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<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Pharmacol.</journal-id>
<journal-title>Frontiers in Pharmacology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Pharmacol.</abbrev-journal-title>
<issn pub-type="epub">1663-9812</issn>
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<publisher-name>Frontiers Media S.A.</publisher-name>
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<article-id pub-id-type="publisher-id">1650398</article-id>
<article-id pub-id-type="doi">10.3389/fphar.2025.1650398</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Pharmacology</subject>
<subj-group>
<subject>General Commentary</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Commentary: Blood metabolites as mediators in erectile dysfunction: insights from a multi-center proteomics and genetic study</article-title>
<alt-title alt-title-type="left-running-head">Huang and Gu</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fphar.2025.1650398">10.3389/fphar.2025.1650398</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Huang</surname>
<given-names>Zhihao</given-names>
</name>
<uri xlink:href="https://loop.frontiersin.org/people/3106499/overview"/>
<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/"/>
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<contrib contrib-type="author" corresp="yes">
<name>
<surname>Gu</surname>
<given-names>Hongxing</given-names>
</name>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<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/"/>
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<aff id="aff1">
<institution>Department of Urology</institution>, <institution>Zhangjiagang Hospital Affiliated to Soochow University</institution>, <addr-line>Suzhou</addr-line>, <addr-line>Jiangsu</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/88841/overview">Ahmed Esmat Abdel Moneim</ext-link>, Helwan University, Egypt</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/1564587/overview">Yan kai Dong</ext-link>, Lishui University, China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2707052/overview">Madhurima Dhara</ext-link>, Verge Genomics, United States</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/3126508/overview">Rui Xu</ext-link>, Stanford University, United States</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Hongxing Gu, <email>2665117546@qq.com</email>
</corresp>
</author-notes>
<pub-date pub-type="epub">
<day>04</day>
<month>09</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>16</volume>
<elocation-id>1650398</elocation-id>
<history>
<date date-type="received">
<day>20</day>
<month>06</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>11</day>
<month>08</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2025 Huang and Gu.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Huang and Gu</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<related-article id="RA1" related-article-type="commentary-article" journal-id="Front. Pharmacol." journal-id-type="nlm-ta" xlink:href="10.3389/fphar.2025.1568780" ext-link-type="doi">A Commentary on <article-title>Blood metabolites as mediators in erectile dysfunction: insights from a multi-center proteomics and genetic study</article-title> by Chen J, Zhao J, Zhang Z, Zhu X, Zuo J, Nie Z, Fu Y, Wang H, Tang M, Fu S (2025). Front Pharmacol. 16:1568780. doi: <object-id>10.3389/fphar.2025.1568780</object-id>
</related-article>
<kwd-group>
<kwd>erectile dysfunction</kwd>
<kwd>blood metabolites</kwd>
<kwd>multi-center proteomics</kwd>
<kwd>genetic study</kwd>
<kwd>commentary</kwd>
</kwd-group>
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<page-count count="3"/>
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<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Experimental Pharmacology and Drug Discovery</meta-value>
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</front>
<body>
<p>With great interest, I read the article by <xref ref-type="bibr" rid="B2">Chen et al. (2025a)</xref>, recently published in Frontiers in Pharmacology. This study employs Mendelian randomization (MR) analysis, combined with a multicenter proteomics database and the Finnish FinnGen database, to identify circulating proteins that have a causal association with erectile dysfunction (ED) has successfully identified five plasma proteins (AMN, ESM1, KIR2DL2, PIGR, TNFRSF6B) demonstrating causal associations with ED. This study significantly advances ED biomarker research. Here, we propose methodological refinements to strengthen the clinical implications of these findings.</p>
<p>First, I noticed that the identified biomarkers may potentially exhibit collinearity due to their involvement in shared inflammatory or metabolic pathways. ESM1, a known regulator of angiogenesis and vascular permeability, has been shown to be overexpressed in diabetic ED patients, correlating strongly with endothelial dysfunction (<xref ref-type="bibr" rid="B1">Balta and Mikhailidis, 2019</xref>). For instance, ESM1 and TNFRSF6B both modulate endothelial function&#x2014;&#x2014;a key pathway in ED pathogenesis (<xref ref-type="bibr" rid="B10">Xu et al., 2021</xref>). To evaluate independence of effects, we suggest that performing multivariable MR analysis while adjusting for potential confounders such as diabetes and obesity status could help determine whether these proteins independently contribute to ED risk. Recent methodological advances highlight the necessity to address sample overlap and heterogeneity when integrating multiple GWAS sources. As demonstrated in the critical appraisal by <xref ref-type="bibr" rid="B3">Chen et al. (2025b)</xref> for myocardial infarction protein targets, unbalanced meta-analysis of genetically correlated traits may inflate errors. We recommend applying genomic relationship matrix based approaches to correct for sample overlap between FinnGen and UK Biobank cohorts.</p>
<p>Additionally, the FinnGen database (Release 10, comprising 391,037 controls) provides substantial statistical power, its exclusive focus on Finnish ancestry may introduce population-specific biases. To enhance the generalizability of these findings, we recommend conducting a comprehensive meta-analysis incorporating: The UK Biobank dataset (with ED phenotypes defined by ICD-10 codes F52 and N48.4) (<xref ref-type="bibr" rid="B6">Nagar et al., 2023</xref>), Large-scale genetic consortia such as the Psychiatric Genomics Consortium (PGC) and Social Science Genetic Association Consortium (SSGAC), which include more diverse ancestral populations.</p>
<p>Finally, we believe that the study would benefit from experimental validation of the identified biomarkers in ED pathophysiology. Our literature review reveals several important considerations: The Mendelian randomization analysis revealed a positive association between AMN and ED risk, which presents a potential conflict with established renal physiology (<xref ref-type="bibr" rid="B4">Kozyraki et al., 2022</xref>). In the renal system, AMN deficiency causes Imerslund-Gr&#xe4;sbeck syndrome, while its overexpression in circulation lacks clear pathological characterization (<xref ref-type="bibr" rid="B8">Salvio et al., 2021</xref>). Animal models demonstrate that AMN knockout reduces cubilin-mediated protein reabsorption while increasing circulating homocysteine levels, the latter being a known ED risk factor (<xref ref-type="bibr" rid="B7">Pann&#xe9;rec et al., 2018</xref>). Its circulatory role in ED may involve homocysteine elevation. This duality warrants further study. The study&#x2019;s findings of ESM1 upregulation and TNFRSF6B downregulation suggest novel mechanisms in vascular homeostasis. Notably, its hypoxia-induced downregulation in tissues (<xref ref-type="bibr" rid="B11">Zheng et al., 2022</xref>) contrasts with the MR-predicted upregulation in ED plasma, suggesting a compensatory circulating response. Similarly, TNFRSF6B&#x2014;a decoy receptor for Fas ligand&#x2014;modulates endothelial apoptosis. Its downregulation in ED may reflect impaired vascular repair, though tissue-specific studies are needed to confirm this mechanism. Although KIR2DL2 is primarily involved in NK-cell activity modulation, and inflammation is recognized as a contributor to ED, its association with ED could reflect inflammation, but penile tissue studies are lacking (<xref ref-type="bibr" rid="B5">Moradi et al., 2021</xref>). Normally, decreased KIR family protein expression releases NK cell inhibition, promoting inflammation (<xref ref-type="bibr" rid="B12">Zuo et al., 2022</xref>). For PIGR, while typically downregulated during systemic inflammation as a mucosal immunity protein, it shows paradoxical upregulation in diabetic endothelium (<xref ref-type="bibr" rid="B9">Wei and Wang, 2021</xref>). Its upregulation in ED might indicate mucosal barrier disruption in diabetic endothelium. This context-dependent expression necessitates refined subgroup analyses. For human validation, we will analyze: Serum samples from 50 ED patients (25 diabetic/25 non-diabetic) For mechanistic studies, we will employ: High-fat diet-induced ED mouse models (n &#x3d; 40).</p>
<p>We commend the authors for their important contribution to the field of sexual medicine, the identified biomarkers show diagnostic promise, we believe these additional investigations would further solidify the foundation for precision medicine approaches to ED treatment.</p>
</body>
<back>
<sec sec-type="author-contributions" id="s1">
<title>Author contributions</title>
<p>ZH: Writing &#x2013; original draft, Writing &#x2013; review and editing. HG: Writing &#x2013; original draft, Writing &#x2013; review and editing.</p>
</sec>
<sec sec-type="funding-information" id="s2">
<title>Funding</title>
<p>The author(s) declare that no financial support was received for the research and/or publication of this article.</p>
</sec>
<sec sec-type="COI-statement" id="s3">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="ai-statement" id="s4">
<title>Generative AI statement</title>
<p>The author(s) declare that no Generative AI was used in the creation of this manuscript.</p>
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</sec>
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