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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Pharmacol.</journal-id>
<journal-title>Frontiers in Pharmacology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Pharmacol.</abbrev-journal-title>
<issn pub-type="epub">1663-9812</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">1205945</article-id>
<article-id pub-id-type="doi">10.3389/fphar.2023.1205945</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Pharmacology</subject>
<subj-group>
<subject>Editorial</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Editorial: Model organisms in predictive toxicology 2022</article-title>
<alt-title alt-title-type="left-running-head">Nishimura et al.</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fphar.2023.1205945">10.3389/fphar.2023.1205945</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Nishimura</surname>
<given-names>Yuhei</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/262348/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Kudoh</surname>
<given-names>Tetsuhiro</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1365086/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Komada</surname>
<given-names>Munekazu</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/961539/overview"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Department of Integrative Pharmacology</institution>, <institution>Mie University Graduate School of Medicine</institution>, <addr-line>Tsu</addr-line>, <addr-line>Mie</addr-line>, <country>Japan</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Department of Biosciences</institution>, <institution>University of Exeter</institution>, <addr-line>Exeter</addr-line>, <country>United Kingdom</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Mammalian Embryology</institution>, <institution>Department of Life Science</institution>, <institution>Faculty of Science and Engineering</institution>, <institution>Kindai University</institution>, <institution>Higashiosaka</institution>, <addr-line>Osaka</addr-line>, <country>Japan</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited and reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/12913/overview">Ursula Gundert-Remy</ext-link>, Charit&#xe9; University Medicine Berlin, Germany</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Yuhei Nishimura, <email>yuhei@med.mie-u.ac.jp</email>
</corresp>
</author-notes>
<pub-date pub-type="epub">
<day>02</day>
<month>05</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>14</volume>
<elocation-id>1205945</elocation-id>
<history>
<date date-type="received">
<day>14</day>
<month>04</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>25</day>
<month>04</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 Nishimura, Kudoh and Komada.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Nishimura, Kudoh and Komada</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>
<related-article id="RA1" related-article-type="commentary-article" journal-id="Front. Pharmacol." xlink:href="https://www.frontiersin.org/researchtopic/36026" ext-link-type="uri">Editorial on the Research Topic <article-title>Model organisms in predictive toxicology 2022</article-title> </related-article>
<kwd-group>
<kwd>
<italic>in vivo</italic> modeling</kwd>
<kwd>phenotype</kwd>
<kwd>adverse outcome pathways</kwd>
<kwd>context-dependency</kwd>
<kwd>species difference</kwd>
</kwd-group>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Predictive Toxicology</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<p>Various chemicals, including pharmaceuticals, pesticides, microparticles, and heavy metals, are persistent in the environment (<xref ref-type="bibr" rid="B3">Brack et al., 2022</xref>). Predicting the toxicities of these chemicals is critical for human health and assessment of environmental risk (<xref ref-type="bibr" rid="B19">Michelangeli et al., 2022</xref>; <xref ref-type="bibr" rid="B24">Pognan et al., 2023</xref>). Next-generation technologies have developed novel <italic>in silico</italic> and <italic>in vitro</italic> approaches for risk assessments (<xref ref-type="bibr" rid="B4">Cavasotto and Scardino, 2022</xref>; <xref ref-type="bibr" rid="B13">Jeong et al., 2022</xref>). However, <italic>in vivo</italic> phenotypic assessments using model organisms, including fishes, rodents, and monkeys, are still indispensable for predicting toxicology and elucidating adverse outcome pathways (<xref ref-type="bibr" rid="B16">Komada et al., 2017</xref>; <xref ref-type="bibr" rid="B6">Donovan et al., 2018</xref>; <xref ref-type="bibr" rid="B1">Alsakran and Kudoh, 2021</xref>; <xref ref-type="bibr" rid="B10">Hoffmann et al., 2021</xref>; <xref ref-type="bibr" rid="B14">Khabib et al., 2022</xref>; <xref ref-type="bibr" rid="B21">Nishimura and Kurosawa, 2022</xref>).</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fphar.2020.625498/full">Wang et al.</ext-link> demonstrated that ibrutinib, a clinical drug used in patients with B-cell malignancies, caused impairment of vascular development in zebrafish larvae. It reduced the proliferation and increased the apoptosis of vascular endothelial cells in zebrafish larvae. Additionally, ibrutinib decreased the expression of vascular endothelial cell growth factor receptors, which may have a possible role in the impairment of vascular development. Although ibrutinib has been used as a selective inhibitor of Bruton&#x2019;s kinase (BTK), its toxicological effect on vascular development may not be mediated via the inhibition of BTK, since vascular development is not impaired by other BTK inhibitors or knockdown of BTK in zebrafish. Furthermore, zebrafish has also been used to develop selective BTK inhibitors (<xref ref-type="bibr" rid="B25">Sousa et al., 2022</xref>).</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fphar.2022.1014912/full">Komoike et al.</ext-link> showed that exposure of zebrafish embryos from 6 to 72&#xa0;h post fertilization (hpf) stage to lead (Pb) at 100&#xa0;ppb, which is below the occupational regulatory standard concentrations, increased the expression of oxidative stress related genes at 72&#xa0;hpf. This resulted in edema and inflation defects in the swim bladder at 7&#xa0;days post fertilization. These results corroborated with those of previous studies (<xref ref-type="bibr" rid="B23">Park et al., 2020</xref>; <xref ref-type="bibr" rid="B27">Wang et al., 2022</xref>), thereby, suggesting that zebrafish are useful for investigating the adverse developmental effects of trace pollutants such as Pb. As Pb easily binds to oxygen and sulfur atoms in proteins to form a stable complex and accumulates in the zebrafish body, the developmental effects of Pb at concentrations lower than 100&#xa0;ppm need to be analyzed.</p>
<p>Using rainbow trout, <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fphar.2023.1033170/full">Mallik et al.</ext-link> performed a pharmacokinetic analysis and biosafety evaluation of florfenicol, a synthetic veterinary antimicrobial agent approved by the Food and Agriculture Organization. Florfenicol has been widely used in veterinary medicine to treat and prevent diseases, and residues in food from animals treated with florfenicol can adversely affect human health (<xref ref-type="bibr" rid="B9">Guidi et al., 2017</xref>). In Atlantic salmon aquaculture, florfenicol is typically administered at 10&#xa0;mg/kg body weight for 10 consecutive days (<xref ref-type="bibr" rid="B12">Horsberg et al., 1996</xref>). <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fphar.2023.1033170/full">Mallik et al.</ext-link> analyzed the pharmacokinetics and biosafety of rainbow trout treated with various doses of florfenicol and recommended the use of 10&#xa0;mg/kg body weight. Further <italic>in vivo</italic> studies are required to determine the dose of veterinary antimicrobial substances that have positive effects on animals but no adverse effects on both animals and humans who consume food products from the animals.</p>
<p>The antioxidant system plays a critical role in the body&#x2019;s response to chemical exposure (<xref ref-type="bibr" rid="B8">Espinosa-Diez et al., 2015</xref>). Nuclear factor erythroid 2-related factor 2 (Nrf2) is a key transcription factor that regulates antioxidant genes (<xref ref-type="bibr" rid="B2">Bellezza et al., 2018</xref>). Mice have been successfully used in studies to analyze the role of Nrf2 in regard to the toxicity of many chemicals (<xref ref-type="bibr" rid="B20">Mutter et al., 2015</xref>).</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fphar.2020.01146/full">Wang et al.</ext-link> examined the role of Nrf2 in the nephrotoxicity of colistin, an antibiotic known as polymyxin E. Although colistin is effective against multidrug-resistant gram-negative bacteria, its nephrotoxicity limits its use (<xref ref-type="bibr" rid="B22">Ordooei Javan et al., 2015</xref>; <xref ref-type="bibr" rid="B26">Trimble et al., 2016</xref>). Using mice, <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fphar.2020.01146/full">Wang et al.</ext-link> revealed that colistin-induced nephrotoxicity via suppression of Nrf2 was mediated by the activation of histone deacetylase 1 (Hdac1). Furthermore, co-treatment with 7-hydroxycoumarin ameliorated colistin-induced nephrotoxicity via the inhibition of Hdac1 activity. However, the mechanisms by which colistin and 7-hydroxycoumarin regulate Hdac1 warrant further investigation.</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fphar.2021.662664/full">Ding et al.</ext-link> analyzed the role of Nrf2 in lung damage in mice exposed to ambient fine particulate matter (PM2.5) and found that lung damage was ameliorated in <italic>Nrf2</italic> knockout mice. In the study, it was demonstrated that endoplasmic reticulum stress caused by exposure to PM2.5, was decreased in <italic>Nrf2</italic> knockout mice, possibly through the suppression of Cyp2e1. The role of Nrf2 in chemical exposure and disease varies depending on the context (<xref ref-type="bibr" rid="B18">Menegon et al., 2016</xref>; <xref ref-type="bibr" rid="B5">Cheryl et al., 2021</xref>). Further studies are required to elucidate the molecular mechanisms underlying the context-dependent roles of Nrf2.</p>
<p>Assessment of drug-induced QT interval prolongation is a critical step in drug development (<xref ref-type="bibr" rid="B17">Komatsu et al., 2019</xref>). Monkeys have been widely used to assess drug-induced QT interval prolongation because they are more sensitive than dogs in this assessment, and the concentration-QT relationship is transferable to humans (<xref ref-type="bibr" rid="B11">Holzgrefe et al., 2014</xref>; <xref ref-type="bibr" rid="B7">Dubois et al., 2016</xref>). <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fphar.2023.1055031/full">Izumi-Nakaseko et al.</ext-link> analyzed the effect of atrioventricular block on <italic>dl</italic>-sotalol-induced QT interval prolongation. They revealed that monkeys with chronic atrioventricular block could be used as a proarrhythmic model to detect drug-induced QT interval prolongation, although it takes several months to complete pathological remodeling after the onset of atrioventricular block in monkeys.</p>
<p>The integration of <italic>in vivo</italic>, <italic>in vitro</italic>, and <italic>in silico</italic> models with new methodologies is fundamental for accurately predicting chemical toxicity (<xref ref-type="bibr" rid="B15">Knudsen et al., 2021</xref>). Considering the different physiology, body size and sensitivities to different toxicants, it is important to investigate chemical toxicities using a variety of model organisms. Therefore, the development of novel approaches to predict toxicology using model organisms warrants further investigation.</p>
</body>
<back>
<sec id="s1">
<title>Author contributions</title>
<p>All authors listed have made a substantial, direct, and intellectual contribution to the work and approved it for publication.</p>
</sec>
<sec sec-type="COI-statement" id="s2">
<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="disclaimer" id="s3">
<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>
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