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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Pharmacol.</journal-id>
<journal-title-group>
<journal-title>Frontiers in Pharmacology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Pharmacol.</abbrev-journal-title>
</journal-title-group>
<issn pub-type="epub">1663-9812</issn>
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<publisher-name>Frontiers Media S.A.</publisher-name>
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<article-meta>
<article-id pub-id-type="publisher-id">1770097</article-id>
<article-id pub-id-type="doi">10.3389/fphar.2026.1770097</article-id>
<article-version article-version-type="Version of Record" vocab="NISO-RP-8-2008"/>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Perspective</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Yttrium-90 radioembolization as an in vivo immune modulator: clinical evidence and pharmacologic implications</article-title>
<alt-title alt-title-type="left-running-head">Tang 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.2026.1770097">10.3389/fphar.2026.1770097</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Tang</surname>
<given-names>Shiwei</given-names>
</name>
<xref ref-type="aff" rid="aff1"/>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; original draft" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-original-draft/">Writing - original draft</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &#x26; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/">Writing - review and editing</role>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Cai</surname>
<given-names>Jia</given-names>
</name>
<xref ref-type="aff" rid="aff1"/>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; original draft" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-original-draft/">Writing - original draft</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &#x26; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/">Writing - review and editing</role>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wu</surname>
<given-names>Pandi</given-names>
</name>
<xref ref-type="aff" rid="aff1"/>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; original draft" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-original-draft/">Writing - original draft</role>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Wang</surname>
<given-names>Guanwu</given-names>
</name>
<xref ref-type="aff" rid="aff1"/>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/3319865"/>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &#x26; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/">Writing - review and editing</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; original draft" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-original-draft/">Writing - original draft</role>
</contrib>
</contrib-group>
<aff id="aff1">
<institution>Department of Interventional Radiology, Weifang People&#x2019;s Hospital, Shandong Second Medical University</institution>, <city>Weifang</city>, <state>Shandong</state>, <country country="CN">China</country>
</aff>
<author-notes>
<corresp id="c001">
<label>&#x2a;</label>Correspondence: Guanwu Wang, <email xlink:href="mailto:wangguanwu.weifang@outlook.com">wangguanwu.weifang@outlook.com</email>
</corresp>
</author-notes>
<pub-date publication-format="electronic" date-type="pub" iso-8601-date="2026-02-11">
<day>11</day>
<month>02</month>
<year>2026</year>
</pub-date>
<pub-date publication-format="electronic" date-type="collection">
<year>2026</year>
</pub-date>
<volume>17</volume>
<elocation-id>1770097</elocation-id>
<history>
<date date-type="received">
<day>17</day>
<month>12</month>
<year>2025</year>
</date>
<date date-type="rev-recd">
<day>19</day>
<month>01</month>
<year>2026</year>
</date>
<date date-type="accepted">
<day>28</day>
<month>01</month>
<year>2026</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2026 Tang, Cai, Wu and Wang.</copyright-statement>
<copyright-year>2026</copyright-year>
<copyright-holder>Tang, Cai, Wu and Wang</copyright-holder>
<license>
<ali:license_ref start_date="2026-02-11">https://creativecommons.org/licenses/by/4.0/</ali:license_ref>
<license-p>This is an open-access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution License (CC BY)</ext-link>. 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.</license-p>
</license>
</permissions>
<abstract>
<p>Yttrium-90 (Y-90) transarterial radioembolization (TARE) is widely used for the treatment of primary and metastatic liver tumors and has traditionally been viewed as a purely locoregional radiotherapeutic modality. However, accumulating clinical evidence supports the concept that Y-90 TARE can induce measurable immunologic changes in patients, detectable both systemically and within the tumor microenvironment. Longitudinal analyses of peripheral blood and tumor tissue from patients with hepatocellular carcinoma and liver metastases demonstrate transient immune activation, myeloid remodeling, and adaptive immune perturbations following treatment. Notably, these immune-stimulatory signals may coexist with counter-regulatory mechanisms, including upregulation of immune checkpoint pathways, suggesting a dynamic balance between immune priming and adaptive resistance. In this Perspective, we synthesize available <italic>in vivo</italic> human evidence supporting the concept that Y-90 TARE functions as an immune modulator rather than a solely cytotoxic intervention. We discuss the pharmacologic implications of these findings, particularly in relation to treatment sequencing, biomarker development, and rational combination strategies with immunotherapies. Recognizing Y-90 TARE as an immunologically active modality may inform the design of future clinical trials and optimize its integration into combination regimens aimed at durable tumor control.</p>
</abstract>
<kwd-group>
<kwd>hepatocellular carcinoma</kwd>
<kwd>immune modulation</kwd>
<kwd>immunotherapy combination</kwd>
<kwd>tumor immunity</kwd>
<kwd>yttrium-90 radioembolization</kwd>
</kwd-group>
<funding-group>
<award-group id="gs1">
<funding-source id="sp1">
<institution-wrap>
<institution>Department of Health of Shandong Province</institution>
<institution-id institution-id-type="doi" vocab="open-funder-registry" vocab-identifier="10.13039/open_funder_registry">10.13039/501100010669</institution-id>
</institution-wrap>
</funding-source>
<award-id rid="sp1">202509031146</award-id>
</award-group>
<funding-statement>The author(s) declared that financial support was received for this work and/or its publication. This study is funded by Department of Health of Shandong Province (202509031146) and Department of Health of Weifang City (WFWSJK-2021-185).</funding-statement>
</funding-group>
<counts>
<fig-count count="1"/>
<table-count count="0"/>
<equation-count count="0"/>
<ref-count count="15"/>
<page-count count="5"/>
</counts>
<custom-meta-group>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Pharmacology of Anti-Cancer Drugs</meta-value>
</custom-meta>
</custom-meta-group>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="s1">
<label>1</label>
<title>Introduction</title>
<p>Radiation therapy has long been recognized to exert immunomodulatory effects beyond direct tumor cell killing, including antigen release, inflammatory signaling, and modulation of the tumor microenvironment. In this context, Yttrium-90 (Y-90) transarterial radioembolization (TARE) represents a distinctive form of internal radiation therapy, delivering high-dose beta radiation selectively to liver tumors via intra-arterial microspheres. Despite its extensive clinical use in hepatocellular carcinoma (HCC) and liver-dominant metastatic disease, Y-90 TARE has historically been conceptualized as a locoregional cytotoxic therapy with minimal systemic immunologic consequences (<xref ref-type="bibr" rid="B12">Ruohoniemi et al., 2020</xref>; <xref ref-type="bibr" rid="B13">Salem et al., 2013</xref>).</p>
<p>This view is increasingly challenged by emerging clinical data. Multiple studies employing longitudinal immune profiling in treated patients now suggest that Y-90 TARE induces reproducible changes in circulating immune cell populations, inflammatory mediators, and tumor-associated immune programs (<xref ref-type="bibr" rid="B15">Yu et al., 2024</xref>; <xref ref-type="bibr" rid="B9">Lee et al., 2023</xref>; <xref ref-type="bibr" rid="B10">Malone et al., 2025</xref>). A seminal Gut study demonstrated that sustained clinical responses to Y-90 TARE in HCC are associated with enhanced adaptive immune activation and increased effector cell signatures in both tumor tissue and peripheral blood, directly linking immune engagement with clinical outcomes (<xref ref-type="bibr" rid="B2">Chew et al., 2019</xref>). Furthermore, a related Gut commentary elaborated on this study&#x2019;s own data, emphasizing that Y-90-induced immune responses call for early application of multiple immune checkpoint blockers to overcome emerging adaptive resistance and maximize clinical benefit (<xref ref-type="bibr" rid="B11">Rivoltini et al., 2023</xref>). These observations raise an important question with direct pharmacologic relevance: should Y-90 TARE be considered an <italic>in vivo</italic> immune modulator, and if so, how can this property be therapeutically exploited?</p>
<p>In this Perspective, we argue that sufficient human <italic>in vivo</italic> evidence exists to support the classification of Y-90 TARE as an immunologically active intervention. We synthesize key findings from clinical studies, discuss the dual nature of immune activation and suppression following treatment, and outline implications for combination strategies and biomarker-guided therapy.</p>
</sec>
<sec id="s2">
<label>2</label>
<title>Scope and evidence selection</title>
<p>This Perspective is based on a focused narrative synthesis of published human clinical studies evaluating immunologic effects of Y-90 TARE. Relevant literature was identified through targeted searches of PubMed and Google Scholar up to March 2025, using combinations of the terms &#x201c;Yttrium-90,&#x201d; &#x201c;radioembolization,&#x201d; &#x201c;immune,&#x201d; &#x201c;immunomodulation,&#x201d; &#x201c;immunotherapy,&#x201d; &#x201c;checkpoint inhibitor,&#x201d; and &#x201c;hepatocellular carcinoma.&#x201d;</p>
<p>Priority was given to prospective trials, translational clinical studies incorporating immune profiling, and high-quality retrospective analyses reporting systemic or intratumoral immune endpoints. Studies limited to dosimetry, technical optimization, or purely preclinical models without patient immune correlates were not included. This article does not aim to provide a systematic or exhaustive review but rather to synthesize representative <italic>in vivo</italic> human evidence relevant to the question of whether Y-90 TARE functions as an immune-modulating intervention with pharmacologic implications. We acknowledge that heterogeneity among the included studies, including differences in patient populations, treatment settings, immune assays, and sampling timepoints, may influence the observed immune signals. In addition, the possibility of publication bias toward studies reporting positive immunologic findings cannot be fully excluded. These limitations should be considered when interpreting the conclusions of this Perspective.</p>
</sec>
<sec id="s3">
<label>3</label>
<title>Defining immune modulation in the clinical setting</title>
<p>For the purposes of this discussion, immune modulation refers to treatment-induced changes in immune state that are measurable in patients and plausibly relevant to antitumor immunity. In the context of Y-90 TARE, these endpoints include: systemic immune changes, such as shifts in circulating lymphoid and myeloid populations, cytokine profiles, and activation markers; local immune remodeling, encompassing alterations in tumor-infiltrating immune cells, immune gene expression signatures, and checkpoint pathway activation within the liver or tumor tissue; and temporal dynamics, including the onset, magnitude, and duration of immune perturbations following treatment.</p>
<p>Importantly, immune modulation does not imply durable immune memory or clinical benefit <italic>per se</italic>. Rather, in the context of this Perspective, immune modulation refers to measurable and often transient immune changes observed in patients following Y-90 TARE, and should not be interpreted as definitive evidence of immune-mediated clinical efficacy.</p>
</sec>
<sec id="s4">
<label>4</label>
<title>Human in vivo evidence of immune modulation after Y-90 TARE</title>
<sec id="s4-1">
<label>4.1</label>
<title>Systemic immune perturbations</title>
<p>Several clinical studies have conducted longitudinal immune monitoring in patients undergoing Y-90 TARE, particularly in HCC (<xref ref-type="bibr" rid="B10">Malone et al., 2025</xref>; <xref ref-type="bibr" rid="B7">Kaya et al., 2023</xref>). These investigations consistently report changes in circulating immune cell subsets within weeks of treatment. Observed effects include transient activation of T-cell populations, shifts in effector-to-regulatory ratios, and alterations in myeloid cell phenotypes. In parallel, changes in circulating cytokines and inflammatory mediators suggest engagement of innate immune pathways (<xref ref-type="fig" rid="F1">Figure 1</xref>), which illustrates the temporal window of immune perturbation following Y-90 TARE and its potential relevance for treatment sequencing and combination timing with immunotherapy.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Temporal immune trajectory following Yttrium-90 radioembolization. Schematic illustration of the dynamic immune changes observed after Yttrium-90 (Y-90) transarterial radioembolization (TARE) in liver tumors. At baseline, tumors exhibit low immunogenicity and limited immune cell infiltration. In the early post-treatment phase (days to weeks), radiation-induced tumor injury leads to antigen release and activation of innate immune pathways. This is followed by a transient peak phase (weeks to &#x223c;1&#x2013;2&#xa0;months) characterized by enhanced antigen presentation, increased CD8<sup>&#x2b;</sup> T-cell infiltration, and systemic immune modulation. Over subsequent months, immune activity declines and adaptive resistance mechanisms, including immune checkpoint upregulation, emerge, resulting in immune contraction. The figure highlights the time-dependent nature of immune modulation after Y-90 TARE and its implications for combination strategies with immunotherapy. Figure generated with Biorender.</p>
</caption>
<graphic xlink:href="fphar-17-1770097-g001.tif">
<alt-text content-type="machine-generated">Infographic depicting four stages of immune activation after therapy in the liver: baseline (immune exclusion), early response (innate activation with Y-90 microspheres and antigen release), immune priming peak (heightened activity with T-cell infiltration, antigen presentation, and cytokine signaling), and adaptive resistance/contraction (declining activity with reduced effector T cells and regulatory cells). A curve above illustrates immune activation peaking during the immune priming phase and contracting over months.</alt-text>
</graphic>
</fig>
<p>Prospective clinical data in breast cancer liver metastases further support immune engagement after radioembolization, with immune activation features associated with response assessed alongside PET/CT (<xref ref-type="bibr" rid="B4">Deipolyi et al., 2023</xref>).</p>
<p>A notable feature across studies is the temporal nature of these effects. Immune activation typically peaks within the first one to 2&#xa0;months following TARE and diminishes thereafter, consistent with a window of immune perturbation rather than sustained systemic inflammation (<xref ref-type="bibr" rid="B15">Yu et al., 2024</xref>; <xref ref-type="bibr" rid="B9">Lee et al., 2023</xref>; <xref ref-type="bibr" rid="B7">Kaya et al., 2023</xref>). This pattern supports the concept of Y-90 TARE as a short-acting immune stimulus rather than a chronic immune driver.</p>
</sec>
<sec id="s4-2">
<label>4.2</label>
<title>Tumor and liver microenvironment remodeling</title>
<p>Evidence for local immune modulation has emerged from analyses of tumor tissue and liver biopsies obtained before and after Y-90 TARE. Transcriptomic and immunohistochemical studies reveal changes in immune-related gene expression programs, including pathways associated with antigen processing, interferon signaling, and immune cell recruitment (<xref ref-type="bibr" rid="B10">Malone et al., 2025</xref>; <xref ref-type="bibr" rid="B7">Kaya et al., 2023</xref>). Importantly, these changes have been linked to radiographic response categories, suggesting biological relevance rather than nonspecific tissue injury.</p>
<p>In metastatic colorectal cancer, staged lobar treatment designs have provided a unique opportunity to assess immune effects in untreated contralateral liver tumors. Such studies demonstrate immune alterations beyond the directly irradiated field, implying that Y-90 TARE can elicit regional or systemic immunologic signaling rather than purely local effects (<xref ref-type="bibr" rid="B7">Kaya et al., 2023</xref>; <xref ref-type="bibr" rid="B5">Fabritius and Ricke, 2022</xref>).</p>
</sec>
</sec>
<sec id="s5">
<label>5</label>
<title>Immune priming and adaptive resistance: a dual-edged response</title>
<p>While immune activation following Y-90 TARE is increasingly well documented, it is equally important to recognize accompanying counter-regulatory mechanisms. Several studies report increased expression of immune checkpoint molecules, including PD-1 on T cells and PD-L1 on myeloid or tumor cells, following treatment (<xref ref-type="bibr" rid="B15">Yu et al., 2024</xref>; <xref ref-type="bibr" rid="B9">Lee et al., 2023</xref>; <xref ref-type="bibr" rid="B7">Kaya et al., 2023</xref>). These findings suggest that immune priming may be rapidly tempered by adaptive resistance pathways.</p>
<p>This dual response mirrors observations made with other radiotherapeutic and locoregional interventions, where inflammatory signaling and antigen release coexist with immunosuppressive feedback loops. From a pharmacologic perspective, this balance underscores why immune activation alone may be insufficient for durable tumor control and why rational combination strategies are required.</p>
</sec>
<sec id="s6">
<label>6</label>
<title>Limitations and conflicting clinical evidence</title>
<p>Despite growing interest in the immunologic consequences of Y-90 TARE, it is important to acknowledge that immune activation following treatment is heterogeneous and not uniformly associated with clinical benefit. Large randomized trials comparing Y-90 radioembolization with sorafenib in advanced hepatocellular carcinoma, including the SARAH and SIRveNIB studies, failed to demonstrate an overall survival advantage for Y-90 in unselected patient populations, underscoring that biologic activity does not necessarily translate into improved outcomes (<xref ref-type="bibr" rid="B14">Vilgrain et al., 2017</xref>; <xref ref-type="bibr" rid="B3">Chow et al., 2018</xref>).</p>
<p>Moreover, immune perturbations observed after TARE are often transient and may reflect a combination of tumor-directed immune priming and nonspecific hepatic inflammation or lymphocyte depletion. Prospective immune monitoring studies have reported variable trajectories, including delayed lymphopenia, raising the possibility that post-TARE immune landscapes may in some cases constrain rather than enhance responsiveness to immunotherapy (<xref ref-type="bibr" rid="B8">Kitsel et al., 2024</xref>). Together, these findings emphasize that immune modulation by Y-90 TARE should be viewed as context-dependent and hypothesis-generating, rather than intrinsically predictive of therapeutic synergy.</p>
</sec>
<sec id="s7">
<label>7</label>
<title>Pharmacologic implications and combination strategies</title>
<sec id="s7-1">
<label>7.1</label>
<title>Treatment sequencing and timing</title>
<p>The transient nature of immune perturbations after Y-90 TARE highlights the importance of timing (<xref ref-type="bibr" rid="B10">Malone et al., 2025</xref>). Immunotherapies administered too early may fail to capitalize on antigen release, whereas delayed treatment may miss the window of immune priming altogether. Prospective studies incorporating defined post-TARE sampling timepoints are needed to identify optimal sequencing strategies.</p>
</sec>
<sec id="s7-2">
<label>7.2</label>
<title>Beyond PD-1/PD-L1 blockade</title>
<p>While early clinical efforts have focused on combining Y-90 TARE with PD-1/PD-L1 inhibitors, the observed immune landscape suggests additional opportunities (<xref ref-type="bibr" rid="B15">Yu et al., 2024</xref>; <xref ref-type="bibr" rid="B7">Kaya et al., 2023</xref>; <xref ref-type="bibr" rid="B1">Cannella et al., 2022</xref>). Modulation of myeloid populations, targeting of immunosuppressive cytokine pathways, or engagement of innate immune sensors may further enhance the immunogenic potential of TARE. These strategies remain largely hypothetical but are grounded in observed immune alterations in treated patients.</p>
</sec>
<sec id="s7-3">
<label>7.3</label>
<title>Biomarker development</title>
<p>Recognition of Y-90 TARE as an immune modulator necessitates biomarker development. Minimal immune monitoring panels incorporating circulating immune subsets, checkpoint expression, and inflammatory mediators could stratify patients most likely to benefit from combination approaches. Importantly, biomarkers must distinguish tumor-relevant immune activation from nonspecific hepatic inflammation (<xref ref-type="bibr" rid="B10">Malone et al., 2025</xref>; <xref ref-type="bibr" rid="B7">Kaya et al., 2023</xref>).</p>
</sec>
<sec id="s7-4">
<label>7.4</label>
<title>Safety considerations in TARE-immunotherapy combinations</title>
<p>While combining Y-90 TARE with immune checkpoint inhibitors is biologically appealing, emerging clinical data indicate that safety considerations are critical. Reported adverse events include immune-related hepatitis, hepatic decompensation, biliary injury, and radioembolization-induced liver disease, particularly in patients with limited hepatic reserve or underlying cirrhosis (<xref ref-type="bibr" rid="B12">Ruohoniemi et al., 2020</xref>; <xref ref-type="bibr" rid="B6">Gil-Alzugaray et al., 2013</xref>). Early retrospective and phase I/II studies suggest that TARE-ICI combinations are generally feasible, but rates of grade &#x2265;3 hepatic toxicities appear higher in certain cohorts compared with TARE alone (<xref ref-type="bibr" rid="B15">Yu et al., 2024</xref>).</p>
<p>Importantly, attribution of liver injury in this setting is challenging, as radiation-induced damage, tumor progression, and immune-mediated inflammation may coexist (<xref ref-type="bibr" rid="B10">Malone et al., 2025</xref>). These uncertainties highlight the need for cautious patient selection, rigorous liver function monitoring, and prospective trial designs incorporating predefined safety endpoints. From a pharmacologic perspective, safety constraints may ultimately shape optimal sequencing and combination strategies as much as immunologic rationale.</p>
</sec>
</sec>
<sec id="s8">
<label>8</label>
<title>Future directions</title>
<p>To advance the field, future studies should integrate immune monitoring as a core component rather than an exploratory endpoint. Harmonized sampling schedules, paired tissue analyses, and standardized immune assays will be essential. Importantly, immune findings should be correlated with clinical outcomes to establish predictive rather than merely descriptive biomarkers.</p>
</sec>
<sec sec-type="conclusion" id="s9">
<label>9</label>
<title>Conclusion</title>
<p>Accumulating human <italic>in vivo</italic> evidence suggests that Y-90 TARE induces measurable and biologically meaningful immune modulation in patients with liver tumors. These effects are characterized by transient immune activation accompanied by adaptive resistance mechanisms. Recognizing Y-90 TARE as an immunologically active intervention reframes its role within modern oncologic pharmacology and provides a rationale for biomarker-guided combination strategies. As clinical development continues, integrating immunologic endpoints into Y-90-based trials will be critical to fully harness its therapeutic potential.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s10">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/supplementary material, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec sec-type="author-contributions" id="s11">
<title>Author contributions</title>
<p>ST: Writing &#x2013; original draft, Writing &#x2013; review and editing. JC: Writing &#x2013; original draft, Writing &#x2013; review and editing. PW: Writing &#x2013; original draft. GW: Writing &#x2013; review and editing, Writing &#x2013; original draft.</p>
</sec>
<sec sec-type="COI-statement" id="s13">
<title>Conflict of interest</title>
<p>The author(s) declared that this work 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="s14">
<title>Generative AI statement</title>
<p>The author(s) declared that generative AI was used in the creation of this manuscript. Deepseek V3.2 was used to design the overall structure of the manuscript.</p>
<p>Any alternative text (alt text) provided alongside figures in this article has been generated by Frontiers with the support of artificial intelligence and reasonable efforts have been made to ensure accuracy, including review by the authors wherever possible. If you identify any issues, please contact us.</p>
</sec>
<sec sec-type="disclaimer" id="s15">
<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 fn-type="custom" custom-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2716954/overview">Dawei Chen</ext-link>, University of Kiel, Germany</p>
</fn>
<fn fn-type="custom" custom-type="reviewed-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1475634/overview">Guangxin Ma</ext-link>, Shandong University, China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2322135/overview">Jiale Wu</ext-link>, University of Pennsylvania, United States</p>
</fn>
</fn-group>
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