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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Genet.</journal-id>
<journal-title>Frontiers in Genetics</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Genet.</abbrev-journal-title>
<issn pub-type="epub">1664-8021</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">1402771</article-id>
<article-id pub-id-type="doi">10.3389/fgene.2024.1402771</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Genetics</subject>
<subj-group>
<subject>Brief Research Report</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Comparative transcriptomics revealed neurodevelopmental impairments and ferroptosis induced by extremely small iron oxide nanoparticles</article-title>
<alt-title alt-title-type="left-running-head">Lyu 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/fgene.2024.1402771">10.3389/fgene.2024.1402771</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Lyu</surname>
<given-names>Zhaojie</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
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<role content-type="https://credit.niso.org/contributor-roles/software/"/>
<role content-type="https://credit.niso.org/contributor-roles/validation/"/>
<role content-type="https://credit.niso.org/contributor-roles/visualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Kou</surname>
<given-names>Yao</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Fu</surname>
<given-names>Yao</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/validation/"/>
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<contrib contrib-type="author">
<name>
<surname>Xie</surname>
<given-names>Yuxuan</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Yang</surname>
<given-names>Bo</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
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<contrib contrib-type="author">
<name>
<surname>Zhu</surname>
<given-names>Hongjie</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
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<contrib contrib-type="author" corresp="yes">
<name>
<surname>Tian</surname>
<given-names>Jing</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">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1056771/overview"/>
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<aff id="aff1">
<sup>1</sup>
<institution>Key Laboratory of Resource Biology and Biotechnology in Western China</institution>, <institution>Ministry of Education</institution>, <institution>College of Life Sciences</institution>, <institution>Northwest University</institution>, <addr-line>Xi&#x2019;an</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Center for Automated and Innovative Drug Discovery</institution>, <institution>School of Medicine</institution>, <institution>Northwest University</institution>, <addr-line>Xi&#x2019;an</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/773979/overview">Hua Li</ext-link>, Shanghai Jiao Tong University, China</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/778670/overview">Ping Yuan</ext-link>, Sun Yat-Sen University, China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2702208/overview">Yi-Wen Liu</ext-link>, Tunghai University, Taiwan</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/602805/overview">Xiaodong Zhao</ext-link>, Shanghai Jiao Tong University, China</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Jing Tian, <email>tianjing@nwu.edu.cn</email>
</corresp>
</author-notes>
<pub-date pub-type="epub">
<day>17</day>
<month>05</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>15</volume>
<elocation-id>1402771</elocation-id>
<history>
<date date-type="received">
<day>18</day>
<month>03</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>22</day>
<month>04</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2024 Lyu, Kou, Fu, Xie, Yang, Zhu and Tian.</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Lyu, Kou, Fu, Xie, Yang, Zhu and Tian</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>Iron oxide nanoparticles are a type of nanomaterial composed of iron oxide (Fe<sub>3</sub>O<sub>4</sub> or Fe<sub>2</sub>O<sub>3</sub>) and have a wide range of applications in magnetic resonance imaging. Compared to iron oxide nanoparticles, extremely small iron oxide nanoparticles (ESIONPs) (&#x223c;3&#xa0;nm in diameter) can improve the imaging performance due to a smaller size. However, there are currently no reports on the potential toxic effects of ESIONPs on the human body. In this study, we applied ESIONPs to a zebrafish model and performed weighted gene co-expression network analysis (WGCNA) on differentially expressed genes (DEGs) in zebrafish embryos of 48 hpf, 72 hpf, 96 hpf, and 120 hpf using RNA-seq technology. The key hub genes related to neurotoxicity and ferroptosis were identified, and further experiments also demonstrated that ESIONPs impaired the neuronal and muscle development of zebrafish, and induced ferroptosis, leading to oxidative stress, cell apoptosis, and inflammatory response. Here, for the first time, we analyzed the potential toxic effects of ESIONPs through WGCNA. Our studies indicate that ESIONPs might have neurotoxicity and could induce ferroptosis, while abnormal accumulation of iron ions might increase the risk of early degenerative neurological diseases.</p>
</abstract>
<kwd-group>
<kwd>high-throughput sequencing</kwd>
<kwd>RNA-seq</kwd>
<kwd>WGCNA</kwd>
<kwd>nervous system</kwd>
<kwd>neurotoxicity</kwd>
<kwd>ferroptosis</kwd>
<kwd>ESIONPs</kwd>
</kwd-group>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Human and Medical Genomics</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Introduction</title>
<p>Iron oxide nanoparticles, including magnetite (Fe<sub>3</sub>O<sub>4</sub>), hematite (&#x3b1;-Fe<sub>2</sub>O<sub>3</sub>), and maghemite (&#x3b3;-Fe<sub>2</sub>O<sub>3</sub>) NPs as well as modified products, have been widely used in drug carriers and imaging (<xref ref-type="bibr" rid="B16">Lee et al., 2015</xref>). For better absorption and imaging, extremely small iron oxide nanoparticles (&#x003c;5&#xa0;nm in diameter) (ESIONPs) have been synthesized and modified. ESIONPs have shown the great application values in magnetic resonance imaging (MRI) due to their unique properties, such as switchable contrast signals and high biocompatibility (<xref ref-type="bibr" rid="B13">Kim et al., 2011</xref>; <xref ref-type="bibr" rid="B31">Shen et al., 2017</xref>; <xref ref-type="bibr" rid="B5">Cao et al., 2020</xref>). In addition, ESIONPs are also used as highly sensitive probes for detecting tumors and other lesions (<xref ref-type="bibr" rid="B9">Groult et al., 2021</xref>; <xref ref-type="bibr" rid="B21">Mishra et al., 2022</xref>; <xref ref-type="bibr" rid="B42">Zhang et al., 2022</xref>). As a component of nanotechnology, the application of ESIONPs in different fields is rapidly increasing, and understanding their potential cytotoxicity and mechanism is crucial for the safety of their application (<xref ref-type="bibr" rid="B22">Mohammadinejad et al., 2019</xref>).</p>
<p>Related studies have shown that upon ingestion, iron oxide nanoparticles can impact various organs and tissues in the human body. For example, Fe<sub>3</sub>O<sub>4</sub> nanoparticles reduced neuronal activity, triggered oxidative stress, and might be related to the development of neurodegenerative diseases (<xref ref-type="bibr" rid="B37">Wu et al., 2013</xref>); ultra-small superparamagnetic iron oxide NPs accumulated in the lower digestive tract and induced cellular autophagy (<xref ref-type="bibr" rid="B30">Sch&#xfc;tz et al., 2014</xref>). In addition, the spleen is the main organ responsible for clearing iron oxide nanoparticles from the systemic circulation. The proteomic analysis results showed that iron oxide nanoparticles could promote autophagy and lysosomal activation of splenic macrophages through the AKT/mTOR/TFEB signaling pathway (<xref ref-type="bibr" rid="B10">Han et al., 2022</xref>). Moreover, iron oxide nanoparticles detected in the environment also increased the risk of early neurodegenerative diseases among urban residents (<xref ref-type="bibr" rid="B4">Calder&#xf3;n-Garcidue&#xf1;as et al., 2022</xref>). Compared with iron oxide nanoparticles, the potential toxic effects of ESIONPs with higher adsorption capacity and accumulation on the human body still need to be systematically investigated and summarized (<xref ref-type="bibr" rid="B13">Kim et al., 2011</xref>).</p>
<p>Zebrafish has a high degree of genetic homology with humans and is widely used to detect the toxicity of nanomaterials (<xref ref-type="bibr" rid="B40">Yang et al., 2018</xref>; <xref ref-type="bibr" rid="B27">Qiu et al., 2019</xref>). Previous studies showed that iron oxide nanoparticles could penetrate the chorion and act directly on the zebrafish embryos, leading to death, malformation, developmental delay, hatching failure, oxidative stress, and the alteration of redox homeostasis (<xref ref-type="bibr" rid="B25">Pitt et al., 2018</xref>; <xref ref-type="bibr" rid="B6">Chemello et al., 2019</xref>; <xref ref-type="bibr" rid="B23">Pereira et al., 2020</xref>; <xref ref-type="bibr" rid="B33">Thirumurthi et al., 2022</xref>). The accumulation of iron oxide nanoparticles in zebrafish larvae also caused the obvious cardiotoxicity, characterized by slowed heart rate, pericardial edema, and cardiac hemorrhage (<xref ref-type="bibr" rid="B23">Pereira et al., 2020</xref>). Therefore, zebrafish is suitable as a model animal to detect the toxicity of ESIONPs.</p>
<p>In this study, for the first time, we dynamically analyzed the toxicity of ESIONPs (&#x223c;3&#xa0;nm in diameter) at multiple embryonic development stages by weighted gene co-expression network analysis (WGCNA). The purpose is to explore the impact of ESIONPs on gene expression at different stages of embryonic development, identify the central regulatory genes and related mechanisms affected. It will help evaluate the safety of ESIONPs application, as well as provide valuable insights for the research of other NPs.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<title>Materials and methods</title>
<sec id="s2-1">
<title>Zebrafish husbandry and embryo collection</title>
<p>Zebrafish (<italic>Danio rerio</italic>) was raised according to standard protocols. The following zebrafish lines were used: AB wild-type (wt) strain, and transgenic <italic>Tg(eef1a1l1:EGFP)</italic> expressing enhanced green fluorescent protein (GFP) in neuron cells. Zebrafish embryos were obtained by natural spawning, collected within 30&#xa0;min after fertilization, and cultured at 28.5&#xb0;C (<xref ref-type="bibr" rid="B34">Tian et al., 2019</xref>). To evaluate the toxicity of ESIONPs, a dose&#x2013;response analysis was carried out to determine the median lethal dose (LC50). The zebrafish embryos at 4&#xa0;h post-fertilization (hpf) were distributed in 6-well plates (30 for each group), and exposed to ESIONPs suspensions at different concentrations (0&#xa0;mg/L, 10&#xa0;mg/L, 20&#xa0;mg/L, 30&#xa0;mg/L, 40&#xa0;mg/L, 60&#xa0;mg/L, 80&#xa0;mg/L, and 100&#xa0;mg/L). The medium was changed every 24&#xa0;h. The survival rate was determined every day by counting the embryos that survived. The exposed embryos were collected at indicated stages for different analysis. Embryos from each group were observed and photographed taken an SMZ25 stereomicroscope with a DS-Ri2 digital camera (Nikon, Japan). All experimental procedures on zebrafish were approved by the Institutional Animal Care and Use Committee of Northwest University and carried out in accordance with the approved guidelines (NWU-AWC-20190103Z).</p>
</sec>
<sec id="s2-2">
<title>RNA library preparation and sequencing</title>
<p>Embryos in 40&#xa0;mg/L ESIONP-exposed group and control group at 48 hpf, 72 hpf, 96hpf, and 120 hpf were collected and used for total RNA extraction. mRNA was isolated using the NEBNext PolyA mRNA Magnetic Isolation Module (New England Biolabs, Ipswich, MA, United States). Libraries were prepared with the NEB Next Ultra Directional RNA Library Prep Kit (New England Biolabs, United States), and subjected to Illumina sequencing with paired end 2 &#xd7; 150 as the sequencing mode. The clean reads were mapped to reference genome (<italic>D. rerio</italic>: NCBI_GRCz11). Gene expression levels were estimated using FPKM (fragments per kilobase of exon per million fragments mapped) by StringTie v1.3.4d (<xref ref-type="bibr" rid="B24">Pertea et al., 2015</xref>). Differential expressed genes (DEG) were measured using R package, edgeR v3.24.2 (<xref ref-type="bibr" rid="B28">Robinson et al., 2010</xref>). The false discovery rate (FDR) was used to calculate the adjusted <italic>p</italic>-value in multiple testing in order to evaluate the significance of the differences. Here, only gene with an adjusted q-value &#x003c; 0.05 and &#x7c;log2FC&#x7c; &#x2265; 1 were used for subsequent analysis. The raw sequence data reported in this paper have been deposited in the Genome Sequence Archive (<xref ref-type="bibr" rid="bib46">Chen et al., 2021</xref>) in National Genomics Data Center (<xref ref-type="bibr" rid="bib47">CNCB-NGDC Members and Partners, 2024</xref>), China National Center for Bioinformation/Beijing Institute of Genomics, Chinese Academy of Sciences (GSA: CRA016266) that are publicly accessible at <ext-link ext-link-type="uri" xlink:href="https://ngdc.cncb.ac.cn/gsa">https://ngdc.cncb.ac.cn/gsa</ext-link>.</p>
</sec>
<sec id="s2-3">
<title>Weighted gene co-expression network analysis (WGCNA)</title>
<p>A weighted gene co-expression network analysis was performed using the WCGNA package in R (<xref ref-type="bibr" rid="B14">Langfelder and Horvath, 2008</xref>). Samples were clustered by <italic>hclust</italic> to filter outliers (h &#x003e; 15). In order to construct scale-free network, the optimal soft-thresholding power &#x3b2; was defined by picking Soft Threshold function (&#x3b2; &#x003D; 6, <italic>R</italic>
<sup>2</sup> &#x2265; 0.8). Based on pairwise correlations between genes, genes with similar expression patterns were clustered into a group through a TOM clustering tree according to the dynamic tree cut method, and similar groups were combined into one module. The key hub genes, which were the node of co-expression network, were defined based on the connectivity by the CytoHubba plugin in Cytoscape v3.9.1.</p>
</sec>
<sec id="s2-4">
<title>Enrichment analysis</title>
<p>Gene ontology (GO) terms and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathways were carried on DEGs (<xref ref-type="bibr" rid="B8">Gene Ontology Consortium, 2021</xref>; <xref ref-type="bibr" rid="B12">Kanehisa et al., 2023</xref>). Enrichment analysis was performed using the R package &#x201c;clusterProfiler&#x201d; (<xref ref-type="bibr" rid="B38">Wu et al., 2021</xref>). GO terms and KEGG analysis with corrected <italic>p</italic>-value &#x003c; 0.05 were considered to be significantly enriched (<xref ref-type="bibr" rid="B36">Wang et al., 2021</xref>).</p>
</sec>
<sec id="s2-5">
<title>Real-time quantitative PCR (qRT-PCR) analysis</title>
<p>Total RNA was isolated from zebrafish embryos in each group using TRIzol&#x2122; reagent (Ambion, United States). The cDNA was synthesized using the SuperScriptIII (Invitrogen, United States), according to the manufacturer&#x2019;s protocol. qPCR was conducted using SYBR FAST Universal qPCR kit (KAPA, Germany) and ViiA 7 Real-Time PCR System (ABI, United States), as described previously (<xref ref-type="bibr" rid="B36">Wang et al., 2021</xref>). Primer sequences were shown in <xref ref-type="sec" rid="s12">Supplementary Table S1</xref>.</p>
</sec>
<sec id="s2-6">
<title>Analysis of skeletal muscle structure by birefringence</title>
<p>Zebrafish embryos at 96 hpf were anesthetized with tricaine (0.04%) and embedded in 5% methylcellulose to score the skeletal muscle lesions. Birefringence was imaged under SMZ25 stereo microscope equipped with a DS-Ri2 digital camera (Nikon, Japan), as previously described (<xref ref-type="bibr" rid="B19">Lu et al., 2021</xref>). For quantification analysis, 10 somites between the levels of somite 5 to 15 were imaged per embryo.</p>
</sec>
<sec id="s2-7">
<title>Tracking of swimming behavior</title>
<p>For locomotion tracking, single zebrafish larvae (treated with or without ESIONP) developed to 120 hpf was placed in individual wells of 24-well cell culture plate containing approximately 500&#xa0;&#xb5;L embryo medium. Swimming behavior was monitored at room temperature using a DanioVision system and EthoVision XT 11.5 locomotion tracking software (Noldus Information, Netherlands), according previously described (<xref ref-type="bibr" rid="B19">Lu et al., 2021</xref>).</p>
</sec>
<sec id="s2-8">
<title>Oxidative stress detection</title>
<p>The oxidative stress and damage caused by ESIONP was detected by measuring ROS production in zebrafish embryo (<xref ref-type="bibr" rid="B45">Zhu et al., 2022</xref>). Briefly, embryos at 72 hpf treated with or without ESIONPs were stained with an oxidation-sensitive fluorescent probe dye, dichloro-dihydro-fluorescein diacetate (DCFH-DA) (Beyotime, China) at a final concentration of 20&#xa0;&#x3bc;g/mL. Stained embryos were incubated at 28&#xb0;C for 1&#xa0;h and then washed with PBS. The photos were taken under a fluorescence microscope with a DS-Ri2 digital camera (Nikon, Japan). The fluorescence intensity of embryos was quantified using ImageJ software (NIH, United States).</p>
</sec>
<sec id="s2-9">
<title>Apoptosis analysis</title>
<p>To detect apoptotic cells in zebrafish embryos, acridine orange (AO), a fluorescent dye was used. Zebrafish larvae developed to 96 hpf were incubated with 10&#xa0;&#x3bc;g/mL AO staining solution (Beyotime, China) at 28.5&#xb0;C for 30&#xa0;min in the dark, and rinsed with PBS (<xref ref-type="bibr" rid="B45">Zhu et al., 2022</xref>). The zebrafish embryos were observed and recorded under a fluorescence microscope with a DS-Ri2 digital camera (Nikon, Japan). The intensity of the fluorescence signal was measured and analyzed using ImageJ software (NIH, United States).</p>
</sec>
<sec id="s2-10">
<title>Statistical analysis</title>
<p>Each experiment was repeated at least three times. All data were presented as the mean &#xb1; SD. Student&#x2019;s <italic>t</italic>-test was applied for comparisons among different groups. <italic>p-</italic>value &#x003c; 0.05 was considered significant.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<title>Result</title>
<sec id="s3-1">
<title>Construction of the stage-specific gene co-expression networks via WGCNA</title>
<p>To assess the toxicity of ESIONPs, zebrafish embryos were exposed to different concentrations of ESIONPs (0, 10, 20, 30, 40, 60, 80, and 100&#xa0;mg/L), the survival rate was counted at 24, 48, 72, 96, and 120 hpf (<xref ref-type="sec" rid="s12">Supplementary Figure S1A</xref>). The LC50 of ESIONPs was determined at 72 hpf (<xref ref-type="sec" rid="s12">Supplementary Figure S1B</xref>). The degrees of malformations are defined in 4 classes, including dorsal bending, shortened body length, yolk sac swelling, cardiac edema, smaller eyes, and head (<xref ref-type="sec" rid="s12">Supplementary Figure S1C</xref>). A concentration of 40&#xa0;mg/L was chosen for subsequent experiments, to ensure the maximum survival rate of embryos while including diverse morphological abnormalities.</p>
<p>In order to explore the mechanism of toxicity of ESIONPs on zebrafish embryonic development, the DEGs of the control groups and the ESIONPs-exposed groups at 48 hpf, 72 hpf, 96 hpf, 120 hpf were analyzed by RNA-Seq. To determine the relationship between replicates, the samples were clustered using Principal Component Analysis (PCA) and correlation analysis. The PCA showed high repeatability in duplicate samples (<xref ref-type="fig" rid="F1">Figure 1A</xref>), and the Pearson correlation coefficient for each group of replicates also indicated a high repeatability (&#x7c;r&#x7c; &#x2265; 0.8 for all) (<xref ref-type="fig" rid="F1">Figure 1B</xref>). A total of 32,057 transcripts from 16 samples were fused to construct the co-expression network which was constructed by R packages of WGCNA. Firstly, samples were clustered by <italic>hclust</italic> (h &#x003e; 5,500), no outlier samples were found in the hierarchical clustering (<xref ref-type="fig" rid="F1">Figure 1C</xref>). In order to build a network with scale-free distribution and preserve the information of DEGs as much as possible, we found the best soft-thresholding powers &#x3b2; (&#x3b2; &#x003D; 6). The connectivity between genes in the network is relatively high (&#x3b2; &#x003D; 6, <italic>R</italic>
<sup>2</sup> &#x003D; 0.813), indicating that the network was scale-free (<xref ref-type="fig" rid="F1">Figure 1D</xref>). Genes were divided into 22 modules (<xref ref-type="fig" rid="F1">Figure 1E</xref>; <xref ref-type="sec" rid="s12">Supplementary Table S2</xref>). In order to study the mechanism of toxicity of ESIONPs at each development stages, the module with the highest correlation of changes was selected at each stage. The yellow module (&#x7c;<italic>R</italic>
<sup>2</sup>&#x7c; &#x003D; 0.62), magenta module (&#x7c;<italic>R</italic>
<sup>2</sup>&#x7c; &#x003D; 0.3765), lightgreen module (&#x7c;<italic>R</italic>
<sup>2</sup>&#x7c; &#x003D; 0.725), and brown module (&#x7c;<italic>R</italic>
<sup>2</sup>&#x7c; &#x003D; 0.6) showed the highest correlation of changes at 48 hpf, 72 hpf, 96 hpf, and 120 hpf, which were used for further research (<xref ref-type="fig" rid="F1">Figure 1F</xref>).</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Stage-Specific Gene Co-Expression Networks via WGCNA. <bold>(A)</bold> PCA analysis of all RNA sequencing samples. <bold>(B)</bold> Pearson correlation co-efficient analysis of all RNA sequencing samples. <bold>(C)</bold> Hierarchical clustering information of all RNA sequencing samples. <bold>(D)</bold> The determination of soft threshold power, when &#x3b2; &#x003D; 6, the scale-free network fitting. <bold>(E)</bold> Based on the hierarchical clustering and adjacency dissimilarity, a gene clustering tree diagram of 22 modules was obtained. <bold>(F)</bold> Module-sample relationship, where the horizontal axis represents the samples and the vertical axis represents the modules. The numbers in each grid represent the correlation between the modules and the samples.</p>
</caption>
<graphic xlink:href="fgene-15-1402771-g001.tif"/>
</fig>
</sec>
<sec id="s3-2">
<title>Functional annotations of key modules to each development stages</title>
<p>Genes in key modules were screened out according to the eigengene-based connectivity (kME) values (&#x7c;kME&#x7c; &#x003e; 0.9). There were 61 hub genes in the yellow module, 128 hub genes in the magenta module, 54 hub genes in the lightgreen module, and 1,157 hub genes in the brown module (<xref ref-type="sec" rid="s12">Supplementary Table S3</xref>).</p>
<p>In the enrichment analysis of the GO pathways, we presented top 10 GO annotations (<xref ref-type="sec" rid="s12">Supplementary Figures S2A&#x2013;D</xref>; <xref ref-type="sec" rid="s12">Supplementary Tables S4&#x2013;S7</xref>). The important terms of enrichment in the yellow module (48 hpf) were related to neuron system and muscle development (<xref ref-type="sec" rid="s12">Supplementary Figure S2A</xref>). The terms of related neuron development also mainly were enriched in the magenta module (72 hpf) (<xref ref-type="sec" rid="s12">Supplementary Figure S2B</xref>). The terms of inflammatory were enriched in the lightgreen module (96 hpf, mainly including inflammatory response and chemotaxis of immunocyte (<xref ref-type="sec" rid="s12">Supplementary Figure S2C</xref>). The terms of neuronal signal transmission were enriched in the brown module (120 hpf), including (<xref ref-type="sec" rid="s12">Supplementary Figure S2D</xref>).</p>
<p>In enrichment analysis of KEGG pathways (<xref ref-type="sec" rid="s12">Supplementary Figures S2E&#x2013;H</xref>; <xref ref-type="sec" rid="s12">Supplementary Tables S4&#x2013;S7</xref>), yellow module genes (48 hpf) were mainly enriched in embryonic development key signaling pathways, including notch signaling pathway, wnt signaling pathway, hedgehog signaling pathway (<xref ref-type="sec" rid="s12">Supplementary Figure S2E</xref>). The terms of hormone secretion and metabolism were enriched in the magenta module (72 hpf), including pentose phosphate pathway, ubiquitin mediated proteolysis, protein processing in endoplasmic reticulum, GnRH signaling pathway, Endocytosis (<xref ref-type="sec" rid="s12">Supplementary Figure S2F</xref>). Lightgreen module genes (96 hpf) were enriched in metabolism pathways (Biosynthesis of nucleotide sugars, arachidonic acid metabolism, amino sugar and nucleotide sugar metabolism, glycerophospholipid metabolism), necroptosis, C-type lectin receptor signaling pathway, and ferroptosis (<xref ref-type="sec" rid="s12">Supplementary Figure S2G</xref>). Brown module genes (120 hpf) were enriched in pathways related to neuronal signal transmission such as calcium signaling pathway, neuroactive ligand-receptor interaction, cell adhesion molecules, and oxidative phosphorylation (<xref ref-type="sec" rid="s12">Supplementary Figure S2H</xref>).</p>
<p>The enrichment analysis of modules corresponding to each stage of embryonic development by GO and KEGG indicated that ESIONPs might mainly be toxic to the nervous system development, neural conduction, and motor system of zebrafish, and might induce inflammation and ferroptosis in zebrafish embryos.</p>
</sec>
<sec id="s3-3">
<title>Hub genes identified in each module by WGCNA</title>
<p>To investigate the mechanism of toxicity of ESIONPs on zebrafish embryos, we next filtered out the hub genes affected by ESIONPs. Networks were constructed to explore relationships among hub genes, which were used as nodes of the scale-free network and had the highest correlation. The top hub genes as the most important nodes in each module were identified and highlighted (<xref ref-type="fig" rid="F2">Figure 2</xref>). There were 3 hub genes in the yellow module: <italic>kif15</italic>, <italic>ncapd2</italic>, <italic>smarcc1a</italic> (<xref ref-type="fig" rid="F2">Figure 2A</xref>), 5 hub genes in the magenta module: <italic>zc2hc1a</italic>, <italic>hunk</italic>, <italic>pbx1a</italic>, <italic>lypd6</italic>, <italic>si:ch211-235e15.1</italic> (<xref ref-type="fig" rid="F2">Figure 2B</xref>), 5 hub genes in the lightgreen module: <italic>irg1l</italic>, <italic>si:ch211-153b23.3</italic>, <italic>si:ch211-153b23.5</italic>, <italic>zgc:100868</italic>, <italic>noxo1a</italic> (<xref ref-type="fig" rid="F2">Figure 2C</xref>), and 3 hub genes in the brown module: <italic>chrna6</italic>, <italic>slc4a10a</italic>, <italic>slc6a11b</italic> (<xref ref-type="fig" rid="F2">Figure 2D</xref>). Although some hub genes (<italic>si:ch211-235e15.1</italic>, <italic>si:ch211-153b23.3</italic>, <italic>si:ch211-153b23.5</italic>, <italic>zgc:100868</italic>) of the magenta and lightgreen modules remain unannotated, the other hub genes of each module could reflect the toxicity of ESIONPs to embryos. For example, genes involved in neuron development (<italic>kif15</italic>, <italic>ncapd2</italic>, <italic>smarcc1a</italic>, <italic>hunk</italic>, <italic>pbx1a</italic>, <italic>lypd6</italic>), neurotransmission (<italic>chrna6</italic>, <italic>slc4a10a</italic>, <italic>slc6a11b</italic>), immune system regulation (<italic>irg1l</italic>), and oxygen stress (<italic>noxo1a</italic>). For each module, two hub genes were selected for validation by qRT-PCR (<xref ref-type="fig" rid="F2">Figure 2F</xref>), which exhibited similar expression trends to the RNA-Seq profiles (<xref ref-type="fig" rid="F2">Figure 2E</xref>). The WGCNA analysis indicated that ESIONPs might have neurotoxicity, which could damage neuron development, nerve conduction, and synaptic transmission. In addition, ESIONPs might also cause ferroptosis in zebrafish embryos.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Networks of genes in different modules. <bold>(A)</bold> The key hub genes were shown in Yellow Module (<italic>ncapd2</italic>, <italic>smarcc1a</italic>, <italic>kif15</italic>). <bold>(B)</bold> The key hub genes were shown in Magenta Module (<italic>hunk</italic>, <italic>pbx1a</italic>, <italic>zc2hc1a</italic>, <italic>lypd6</italic>, <italic>sich211-235e15.1</italic>). <bold>(C)</bold> The key hub genes were shown in Lightgreen Module (<italic>irg1l</italic>, <italic>sich211-153b23.5</italic>, <italic>noxo1a</italic>, <italic>sich211-153b23.3</italic>, <italic>zgc:100868</italic>). <bold>(D)</bold> The key hub genes were shown in Magenta Module (<italic>chrna6</italic>, <italic>slc4a10a</italic>, <italic>slc6a11b</italic>). <bold>(E,F)</bold> Gene expression of the key hub genes in 4 modules by RNA-seq <bold>(E)</bold> and qRT-PCR <bold>(F)</bold>. Value are normalized to Control group, and represent mean &#xb1; SE from three independent experiments, &#x2a; <italic>p</italic>-value &#x003c; 0.05, &#x2a;&#x2a; <italic>p</italic>-value &#x003c; 0.01, &#x2a;&#x2a;&#x2a; <italic>p</italic>-value &#x003c; 0.001 (Student&#x2019;s <italic>t</italic>-test).</p>
</caption>
<graphic xlink:href="fgene-15-1402771-g002.tif"/>
</fig>
</sec>
<sec id="s3-4">
<title>ESIONPs resulted in neurotoxicity in zebrafish embryos</title>
<p>In <italic>Tg</italic> (<italic>eef1a1l1:EGFP</italic>) transgenic zebrafish embryos, ESIONPs-exposed embryos exhibited significant abnormal development in the nervous system at 72 hpf (<xref ref-type="fig" rid="F3">Figure 3A</xref>), compared with the control embryos. Furthermore, the expression of neuron developmental markers (<italic>pax2a</italic>, <italic>neurog1</italic>, <italic>axin2</italic>) was significantly downregulated in ESIONPs-exposed embryos (<xref ref-type="fig" rid="F3">Figure 3B</xref>). The analysis of the movement track at 120 hpf showed that the movement ability of the ESIONPs-exposed group was significantly weakened (<xref ref-type="sec" rid="s12">Supplementary Figure S3A</xref>), and the expression of the neuromuscular junction and synapse markers (<italic>lrp4</italic>, <italic>musk</italic>, <italic>mpz</italic>) was also downregulated in ESIONPs-exposed embryos (<xref ref-type="sec" rid="s12">Supplementary Figure S3B</xref>). Moreover, the muscle polarization of zebrafish larvae exposed to ESIONPs was significantly reduced (<xref ref-type="fig" rid="F3">Figure 3C</xref>), and the expression of muscle markers (<italic>acta2</italic>, <italic>ttn</italic>, <italic>lpin1</italic>) was also downregulated (<xref ref-type="fig" rid="F3">Figure 3D</xref>). These results showed that ESIONPs not only impaired neuron development, synaptic signal transmission, and neuromuscular junction signal transmission, but also reduced muscle development.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>The neurotoxicity and Ferroptosis identified in zebrafish embryos. <bold>(A)</bold> Neuron system fluorescence signals of control group and ESIONPs-exposed group in transgenic zebrafish <italic>Tg</italic> (<italic>eef1a1l1:EGFP</italic>). <bold>(B)</bold> Polarized light intensity of control group and ESIONPs-exposed group of zebrafish muscles. <bold>(C)</bold> The expression of neuron-developmental markers (<italic>pax2a</italic>, <italic>neurog1</italic>, and <italic>axin2</italic>) at different developmental stages of zebrafish. <bold>(D)</bold> The expression of muscle markers (<italic>acta2</italic>, <italic>ttn</italic>, <italic>lpin1</italic>) at different developmental stages of zebrafish. <bold>(E)</bold> ROS generation in zebrafish embryos was detected with fluorescent probe DCFH-DA staining. <bold>(F)</bold> The prevalence of apoptosis in zebrafish embryos was detected with fluorescent dye AO staining; red arrows indicate the apoptotic cells. <bold>(G)</bold> The expression of oxidative stress biomarkers (<italic>cybb</italic>, <italic>nox1</italic>, <italic>rac2</italic>) at different developmental stages of zebrafish. <bold>(H)</bold> The expression of apoptosis biomarkers (<italic>jnk1</italic>, <italic>bcl2a</italic>, <italic>tp53</italic>) at different developmental stages of zebrafish. The fluorescence intensity and polarized light intensity was quantified for individual zebrafish using ImageJ analysis. Scale bar, 200&#xa0;&#x3bc;m. Value are normalized to Control group, and represent mean &#xb1; SE from three independent experiments, &#x2a; <italic>p</italic>-value &#x003c; 0.05, &#x2a;&#x2a; <italic>p</italic>-value &#x003c; 0.01, &#x2a;&#x2a;&#x2a; <italic>p</italic>-value &#x003c; 0.001 (Student&#x2019;s <italic>t</italic>-test).</p>
</caption>
<graphic xlink:href="fgene-15-1402771-g003.tif"/>
</fig>
</sec>
<sec id="s3-5">
<title>Ferroptosis induced by ESIONPs could lead to oxidative stress, cell apoptosis and inflammatory response in zebrafish embryos</title>
<p>Next, we determined whether ferroptosis occurred by detecting oxidative stress and apoptosis in zebrafish embryos (<xref ref-type="bibr" rid="B7">Dixon et al., 2012</xref>). The oxidative stress was significantly increased in the ESIONPs-exposed embryos (<xref ref-type="fig" rid="F3">Figure 3E</xref>), and the expression of oxidative stress markers (<italic>cybb</italic>, <italic>nox1</italic>, <italic>rac2</italic>) was significantly upregulated in ESIONPs-exposed embryos (<xref ref-type="fig" rid="F3">Figure 3G</xref>). The ESIONPs-exposed embryos also displayed significant cell apoptosis (<xref ref-type="fig" rid="F3">Figure 3F</xref>), and the expression of apoptotic markers (<italic>jnk1</italic>, <italic>bcl2a</italic>, <italic>tp53</italic>) was significantly upregulated (<xref ref-type="fig" rid="F3">Figure 3H</xref>). In addition, the expression of inflammatory markers (<italic>il1b</italic>, <italic>il6</italic>, <italic>tnfa</italic>) was also increased significantly (<xref ref-type="sec" rid="s12">Supplementary Figure S3C</xref>). These results revealed that ESIONPs could induce ferroptosis, resulting in oxidative stress, cell apoptosis, and inflammatory response in zebrafish embryos.</p>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<title>Discussion</title>
<p>Iron oxide nanoparticles typically consist of a core of magnetic iron oxide surrounded by a stable coating. Fe<sub>3</sub>O<sub>4</sub>, Fe<sub>2</sub>O<sub>3</sub>, and FeO nanoparticles containing iron ions of different valences all belong to iron oxide nanoparticles (<xref ref-type="bibr" rid="B15">Laurent et al., 2008</xref>). However, the iron ions released from iron oxide nanoparticles are toxic. The iron ions released from iron oxide nanoparticles and can lead to iron accumulation, oxidative stress and protein aggregation in the neural cells (<xref ref-type="bibr" rid="B41">Yarjanli et al., 2017</xref>). It is reported that iron overload may decrease the AChE activity in the brains and livers of zebrafish, which are highly susceptible to iron exposure (<xref ref-type="bibr" rid="B29">Sant Anna et al., 2011</xref>). Iron overload zebrafish also exhibit dysregulation in metal homeostasis and decreased neurophysiological performance (<xref ref-type="bibr" rid="B11">Hassan and Kwong, 2020</xref>). In this study, after exposure to ESIONPs, the neuron development of zebrafish embryos was significantly disrupted, the motor ability mediated by nerve impulses was also reduced, and ferroptosis might be induced. These phenotypes were similar to organ damage caused by iron ions released from iron oxide nanoparticles. Therefore, we assumed that the neurotoxicity of ESIONPs is mainly caused by the release of iron ions into the environment.</p>
<p>The release and accumulation of ESIONPs in the environment significantly endanger water ecosystems, aquatic organisms, and human health. The small size and high surface activity of NPs allow them to persist in aquatic environments, evade conventional water treatments, and accumulate in aquatic organisms, posing risks to the entire ecosystems (<xref ref-type="bibr" rid="B2">Auffan et al., 2009</xref>). ESIONPs can disrupt cellular processes, induce oxidative stress, damage structural integrity, and thus affect the health and reproduction of organisms. In humans, ESIONPs might enter the human body through inhalation or skin contact during water-related activities, arising certain risks to respiratory and other organ systems (<xref ref-type="bibr" rid="B20">Mahmoudi et al., 2011</xref>). Our results also showed that ESIONPs had significant neurotoxic effects, which might affect neurological function and lead to degenerative changes or behavioral abnormalities. Therefore, it is imperative that future efforts should focus on reducing the toxicity of ESIONPs while preserving their advanced imaging capabilities to improve their biosafety.</p>
<p>Because of the obvious toxicity of iron oxide nanoparticles, which is caused by the release of iron ions, synthetic and coating strategies have been continuously modified to reduce this toxicity. Iron oxide nanoparticles synthesized by Pouteria caimito fruit can significantly reduce cytotoxicity (<xref ref-type="bibr" rid="B35">Veeramani et al., 2022</xref>), and Ag also can reduce the toxicity of Fe3O4 in iron oxide nanoparticles synthesizing (<xref ref-type="bibr" rid="B26">Qi et al., 2022</xref>). The neurotoxicity of iron oxide nanoparticles in clinical application also can be reduced by Quercetin in conjugated form as supplementation (<xref ref-type="bibr" rid="B3">Bardestani et al., 2021</xref>). Recently, an iron nanoparticle (3&#xa0;nm in diameter) modified with polyethylene glycol-ethoxy-benzyl ligand on the surface (MnFe<sub>2</sub>O<sub>4</sub>-EOB-PEG) was reported that it can substantially reduce the risk of potential neurotoxicity in rabbits, pigs and macaques (<xref ref-type="bibr" rid="B43">Zhang et al., 2023</xref>). Thus, employing synthesis methods with low biological toxicity and various coating techniques for iron oxide nanoparticles might be effective ways to reduce their toxicity.</p>
<p>Transcriptome analysis is the main technology used for toxicity investigation (<xref ref-type="bibr" rid="B32">Teeguarden et al., 2014</xref>; <xref ref-type="bibr" rid="B44">Zheng et al., 2018</xref>; <xref ref-type="bibr" rid="B1">Arsiwala et al., 2022</xref>). However, studies on the toxicity of ESIONPs often focus on a single stage, neglecting the dynamics of embryonic development. The toxicity analysis of a single stage results in many potential or critical factors caused by ESIONPs being concealed. To avoid this problem, this study used WGCNA for toxicity analysis at different stages of embryonic development, which reflected the dynamic impact of ESIONPs on the development of zebrafish embryos. Here, key hub genes in yellow, magenta, lightgreen, and brown modules corresponding to the developmental stages of 48 hpf, 72 hpf, 96 hpf, and 120 hpf were identified. Meanwhile, the expression trends of these hub genes were consistent with the neural development, neural signal transformation, and ferroptosis. Hence, dynamic and continuous analysis of the toxicity of nanoparticles during embryonic development could comprehensively identify key hub genes or novel biomarkers.</p>
<p>Iron is considered an important target for neurodegenerative diseases, and ferroptosis is a type of iron dependent cell death (<xref ref-type="bibr" rid="B39">Yan et al., 2021</xref>; <xref ref-type="bibr" rid="B18">Li et al., 2023</xref>). An increasing number of studies have confirmed that ferroptosis is associated with the pathological changes of neurological diseases such as Alzheimer&#x2019;s disease, Parkinson&#x2019;s disease, and Huntington&#x2019;s disease, mainly manifesting as neuronal cell death, neuronal loss, and synaptic damage (<xref ref-type="bibr" rid="B17">Li et al., 2022</xref>). In this study, ESIONPs caused oxidative stress and cell apoptosis in the neuronal system, ultimately leading to movement disorders, similar to human neurological disorders induced by ferroptosis. It suggested that the use of ESIONPs might induce ferroptosis in the human brain, leading to neuronal damage and death, and increasing the probability of neurological disease occurrence and development.</p>
<p>In this study, through WGCNA analysis, we revealed that exposure to ESIONPs could lead to neurodevelopmental abnormalities and ferroptosis. Since ESIONPs can enter the circulatory system and may have an impact on various body organs. Therefore, a comprehensive evaluation of the safe dosage, <italic>in vivo</italic> distribution, and potential toxicity to other organs is still needed to ensure its safety in clinical applications.</p>
</sec>
<sec id="s5">
<title>Scope statement</title>
<p>With the increasing use of iron oxide nanoparticles as contrast agents in clinical practice, extremely small iron oxide nanoparticles (&#x003c;5&#xa0;nm in diameter) (ESIONPs) have been synthesizing and modified for better absorption and imaging. However, the toxicity of IONPs might lead to chronic neurological and motor system diseases, so research on the toxicity of ESIONPs is urgent. Here, we used zebrafish as a model animal to explore the potential toxicity of ESIONPs on embryonic development. By performing RNA-Seq on control and ESIONPs-exposed embryos at 48 hpf, 72 hpf, 96 hpf, and 120 hpf, WGCNA analysis revealed different module corresponding to each embryonic development stage, and key biomarkers were identified in each module. The expression trends of these key biomarkers were further validated by qRT-PCR. Moreover, exposure to ESIONPs might disrupt the neuronal and muscle development of zebrafish, and induced ferroptosis, leading to oxidative stress, cell apoptosis, and inflammatory response in zebrafish larvae. The toxicity study of ESIONPs herein provides certain suggestions for the potential clinical application of ESIONPs.</p>
</sec>
</body>
<back>
<sec id="s6" sec-type="data-availability">
<title>Data availability statement</title>
<p>The raw sequence data reported in this paper have been deposited in the Genome Sequence Archive in National Genomics Data Center, China National Center for Bioinformation/Beijing Institute of Genomics, Chinese Academy of Sciences (GSA: CRA016266) that are publicly accessible at <ext-link ext-link-type="uri" xlink:href="https://ngdc.cncb.ac.cn/gsa">https://ngdc.cncb.ac.cn/gsa</ext-link>.</p>
</sec>
<sec id="s7">
<title>Ethics statement</title>
<p>The animal study was approved by the Experimental Animal Management and Ethics Committee of Northwest University. The study was conducted in accordance with the local legislation and institutional requirements.</p>
</sec>
<sec id="s8">
<title>Author contributions</title>
<p>ZL: Data curation, Formal Analysis, Investigation, Methodology, Project administration, Software, Validation, Visualization, Writing&#x2013;original draft, Writing&#x2013;review and editing. YK: Data curation, Investigation, Project administration, Writing&#x2013;review and editing. YF: Validation, Writing&#x2013;review and editing, Visualization. YX: Writing&#x2013;review and editing, Validation, Resources. BY: Writing&#x2013;review and editing, Methodology, Software. HZ: Formal Analysis, Writing&#x2013;review and editing. JT: Conceptualization, Funding acquisition, Supervision, Writing&#x2013;original draft, Writing&#x2013;review and editing.</p>
</sec>
<sec id="s9" sec-type="funding-information">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research, authorship, and/or publication of this article. This research was funded by the National Natural Science Foundation of China, grant number 32170618.</p>
</sec>
<ack>
<p>We would like to thank Prof. Haiming Fan for providing nanomaterials.</p>
</ack>
<sec id="s10" sec-type="COI-statement">
<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 id="s11" sec-type="disclaimer">
<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>
<sec id="s12">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fgene.2024.1402771/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fgene.2024.1402771/full&#x23;supplementary-material</ext-link>
</p>
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