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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Immunol.</journal-id>
<journal-title-group>
<journal-title>Frontiers in Immunology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Immunol.</abbrev-journal-title>
</journal-title-group>
<issn pub-type="epub">1664-3224</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
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<article-meta>
<article-id pub-id-type="doi">10.3389/fimmu.2025.1653274</article-id>
<article-version article-version-type="Version of Record" vocab="NISO-RP-8-2008"/>
<article-categories>
<subj-group subj-group-type="heading">
<subject>General Commentary</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Commentary: Targeting fibroblast activation protein in rheumatoid arthritis: from molecular imaging to precision therapeutics</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Ao</surname><given-names>Yaoxin</given-names></name>
<uri xlink:href="https://loop.frontiersin.org/people/3100632/overview"/>
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<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 &#x2013; original draft</role>
</contrib>
<contrib contrib-type="author">
<name><surname>Lyu</surname><given-names>Jiangfeng</given-names></name>
<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 &#x2013; original draft</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Data curation" vocab-term-identifier="https://credit.niso.org/contributor-roles/data-curation/">Data curation</role>
</contrib>
<contrib contrib-type="author">
<name><surname>Yang</surname><given-names>Junxing</given-names></name>
<uri xlink:href="https://loop.frontiersin.org/people/3029520/overview"/>
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<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Formal analysis" vocab-term-identifier="https://credit.niso.org/contributor-roles/formal-analysis/">Formal analysis</role>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Xiao</surname><given-names>Fangjun</given-names></name>
<xref ref-type="corresp" rid="c001"><sup>*</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/2394788/overview"/>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="supervision" vocab-term-identifier="https://credit.niso.org/contributor-roles/supervision/">Supervision</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &amp; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-review-editing/">Writing &#x2013; review &amp; editing</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Funding acquisition" vocab-term-identifier="https://credit.niso.org/contributor-roles/funding-acquisition/">Funding acquisition</role>
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</contrib-group>
<aff id="aff1"><institution>Shenzhen Hospital (Futian) of Guangzhou University of Chinese Medicine</institution>, <city>Shenzhen</city>, <state>Guangdong</state>,&#xa0;<country country="cn">China</country></aff>
<author-notes>
<corresp id="c001"><label>*</label>Correspondence: Fangjun Xiao, <email xlink:href="mailto:xiaofangjun_tcm@163.com">xiaofangjun_tcm@163.com</email></corresp>
</author-notes>
<pub-date publication-format="electronic" date-type="pub" iso-8601-date="2025-12-16">
<day>16</day>
<month>12</month>
<year>2025</year>
</pub-date>
<pub-date publication-format="electronic" date-type="collection">
<year>2025</year>
</pub-date>
<volume>16</volume>
<elocation-id>1653274</elocation-id>
<history>
<date date-type="received">
<day>24</day>
<month>06</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>03</day>
<month>12</month>
<year>2025</year>
</date>
<date date-type="rev-recd">
<day>27</day>
<month>11</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2025 Ao, Lyu, Yang and Xiao.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Ao, Lyu, Yang and Xiao</copyright-holder>
<license>
<ali:license_ref start_date="2025-12-16">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>
<related-article id="RA1" related-article-type="commentary-article" ext-link-type="doi" xlink:href="10.3389/fimmu.2025.1616618" journal-id="Front Immunol" journal-id-type="nlm-ta">A Commentary on 
<article-title>Targeting fibroblast activation protein in rheumatoid arthritis: from molecular imaging to precision therapeutics</article-title> By Huang Y, Wu Y, Liu H, Chen Y, Xie Q and Yin G (2025) <italic>Front. Immunol.</italic> 16:1616618. doi:&#xa0;<object-id>10.3389/fimmu.2025.1616618</object-id>
</related-article>
<kwd-group>
<kwd>artificial intelligence</kwd>
<kwd>diagnostic specificity</kwd>
<kwd>dual-tracer pet</kwd>
<kwd>FAP-targeted PET/CT</kwd>
<kwd>rheumatoid arthritis</kwd>
</kwd-group>
<funding-group>
<funding-statement>The author(s) declared that financial support was received&#xa0;for&#xa0;work and/or its publication. The Shenzhen Key Specialty&#xa0;Construction Project of Traditional Chinese Medicine (P-20240129-0204).</funding-statement>
</funding-group>
<counts>
<fig-count count="0"/>
<table-count count="0"/>
<equation-count count="0"/>
<ref-count count="16"/>
<page-count count="3"/>
<word-count count="1009"/>
</counts>
<custom-meta-group>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Autoimmune and Autoinflammatory Disorders : Autoimmune Disorders</meta-value>
</custom-meta>
</custom-meta-group>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<title>Introduction</title>
<p>The precision diagnosis and treatment of rheumatoid arthritis (RA) urgently requires breakthroughs beyond the limitations of conventional imaging techniques. A recent review by Huang et&#xa0;al., published in Frontiers in Immunology, systematically summarizes significant advances in fibroblast activation protein (FAP)-targeted molecular imaging in RA. The authors highlight the high sensitivity of FAP inhibitor (FAPI) PET/CT in detecting synovitis and its promising translational value for disease assessment and therapeutic monitoring. The review underscores that FAP is specifically overexpressed in activated synovial fibroblasts, the key pathogenic cells in RA. Therefore, FAPI PET/CT enables noninvasive visualization of joint inflammation and may offer a new diagnostic approach for seronegative RA. However, the discussion remains limited regarding the diagnostic specificity challenges that FAPI imaging may encounter in real-world clinical practice.</p>
</sec>
<sec id="s2">
<title>General comments</title>
<p>Recent clinical evidence suggests that FAP is also markedly expressed in various non-RA pathological conditions, raising concerns about low specificity despite high sensitivity and increasing the likelihood of widespread false positives. For instance, Fenercio&#x11f;lu et&#xa0;al. reported a direct comparison in a patient with metastatic melanoma and concomitant knee&#xa0;osteoarthritis (OA), where <sup>68</sup>Ga-FAPI-4 uptake in the joint markedly exceeded that of <sup>18</sup>F-FDG (<xref ref-type="bibr" rid="B1">1</xref>). Similarly, FAPI uptake has been observed in granulomatous diseases (e.g., hepatic sarcoidosis reported by Araz) and benign ossification processes (e.g., gluteal myositis ossificans reported by Al-Rashdan) (<xref ref-type="bibr" rid="B2">2</xref>, <xref ref-type="bibr" rid="B3">3</xref>). A review by Bentestuen et&#xa0;al. further noted that (<xref ref-type="bibr" rid="B4">4</xref>) among 2,372 non-malignant FAPI-positive lesions, musculoskeletal and joint-related abnormalities accounted for 10%&#x2014;second only to atherosclerosis (49%)&#x2014;encompassing inflammation, tuberculosis, periodontitis, and healing wounds. These findings highlight the broad biological basis of FAPI and its resulting diagnostic dilemmas. This challenge is particularly pronounced in differentiating RA from OA. A prospective study by Mu et&#xa0;al. showed that (<xref ref-type="bibr" rid="B5">5</xref>) the median SUVmax of <sup>18</sup>F-FAPI uptake in active RA joints was 3.6, significantly higher than that of healthy controls (2.4). However, Yang et&#xa0;al. reported that (<xref ref-type="bibr" rid="B6">6</xref>) <sup>68</sup>Ga-FAPI uptake in OA-affected thoracic facet joints could also reach a SUVmax of 3.6, indicating a potential risk of significant value overlap between the two conditions. It is noteworthy that studies indicate a generally higher synovial FAP expression in RA than in OA. Bauer et&#xa0;al. reported significantly elevated FAP mRNA and protein in RA synovium compared to OA, localized to myofibroblast-like synoviocytes co-expressing key degradative enzymes (<xref ref-type="bibr" rid="B7">7</xref>). Similarly, W&#xe4;ldele et&#xa0;al. observed abundant FAP expression throughout RA synovial membranes, contrasting with minimal expression in OA samples (<xref ref-type="bibr" rid="B8">8</xref>). While these findings suggest a differential expression profile, the studies are limited by sample size and potential sampling bias from end-stage disease tissues. Consequently, future efforts should prioritize large-scale, head-to-head comparisons in well-characterized cohorts to determine if a validated diagnostic cutoff for FAPI uptake (e.g., SUVmax) can be established to reliably distinguish RA from OA.</p>
<p>Pending the establishment of such a diagnostic cutoff, the low specificity of FAPI PET/CT remains a clinical challenge. It can misinterpret benign signals (e.g., from OA) as RA, leading to misdiagnosis and unnecessary treatment. Even after RA confirmation, these background signals can interfere with inflammation assessment and treatment evaluation, making it difficult to distinguish new RA lesions from other conditions.</p>
<p>To improve diagnostic specificity, dual-tracer PET/CT strategies have demonstrated substantial potential. Wegen et&#xa0;al. found that combining <sup>68</sup>Ga-FAPI-46 with <sup>18</sup>F-FDG in cancer patients improved lesion-to-background ratios and functional tumor volume (<xref ref-type="bibr" rid="B9">9</xref>). Liu et&#xa0;al. proposed a &#x201c;one-stop&#x201d; low-dose dual-tracer protocol (<sup>18</sup>F-FDG 0.37 MBq/kg + <sup>68</sup>Ga-DOTA-FAPI-04 0.925 MBq/kg), which significantly enhanced metastasis detection rates while maintaining acceptable radiation exposure (<xref ref-type="bibr" rid="B10">10</xref>). Zheng et&#xa0;al. further validated the feasibility of a 34-minute rapid scan protocol (<xref ref-type="bibr" rid="B11">11</xref>). Notably, optimization of probe targets has also yielded promising results. Wang et&#xa0;al. developed a dual-target probe (<xref ref-type="bibr" rid="B12">12</xref>), <sup>18</sup>F-AlF-FAPI-RGD, which binds both FAP and integrin &#x3b1;v&#x3b2;<sub>3</sub>. By focusing on RA-specific microenvironmental features such as neoangiogenesis, this probe achieved a joint detection rate of 82.4%, significantly outperforming physical examination and effectively avoiding OA-related interference.</p>
<p>The rise of artificial intelligence (AI) offers new opportunities for advancing imaging analysis. Yan et&#xa0;al. developed a deep learning radiomics model integrating ultrasound and radiomic features, achieving an AUC of 0.979 in detecting RA-related bone erosion, demonstrating the potential of multi-feature synergy in differential diagnosis (<xref ref-type="bibr" rid="B13">13</xref>). If adapted to FAPI imaging, this approach could be further enhanced by integrating joint 3D morphological data from high-resolution peripheral quantitative CT (HR-pQCT). Folle et&#xa0;al. (<xref ref-type="bibr" rid="B14">14</xref>) demonstrated the ability of deep learning models using joint bone shapes (AUROC for RA: 75.4%) to differentiate arthritis types, highlighting the potential of combining this structural data with FAPI&#x2019;s molecular information in a bimodal model to mitigate FAP&#x2019;s limited diagnostic specificity. There is both theoretical and practical foundation for developing a radiomics model based on FAPI imaging: FAPI offers a RA-specific molecular target, radiomics enables quantitative lesion characterization, and AI algorithms enhance classification performance. However, this approach currently faces challenges related to standardization. Ebrahimpour et&#xa0;al. demonstrated significant discrepancies in feature extraction between radiomics libraries (e.g., PyRadiomics vs. RaCat), with only 75 of 1,665 features being shared, and further showed that feature-direction relationships with clinical endpoints were affected by grayscale discretization parameters (<xref ref-type="bibr" rid="B15">15</xref>). Demircio&#x11f;lu also pointed out that the high dimensionality and small sample size in current studies may limit model reproducibility and hinder clinical translation (<xref ref-type="bibr" rid="B16">16</xref>). Therefore, multicenter prospective studies are needed to validate the efficacy and translational value of FAPI-based imaging in distinguishing RA from other joint disorders.</p>
</sec>
<sec id="s3" sec-type="discussion">
<title>Discussion</title>
<p>In summary, although Huang et&#xa0;al. have comprehensively reviewed major advances in the field, addressing specificity concerns is essential for the clinical application of FAPI PET/CT. We encourage the authors to further elaborate on these aspects in future updates to support a more robust framework for precision medicine in RA.</p>
</sec>
</body>
<back>
<sec id="s4" sec-type="author-contributions">
<title>Author contributions</title>
<p>YA: Conceptualization, Writing &#x2013; original draft. JL: Writing &#x2013; original draft, Data curation. JY: Writing &#x2013; review &amp; editing, Formal analysis. FX: Supervision, Writing &#x2013; review &amp; editing, Funding acquisition.</p></sec>
<sec id="s6" sec-type="COI-statement">
<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 id="s7" sec-type="ai-statement">
<title>Generative AI statement</title>
<p>The author(s) declared that generative AI was not 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&#xa0;you identify any issues, please contact us.</p></sec>
<sec id="s8" 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>
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