavy metal stress). However, there are relatively few studies on the molecular mechanisms of taste substance metabolism, and most of them are conducted in the field setting. This review aims to provide a reference for in-depth exploration of the metabolic mechanism of aquatic organisms&#x2019; taste substances in response to marine pollution.</p>
</abstract>
<kwd-group>
<kwd>flavor substances metabolism</kwd>
<kwd>aquatic products</kwd>
<kwd>marine pollution</kwd>
<kwd>flavor amino acids</kwd>
<kwd>flavor nucleotides</kwd>
</kwd-group>
<counts>
<fig-count count="0"/>
<table-count count="1"/>
<equation-count count="0"/>
<ref-count count="78"/>
<page-count count="7"/>
<word-count count="6498"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Aquatic Foods</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="sec1">
<label>1</label>
<title>Introduction</title>
<p>Aquatic products are highly favored due to their excellent nutritional value and rich flavor, and they play a crucial role in the global food system (<xref ref-type="bibr" rid="ref26">Golden et al., 2021</xref>). According to the latest data published by the Food and Agriculture Organization of the United Nations (FAO), the total global output from fisheries and aquaculture reached 223.2 million tons in 2022. Notably, around 62% of this production was derived from marine sources, significantly contributing to the dietary protein requirements of approximately 3.2 billion people worldwide (FAO<xref ref-type="fn" rid="fn0001"><sup>1</sup></xref>). As a result, the ocean is recognized as a crucial source of high-quality animal protein for global food security. Simultaneously, aquatic products are instrumental in enhancing nutritional well-being and public health at a global scale (<xref ref-type="bibr" rid="ref18">Cheng et al., 2023</xref>; <xref ref-type="bibr" rid="ref36">Li C. et al., 2022</xref>). The market demand for high-quality aquatic foods has shown a steady increase. Flavor, particularly its distinctive taste, is a major determinant of product quality and consumer preference (<xref ref-type="bibr" rid="ref68">Wu et al., 2023</xref>).</p>
<p>Aquatic organisms exhibit five fundamental taste modalities: sourness, sweetness, bitterness, saltiness, and umami. These taste-active substances are not only central to defining the sensory attributes of aquatic species but also significantly influence consumer purchasing behavior (<xref ref-type="bibr" rid="ref32">Jones et al., 2022</xref>). However, accelerated technological and industrial advancements have expanded human influence over natural systems, leading to serious ecological degradation and extensive pollution of marine environments (<xref ref-type="bibr" rid="ref62">Thiagarajan and Devarajan, 2025</xref>). Common forms of marine pollution include petroleum contamination, heavy metals, radioactive substances, harmful algal blooms, and marine debris. The expansion of chemical and petrochemical industries has intensified problems such as oil spills and elevated concentrations of heavy metals in seawater (<xref ref-type="bibr" rid="ref57">Sharma et al., 2024</xref>). Given that aquatic organisms are entirely dependent on water for their survival, fluctuations in water quality can disrupt physiological homeostasis (<xref ref-type="bibr" rid="ref5">Bartley et al., 2006</xref>). Environmental pollutants, including persistent organic pollutants (POPs) and heavy metals, pose a serious threat to the survival and physiological stability of these organisms and have severe toxic effects on certain species (<xref ref-type="bibr" rid="ref55">Ribeiro et al., 2005</xref>; <xref ref-type="bibr" rid="ref19">Corsolini et al., 2014</xref>; <xref ref-type="bibr" rid="ref71">Yan et al., 2020</xref>). How marine pollution affects the taste and quality of aquatic products and how it interferes with the metabolism of taste substances in aquatic animals are important scientific issues of concern to people.</p>
<p>This article thoroughly introduces the main flavor substances and flavor characteristics of aquatic organisms, as well as their sensitivity to POPs and heavy metals. The purpose is to clarify the impact of marine pollution on flavor metabolism, provide scientific basis for marine ecological toxicology protection, and improve the nutrition, safety, and economic value of aquatic products.</p>
</sec>
<sec id="sec2">
<label>2</label>
<title>Flavor substances of aquatic animals</title>
<p>Food flavor arises from the integrated sensory experience of smell, taste, and trigeminal nerve stimulation, with the balance of various substances shaping the final flavor (<xref ref-type="bibr" rid="ref34">Khan et al., 2015</xref>). Food flavor encompasses volatile and non-volatile components, in which volatile substances, such as unsaturated aldehydes and ketones from fat oxidation, evoke aroma through olfactory stimulation (<xref ref-type="bibr" rid="ref67">Wang et al., 2020</xref>). And non-volatile substances, responsible for taste, include the five basic tastes: acid, sweet, bitter, salty, and umami. In addition, taste substances are categorized as nitrogen-containing (e.g., free amino acids, nucleotides, organic acids) and non-nitrogen-containing (e.g., organic acids, sugars, inorganic compounds) (<xref ref-type="bibr" rid="ref75">Zhang et al., 2003</xref>).</p>
<p>Amino acids, nucleotides, and organic acids constitute the basic taste characteristics of aquatic products. Fish, shrimp, and shellfish contain various auxiliary flavor enhancing compounds that interact to produce different tastes (<xref ref-type="bibr" rid="ref38">Liang et al., 2008</xref>; <xref ref-type="bibr" rid="ref39">Lim et al., 2017</xref>; <xref ref-type="bibr" rid="ref48">Michihata et al., 2000</xref>). Although flavor enhancing amino acids and nucleotides are the main sources of taste in aquatic animals, their metabolic pathways still need to be explored. Research mainly focuse on the genes that affect the flavor of fish meat, but the metabolic processes of flavor substances in shellfish and shrimp have not been studied to a large extent.</p>
<sec id="sec3">
<label>2.1</label>
<title>Flavor amino acids</title>
<p>Studies have shown that free amino acids (FAA) have a significant impact on the muscle flavor of aquatic animals. It is worth noting that glutamic acid (Glu) and aspartic acid (Asp) are the main sources of umami, while glycine (Gly) and alanine (Ala) have a sweet and refreshing taste. Arginine can enhance freshness, while sodium chloride, monosodium glutamate or adenosine can reduce the inherent bitterness of arginine. Histidine (His) enhances the flavor. In addition, methionine (Met) and valine (Val) are related to bitterness (<xref ref-type="bibr" rid="ref17">Cheng et al., 2024</xref>). The research has found that the main umami and sweet amino acids in tilapia filets were Asp and Gly (<xref ref-type="bibr" rid="ref37">Li R. et al., 2022</xref>).</p>
<p>Studies have revealed that Glu, Ser, proline (Pro), arginine (Arg), and lysine (Lys) are the main taste-active substances in <italic>Takifugu obscurus</italic> (<xref ref-type="bibr" rid="ref73">Zhang et al., 2019a</xref>). For tilapia fillets, the primary umami and sweet-tasting amino acids are Asp and Gly (<xref ref-type="bibr" rid="ref37">Li R. et al., 2022</xref>). In metabolomic analyses of <italic>Mercenaria mercenaria</italic>, researchers identified Glu, Gly, Arg, Ala, and Asp as the five free amino acids with the greatest contribution (<xref ref-type="bibr" rid="ref74">Zhang et al., 2023</xref>). Additionally, the main umami sources in Chinese soft-shelled turtles (<italic>Pelodiscus sinensis</italic>) are Glu, Asp., Gly and Ala; the umami taste of their skirt tissues is superior to that of muscle, but the balance of amino acid composition is inferior to that of muscle (<xref ref-type="bibr" rid="ref70">Xie et al., 2021</xref>). Thus, the amino acids contributing to umami substances vary across different species.</p>
<p>Shrimp cultured in low-salinity brackish water exhibit better amino acid nutritional status, with a total essential amino acid (TEAA) content of 238.41&#x202F;&#x00B1;&#x202F;46.24&#x202F;mg/mL, which is significantly higher than that in the standard seawater group (<xref ref-type="bibr" rid="ref52">Qin et al., 2024</xref>). Supplementing the feed with an appropriate amount of Lys can increase the levels of alanine and glutamic acid in the muscle tissue of <italic>Litopenaeus vannamei</italic>, ultimately improving the palatability of this species in freshwater aquaculture (<xref ref-type="bibr" rid="ref69">Wu et al., 2022</xref>). <xref ref-type="bibr" rid="ref001">Koyama et al. (2018)</xref> found that high salinity enhances the expression of the Glu ligase gene in <italic>Marsupenaeus japonicus</italic>. Conversely, under low-salinity conditions, alanine may be converted to pyruvate via the Ala-glyoxylate aminotransferase gene, leading to a decrease in Ala concentration. Similarly, other scholars evaluated changes in key amino acid metabolism genes in <italic>Crassostrea gigas</italic>. The results showed that under salinity stress, oysters regulate Gly levels primarily through the Gly dehydrogenase and aminomethyltransferase pathways (<xref ref-type="bibr" rid="ref47">Meng et al., 2013</xref>).</p>
</sec>
<sec id="sec4">
<label>2.2</label>
<title>Flavor nucleotides</title>
<p>At present, more than 30 kinds of taste-active nucleotides and their derivatives have been identified, among which inosine monophosphate (IMP), guanosine monophosphate (GMP) and adenosine monophosphate (AMP) are representative (<xref ref-type="bibr" rid="ref76">Zhang et al., 2016</xref>). IMP is abundant in the muscles of animals such as chickens, cattle and pigs, while aquatic species like shrimp, clams and abalones mainly contain AMP. The GMP levels of seafood are usually low (<xref ref-type="bibr" rid="ref16">Chen et al., 2021</xref>).</p>
<p>Studies have found that IMP is the main nucleotide in fresh rainbow trout <italic>Oncorhynchus mykiss</italic> (<xref ref-type="bibr" rid="ref22">Duan et al., 2020</xref>). Exogenous IMP improves the flesh quality, composition, and flavor of <italic>Carassius auratus gibelio</italic> by increasing the AMP/ATP ratio and activating the AMPK signaling pathway (<xref ref-type="bibr" rid="ref10">Cai et al., 2022</xref>). In Antarctic krill <italic>Euphausia superba</italic> and <italic>Penaeus vannamei Boone</italic>, both IMP and AMP can significantly enhance umami flavor and show a synergistic effect (<xref ref-type="bibr" rid="ref14">Chang and Fang, 2024</xref>). The IMP is generated through two metabolic pathways of ATP degradation, one of which produces AMP, which is then degraded into IMP or adenosine (AdR) (<xref ref-type="bibr" rid="ref56">Seki et al., 2017</xref>). However, the existence of IMP in shellfish has long been controversial. <xref ref-type="bibr" rid="ref59">Soldatov et al. (2022)</xref> identified two pathways for IMP degradation in the <italic>Anadara kagoshimensis</italic>, including the adenosine monophosphate dehydrogenase and adenosine monophosphate deaminase pathways. Recent studies have found the IMP in refrigerated <italic>M. meretrix</italic>, <italic>C. gigas</italic>, and <italic>Chlamys farreri</italic> (<xref ref-type="bibr" rid="ref28">He et al., 2025</xref>; <xref ref-type="bibr" rid="ref43">Liu et al., 2024</xref>; <xref ref-type="bibr" rid="ref74">Zhang et al., 2023</xref>).</p>
</sec>
<sec id="sec5">
<label>2.3</label>
<title>Flavor organic acids</title>
<p>In fish, shrimp and shellfish, organic acids can affect pH regulation and flavor. The organic acids that play a key role in flavor include succinic acid, lactic acid and pyruvic acid, whose composition and concentration are closely related to the biochemical reactions in the metabolic process (<xref ref-type="bibr" rid="ref18">Cheng et al., 2023</xref>). Studies show that crustaceans contain organic acids such as succinic acid, lactic acid, acetic acid and oxalic acid, while lactic acid and succinic acid are dominant in the muscle tissues of fish and shellfish (<xref ref-type="bibr" rid="ref4">Bampidis et al., 2023</xref>; <xref ref-type="bibr" rid="ref21">Ding et al., 2022</xref>). Among shellfish, succinic acid, sodium succinate and disodium succinate are essential for maintaining freshness and acidity (<xref ref-type="bibr" rid="ref45">Ma et al., 2020</xref>).</p>
<p>It was found that the levels of lactic acid and succinic acid increasing with the size of rainbow trout <italic>O. mykiss</italic> in muscles (<xref ref-type="bibr" rid="ref22">Duan et al., 2020</xref>). In addition, researches have determined that the major organic acid in raw and high hydrostatic pressure-treated oysters <italic>Crassostrea hongkongensis</italic> is succinic acid (<xref ref-type="bibr" rid="ref41">Liu et al., 2021</xref>). Furthermore, succinic acid, citric acid and betaine are the major organic acids in oysters <italic>Crassostrea ariakensis</italic> (<xref ref-type="bibr" rid="ref40">Liu et al., 2022</xref>).</p>
</sec>
<sec id="sec6">
<label>2.4</label>
<title>Other flavor substances</title>
<p>Umami in aquatic products primarily arises from organic bases like betaine and trimethylamine oxide (TMAO) (<xref ref-type="bibr" rid="ref50">Niizeki and Tanimoto, 2024</xref>). Betaine contributes to enhancing the sweetness of shellfish and shrimps. Additionally, betaine aldehyde dehydrogenase (BADH) may play a role in the osmoregulatory capacity of <italic>Litopenaeus vannamei</italic> (<xref ref-type="bibr" rid="ref16">Chen et al., 2021</xref>; <xref ref-type="bibr" rid="ref20">Delgado-Gayt&#x00E1;n et al., 2017</xref>; <xref ref-type="bibr" rid="ref29">Hefni et al., 2021</xref>). Existing studies have shown that by-products of betaine induce a positive feeding response in abalones and can affect their unique umami and sweet tastes (<xref ref-type="bibr" rid="ref30">Hern&#x00E1;ndez et al., 2019</xref>). TMAO is widely present in the muscles of marine teleosts, which can counteract the harmful effects of urea on proteins and serves as an important flavor substance in fish and shrimps (<xref ref-type="bibr" rid="ref72">Zerbst-Boroffka et al., 2005</xref>). It has been found that adding TMAO to the diet of Chinese mitten crab (<italic>Eriocheir sinensis</italic>) can improve the freshness of its muscle, and dietary TMAO may activate the mTOR pathway by influencing amino acid metabolism (<xref ref-type="bibr" rid="ref31">Hua et al., 2025</xref>). However, there are currently no reports on the impact of marine pollution on TMAO in aquatic animals. Furthermore, inorganic ions also play a key role in the flavor of seafood. Among them, ions such as Na<sup>+</sup>, K<sup>+</sup>, Cl<sup>&#x2212;</sup>, and PO&#x2084;<sup>3&#x2212;</sup> are considered to have significant impacts on the flavor of shellfish, with the effects of Na<sup>+</sup> and Cl<sup>&#x2212;</sup> being particularly prominent (<xref ref-type="bibr" rid="ref24">Fu et al., 2025</xref>; <xref ref-type="bibr" rid="ref42">Liu et al., 2023</xref>).</p>
</sec>
<sec id="sec7">
<label>2.5</label>
<title>Interactions among flavor substances</title>
<p>The synergistic effect between nucleotides and certain amino acids is usually quantified by equivalent umami concentration (EUC). The higher the EUC value, the stronger the synergistic effect (<xref ref-type="bibr" rid="ref77">Zhang et al., 2019b</xref>). Using EUC calculations to predict that most mushrooms can enhance the flavor of Japanese fish (<xref ref-type="bibr" rid="ref46">Mau, 2005</xref>). They suggest mixing fish and mushrooms in a 1:1 ratio to maximize the umami of the stock. The umami flavor in clams of <italic>Meretrix petechialis</italic>, <italic>Mactra veneriformis</italic> and <italic>Ruditapes philippinarum</italic> is mainly driven by the proliferative effects of Glu, Asp and nucleotides (<xref ref-type="bibr" rid="ref64">Wang et al., 2019</xref>). A small amount of IMP can significantly improve the sweetness of Gly and Ala (<xref ref-type="bibr" rid="ref33">Kawai et al., 2002</xref>). In addition, the combination of nucleotide umami enhancers can significantly lower the threshold and enhance the umami effect (<xref ref-type="bibr" rid="ref63">Vasilaki et al., 2021</xref>). Unlike fish, the taste components of shellfish are significantly different. Similar organisms such as squid, octopuses, shellfish, and similar organisms lack 5&#x2019;-IMP. Therefore, their umami taste comes from the combination of amino acids, polypeptides, succinic acid and inorganic ions. These ions are important flavor enhancers in seafood and are closely related to inorganic ions such as Na<sup>+</sup>, K<sup>+</sup>, PO<sub>4</sub><sup>3&#x2212;</sup>, and Cl<sup>&#x2212;</sup> (<xref ref-type="bibr" rid="ref58">Sikorski, 2020</xref>).</p>
</sec>
</sec>
<sec id="sec8">
<label>3</label>
<title>Effects of marine pollutant stress on the metabolism of flavor substances in aquatic animals</title>
<sec id="sec9">
<label>3.1</label>
<title>POPs</title>
<p>It is well known that POPs have carcinogenic, teratogenic and mutagenic effects, posing significant risks to the reproductive, genetic, immune, nervous and endocrine systems of humans and animals (<xref ref-type="bibr" rid="ref2">Ashraf, 2015</xref>; <xref ref-type="bibr" rid="ref49">Nguyen et al., 2020</xref>). Once persistent organic pollutants enter the environment, they will persist in the food chain, bioaccumulate and bioamplify, reaching toxic concentrations in the atmosphere, water and soil, causing serious adverse effects (<xref ref-type="bibr" rid="ref1">Akhtar et al., 2021</xref>).</p>
<p>Dichlorodiphenyltrichloroethane (DDT) and benzo[a]pyrene (B[a]P) are typical persistent organic pollutants, posing severe threats to aquatic organisms and environmental health. The results showed that DDT stress significantly altered metabolites in the gonads, including increased levels of alanine, glutamic acid, and glycine, while decreased arginine levels. Both DDT and B[a]P could induce signal transduction and oxidative stress, and the mixed stress group showed a similar trend to the DDT group (<xref ref-type="bibr" rid="ref60">Song et al., 2016</xref>). In a metabolomic study on the adductor muscles of <italic>Mytilus galloprovincialis</italic> from the western regions of Italy, which were contaminated with excessive levels of polycyclic aromatic hydrocarbons (PAHs) and mercury, the results revealed disturbances in energy metabolism, alterations in amino acid metabolism, and disorders in osmoregulatory processes. Among flavor substances, Ala, Gly, and inosine significantly increased, while the levels of aspartic acid, arginine, taurine, and betaine significantly decreased (<xref ref-type="bibr" rid="ref13">Cappello et al., 2017</xref>). The results of the toxic effects of B[a]P on the gills of <italic>Pinctada martensii</italic> showed that under exposure to 1&#x202F;&#x03BC;g/L and 10&#x202F;&#x03BC;g/L B[a]P, arginine levels were significantly higher than those in the control group, while the levels of flavor amino acids Thr and Glu were significantly lower compared with the control group, inducing signal transduction, transcriptional regulation, cell growth, stress response, and energy metabolism (<xref ref-type="bibr" rid="ref15">Chen et al., 2018</xref>).</p>
<p>Studies have indicated that B[a]P has significant effects on the composition and taste activity values (TAV) of free amino acids, nucleotides, organic acids, flavor peptides, organic bases, carbohydrates, and inorganic ions in <italic>Ruditapes philippinaru</italic>, as well as the gene expressions during their synthesis and decomposition processes. This suggests that B[a]P affects the levels of these taste substances by interfering with their metabolic processes, thereby altering the taste characteristics of <italic>R. philippinarum</italic> (reducing umami and sweetness, and enhancing bitterness) (<xref ref-type="bibr" rid="ref7">Bi et al., 2024</xref>). Researchers pointed out that 38&#x202F;&#x03BC;g/L B[a]P significantly reduced the content of flavor amino acids in <italic>C. farreri</italic>, leading to a significant decrease in TAV and EUC. Transcriptome analysis identified key pathways related to the metabolism of taste substances, and the expression levels of genes involved in the synthesis of Glu, Gly, Ala, and Arg were generally inhibited (<xref ref-type="bibr" rid="ref28">He et al., 2025</xref>). However, current research on the molecular mechanisms of POPs on typical flavor substances in aquatic animals is relatively scarce.</p>
</sec>
<sec id="sec10">
<label>3.2</label>
<title>Heavy metals</title>
<p>In addition to organic pollutants, heavy metals represent another class of marine pollutants that cannot be ignored. Heavy metals, known for their toxicity, wide sources, persistence, and non-degradability, originate from various human activities such as mining, smelting, agriculture, petrochemical industry, printing, aquaculture, electronic industry, and municipal waste (<xref ref-type="bibr" rid="ref54">Rainbow and Luoma, 2011</xref>). These metals are released into the marine environment, where they can accumulate in marine organisms and magnify through the food chain, leading to higher concentrations in predatory species, and the elevated levels of heavy metals in marine ecosystems raise ecological concerns and public health risks about seafood safety (<xref ref-type="bibr" rid="ref65">Wang et al., 2005</xref>). Currently, the heavy metal elements polluting the ocean mainly include mercury, cadmium, lead, zinc, chromium, copper, etc., assessing the current pollution levels of heavy metals in coastal ecosystems is crucial for the seafood industry, public health, and the sustainable development of marine ecosystems (<xref ref-type="bibr" rid="ref66">Wang et al., 2013</xref>).</p>
<p>Currently, the main heavy metal elements polluting the ocean include Cd, Hg, Cu, Pb, and Zn. Assessing the current pollution levels of heavy metals in coastal ecosystems is crucial for the seafood industry, public health, and the sustainable development of marine ecosystems (<xref ref-type="bibr" rid="ref66">Wang et al., 2013</xref>). When the marine environment is contaminated by heavy metals, these metals accumulate in aquatic organisms and enter the human body through the food chain. The examination of scalp hair samples from whale meat-eaters and large fish-eaters revealed that all the essential amino acids such as Ala, Val, Leu, etc., increased as the mercury concentration increased (<xref ref-type="bibr" rid="ref23">Endo et al., 2017</xref>). Long-term exposure can lead to chronic poisoning, lung damage, and carcinogenic risks (<xref ref-type="bibr" rid="ref11">Cao et al., 2021</xref>; <xref ref-type="bibr" rid="ref51">Petrovic et al., 2022</xref>; <xref ref-type="bibr" rid="ref61">Tek and Ng, 2024</xref>). As exemplified in <xref ref-type="table" rid="tab1">Table 1</xref> (line 521), different aquatic animals exhibit varying degrees of changes in their metabolic levels after being exposed to heavy metal pollution, with differences in the primary amino acids affected. This suggests that the toxic mechanisms of different heavy metals on aquatic animals may vary. Studies on the impact of heavy metal pollution on aquatic animals mainly focus on amino acids, while there are relatively few studies on organic acids and nucleotides and others. Moreover, experimental sampling is mainly conducted in the field, which could not rule out other influencing factors in the environment.</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption>
<p>The impact of heavy metal pollution on the amino acids of aquatic animals.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Heavy metals</th>
<th align="left" valign="top">Main amino acids</th>
<th align="left" valign="top">Interference effect</th>
<th align="left" valign="top">Aquatic animals</th>
<th align="left" valign="top">References</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top" rowspan="3">Cd</td>
<td align="left" valign="top">Ser, Gly, Glu, Ala, Tyr</td>
<td align="left" valign="top">Reducing the nutritional levels and increasing free amino acids and saturated fatty acids</td>
<td align="left" valign="top"><italic>Labeo rohita</italic></td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref6">Begum et al. (2025)</xref>
</td>
</tr>
<tr>
<td align="left" valign="top">Ser, Gly</td>
<td align="left" valign="top">The expression of hydroxymethyltransferase was significantly upregulated</td>
<td align="left" valign="top"><italic>Perca flavescens</italic></td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref9">Bougas et al. (2013</xref>, <xref ref-type="bibr" rid="ref8">2016)</xref></td>
</tr>
<tr>
<td align="left" valign="top">Arg, Gly, Ser</td>
<td align="left" valign="top">Under low concentration Cd exposure, the main flavor substances such as Arg, lactic acid and inosine, significantly increased. In the high exposure group, the content of Gly significantly increased while the content of Ser significantly decreased</td>
<td align="left" valign="top"><italic>Fenneropenaeus chinensis</italic></td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref44">Lu et al. (2020)</xref>
</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">Hg</td>
<td align="left" valign="top">His, Thr, Arg, Ser, Glu, Gly, Asn</td>
<td align="left" valign="top">The content of these 7 amino acids is positively correlated with the total mercury content</td>
<td align="left" valign="top"><italic>Esox lucius</italic></td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref35">Kozak et al. (2023)</xref>
</td>
</tr>
<tr>
<td align="left" valign="top">Gln, Asp, Asn, Glu</td>
<td align="left" valign="top">Significantly changed the amino acid content</td>
<td align="left" valign="top">Zebrafish embryo</td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref53">Qiu et al. (2024)</xref>
</td>
</tr>
<tr>
<td align="left" valign="top">Cu</td>
<td align="left" valign="top">The level of amino acids has increased</td>
<td align="left" valign="top">A significant decrease in protein content and an increase in amino acid levels</td>
<td align="left" valign="top"><italic>Mystus vittatus</italic></td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref3">Balakrishnan et al. (2023)</xref>
</td>
</tr>
<tr>
<td align="left" valign="top">Pb</td>
<td align="left" valign="top">Asp., Ala, Cys, Glu, Gly, His, Phe, Tyr, Try, Val</td>
<td align="left" valign="top">Increased plasma amino acid levels</td>
<td align="left" valign="top"><italic>Mugil cephalus</italic></td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref27">Hajirezaee et al. (2021)</xref>
</td>
</tr>
<tr>
<td align="left" valign="top">Zn</td>
<td align="left" valign="top">His, Cys</td>
<td align="left" valign="top">The presence of His and Cys has a significant regulatory effect on the quantitative and qualitative absorption of Zn</td>
<td align="left" valign="top"><italic>Oncorhynchus mykiss</italic></td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref25">Glover and Hogstrand (2002)</xref>
</td>
</tr>
<tr>
<td align="left" valign="top">Cb, Cu, Cr, Ni, Pb, Zn</td>
<td align="left" valign="top">Ala, Gly, Asp, Thr, Lys</td>
<td align="left" valign="top">The levels of Ala and Gly decreased, while the levels of Asp., Thr, Lys and betaine increased</td>
<td align="left" valign="top"><italic>Crassostrea hongkongensis</italic></td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref12">Cao and Wang (2016)</xref>
</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
</sec>
<sec id="sec11">
<label>4</label>
<title>Conclusion and perspectives</title>
<p>The research on the impact of marine pollution on aquatic animals mainly covers two areas: the accumulation and elimination of pollutants in economically important aquatic organisms, and the influence of pollution-induced stress on physiological processes such as osmoregulation, energy metabolism, reproduction, and immunity. However, research on the molecular mechanism of flavor compound metabolism in aquatic products is still relatively limited, with most focusing on flavor amino acids. Additionally, studies on the effects of marine pollutant stress are mostly conducted through field sampling experiments.</p>
<p>In the future, metabolomics and transcriptomics technologies can be used to explore the interference mechanisms of pollutants on key flavor compounds in aquatic animals, and laboratory single-pollutant exposure experiments can be conducted to exclude the impact of other environmental factors on the research results.</p>
</sec>
</body>
<back>
<sec sec-type="author-contributions" id="sec12">
<title>Author contributions</title>
<p>RX: Data curation, Funding acquisition, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing, Investigation. WG: Writing &#x2013; original draft, Data curation. PZ: Writing &#x2013; original draft, Data curation. CZ: Writing &#x2013; review &#x0026; editing.</p>
</sec>
<sec sec-type="funding-information" id="sec13">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research and/or publication of this article. This research was funded by National Natural Science Foundation of China (2023) (Grant No. 42207331) and the Doctoral Initial Funding of Henan University of Science and Technology (Grant No. 13480097).</p>
</sec>
<sec sec-type="COI-statement" id="sec14">
<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="sec15">
<title>Generative AI statement</title>
<p>The authors declare that no Gen AI was used in the creation of this manuscript.</p>
<p>Any alternative text (alt text) provided alongside figures in this article has been generated by Frontiers with the support of artificial intelligence and reasonable efforts have been made to ensure accuracy, including review by the authors wherever possible. If you identify any issues, please contact us.</p>
</sec>
<sec sec-type="disclaimer" id="sec16">
<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>
<fn-group>
<fn id="fn0001"><p><sup>1</sup><ext-link xlink:href="https://www.fao.org/" ext-link-type="uri">https://www.fao.org/</ext-link></p></fn>
</fn-group>
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