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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">1602592</article-id>
<article-id pub-id-type="doi">10.3389/fgene.2025.1602592</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Genetics</subject>
<subj-group>
<subject>Editorial</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Editorial: Mendelian randomization: an approach for precision medicine and public health</article-title>
<alt-title alt-title-type="left-running-head">Pan</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fgene.2025.1602592">10.3389/fgene.2025.1602592</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Pan</surname>
<given-names>Xiaoqing</given-names>
</name>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1239034/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-group>
<aff>
<institution>Department of Mathematics</institution>, <institution>Shanghai Normal University</institution>, <addr-line>Shanghai</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited and reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/541321/overview">Simon Charles Heath</ext-link>, National Center for Genomic Analysis, Center for Genomic Regulation (CRG), Spain</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Xiaoqing Pan, <email>xpan@shnu.edu.cn</email>
</corresp>
</author-notes>
<pub-date pub-type="epub">
<day>11</day>
<month>04</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>16</volume>
<elocation-id>1602592</elocation-id>
<history>
<date date-type="received">
<day>30</day>
<month>03</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>03</day>
<month>04</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2025 Pan.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Pan</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>
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<related-article id="RA1" related-article-type="commentary-article" journal-id="Front. Genet." xlink:href="https://www.frontiersin.org/research-topics/53509" ext-link-type="uri">Editorial on the Research Topic <article-title>Mendelian randomization: an approach for precision medicine and public health</article-title>
</related-article>
<kwd-group>
<kwd>mendelian randomization</kwd>
<kwd>genetic variants</kwd>
<kwd>causal inference</kwd>
<kwd>lifestyle factors</kwd>
<kwd>immune dysfunction</kwd>
</kwd-group>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Statistical Genetics and Methodology</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<p>Mendelian randomization (MR) is an approach that leverages genetic variants as instrumental variables to infer causal relationships between exposures and health outcomes. By minimizing confounding and reverse causality, MR offers advantages over traditional observational studies to guide clinical decision-making and public health interventions. This Research Topic in <italic>Frontiers in Genetics</italic> showcases the versatility of MR, featuring studies that explore lifestyle factors, immune dysregulation in disease pathogenesis, and beyond.</p>
<p>Lifestyle factors significantly influence disease risk, yet observational studies often struggle to disentangle causation from correlation. This Research Topic includes several investigations that clarify these relationships using MR. Zhang et al. reported the association between coffee consumption and osteoarthritis risk, with body mass index (BMI) playing a significant mediating role (<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fgene.2024.1340044">Zhang et al.</ext-link>). Their findings suggest that maintaining healthy BMI levels and choosing caffeinated over decaffeinated coffee varieties may help reduce osteoarthritis risk. Besides, Wang et al. explored the causal effects of smoking and alcohol consumption on upper urinary calculi, Liang et al. investigated tea intake and gout risk, and Zhou et al. identified positive causal effects of hypertension, BMI, waist-hip ratio adjusted for BMI and tobacco use to aortic aneurysm (<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fgene.2023.1268720">Wang et al.</ext-link>; <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fgene.2023.1220931">Liang et al.</ext-link>; <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fgene.2022.925874">Zhou et al.</ext-link>). All these studies exemplify how MR can validate or refute observational associations between lifestyle factors and diseases, offering insights into whether lifestyle habits directly contribute to joint health and reinforcing the importance of targeted public health campaigns to reduce disease risks.</p>
<p>The immune system&#x2019;s role in disease pathogenesis is a recurring theme in this Research Topic. Utilizing MR approaches, Shi et al. discovered causal links between immune cell phenotypes (e.g., CD45 on HLA DR &#x2b; NK cells) and cerebrovascular anomalies (<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fgene.2024.1333855">Shi et al.</ext-link>). Inflammatory bowel diseases include ulcerative colitis and Crohn&#x2019;s disease. Several studies investigated the causal links between inflammatory bowel disease and other diseases. Specifically, Xiao et al. investigated the causal links between inflammatory bowel disease and IgA nephropathy, offering mechanistic insights for comorbid conditions. However, no significant causal link was observed between inflammatory bowel disease and type 2 diabetes mellitus in <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fgene.2022.1002928">Xiao et al.</ext-link>, <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fgene.2024.1325401">Tang et al</ext-link>.</p>
<p>MR&#x2019;s applications extend far beyond lifestyle factors and immune dysregulation in disease pathogenesis, as demonstrated by the diverse range of studies in this Research Topic. For example, aging was a recurring theme in this Research Topic. Chen et al. reported earlier age at menarche may have a causal effect on the high risk of ischemic heart disease (<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fgene.2022.942861">Chen et al.</ext-link>). Xie et al. revealed that obstructive sleep apnea may accelerate telomere shortening, suggesting a biological pathway connecting sleep disorders to cellular aging (<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fgene.2025.1294105">Xie et al.</ext-link>). Besides, the causality of biomarkers to disease outcomes remains an active area of investigation. Zhu et al. reported a causal relation rather than reversed causality between both hepatic enzymes Aspartate Aminotransferase (AST) and Alanine Aminotransferase (ALT) and spontaneous abortion, highlighting potential biomarkers to pregnancy complications (<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fgene.2024.1336728">Zhu et al.</ext-link>). Guan et al. investigated the causal association between serum bilirubin and heart failure, yet not reaching statistical significance (<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fgene.2023.1067146">Guan et al.</ext-link>). Zou et al. identified causal genes related with endoplasmic reticulum stress in inflammatory bowel disease (i.e., ulcerative colitis and Crohn&#x2019;s disease) suggesting new therapeutic targets for clinical practice (<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fgene.2023.1270085">Zou et al.</ext-link>). In addition, emerging evidence highlights important disease comorbidities across multiple conditions. Liu et al. reported an increased risk of heart failure in individuals with ankylosing spondylitis (<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fgene.2024.1260247">Liu et al.</ext-link>). However, neither the causal relationship between ankylosing spondylitis and other cardiovascular diseases (such as atrial fibrillation, coronary artery disease), nor the reverse causality between ankylosing spondylitis and mentioned cardiovascular diseases, reached statistical significance. Shen et al. reported a bidirectional causal relationship between gastroesophageal reflux disease and chronic obstructive pulmonary disease (COPD), and COPD was also found to increase the risk of irritable bowel syndrome and constipation (<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fgene.2023.1256833">Shen et al.</ext-link>). Shu et al. demonstrated a putative causal link of insomnia on low back pain and a null causal effect of low back pain on insomnia (<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fgene.2022.938334">Shu et al.</ext-link>). All these findings may stimulate new strategies for patient management in clinical practice, benefiting public health.</p>
<p>Collectively, this Research Topic highlights MR&#x2019;s pivotal role in advancing precision medicine and public health. Continuous innovation in MR methodologies and interdisciplinary collaborations are encouraged to translate these insights into meaningful improvements for global health.</p>
</body>
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<sec sec-type="author-contributions" id="s1">
<title>Author contributions</title>
<p>XP: 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 financial support was received for the research and/or publication of this article. This work has been supported by the Natural Science Foundation of Shanghai (24ZR1456400).</p>
</sec>
<sec sec-type="COI-statement" id="s3">
<title>Conflict of interest</title>
<p>The author declares 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 authors declare that no Generative AI was used in the creation of this manuscript.</p>
</sec>
<sec sec-type="disclaimer" id="s5">
<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>
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</article>