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<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>
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<publisher-name>Frontiers Media S.A.</publisher-name>
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<article-id pub-id-type="publisher-id">1618105</article-id>
<article-id pub-id-type="doi">10.3389/fgene.2025.1618105</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Genetics</subject>
<subj-group>
<subject>Review</subject>
</subj-group>
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</article-categories>
<title-group>
<article-title>Mechanisms and recent advances in non-coding RNAs and RNA modifications in antiplatelet drug resistance</article-title>
<alt-title alt-title-type="left-running-head">Ni 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.2025.1618105">10.3389/fgene.2025.1618105</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Ni</surname>
<given-names>Ping</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2729723/overview"/>
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<contrib contrib-type="author">
<name>
<surname>Chen</surname>
<given-names>Kejie</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1543261/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
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<contrib contrib-type="author">
<name>
<surname>Xiang</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>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
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<contrib contrib-type="author">
<name>
<surname>Shao</surname>
<given-names>Haifeng</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2703825/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
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<contrib contrib-type="author">
<name>
<surname>Chen</surname>
<given-names>Xiaoling</given-names>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2934518/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
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<contrib contrib-type="author">
<name>
<surname>Chen</surname>
<given-names>Qiao</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
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<contrib contrib-type="author">
<name>
<surname>Wang</surname>
<given-names>Lingling</given-names>
</name>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2557028/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
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<contrib contrib-type="author">
<name>
<surname>Hao</surname>
<given-names>Junli</given-names>
</name>
<xref ref-type="aff" rid="aff7">
<sup>7</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1712687/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Huang</surname>
<given-names>Xinyi</given-names>
</name>
<xref ref-type="aff" rid="aff7">
<sup>7</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
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<contrib contrib-type="author">
<name>
<surname>Cao</surname>
<given-names>Qing</given-names>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
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<contrib contrib-type="author">
<name>
<surname>Yang</surname>
<given-names>Yali</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Tan</surname>
<given-names>Quandan</given-names>
</name>
<xref ref-type="aff" rid="aff8">
<sup>8</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2127155/overview"/>
<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>Yang</surname>
<given-names>Jie</given-names>
</name>
<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/1347726/overview"/>
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<contrib contrib-type="author" corresp="yes">
<name>
<surname>Li</surname>
<given-names>Suping</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
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<aff id="aff1">
<sup>1</sup>
<institution>School of Medicine, University of Electronic Science and Technology of China</institution>, <addr-line>Chengdu</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Department of Neurology, Sichuan Provincial People&#x2019;s Hospital, University of Electronic Science and Technology of China</institution>, <addr-line>Chengdu</addr-line>, <country>China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>School of Public Health, Chengdu Medical College</institution>, <addr-line>Chengdu</addr-line>, <country>China</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>School of Medical and Life Sciences, Chengdu University of Traditional Chinese Medicine Chengdu</institution>, <addr-line>Chengdu</addr-line>, <country>China</country>
</aff>
<aff id="aff5">
<sup>5</sup>
<institution>School of Clinical Medicine, Southwest Medical University</institution>, <addr-line>Luzhou</addr-line>, <country>China</country>
</aff>
<aff id="aff6">
<sup>6</sup>
<institution>School of Comprehensive Health Management, Xihua University</institution>, <addr-line>Chengdu</addr-line>, <country>China</country>
</aff>
<aff id="aff7">
<sup>7</sup>
<institution>School of Biomedical Sciences and Technology, Chengdu Medical College</institution>, <addr-line>Chengdu</addr-line>, <country>China</country>
</aff>
<aff id="aff8">
<sup>8</sup>
<institution>Department of Neurology, The First Affiliated Hospital of Chengdu Medical College</institution>, <addr-line>Chengdu</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/1692587/overview">Guilherme Targino Valente</ext-link>, S&#xe3;o Paulo State University, Brazil</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/1149213/overview">Oscar Salvador Barrera-V&#xe1;zquez</ext-link>, National Autonomous University of Mexico, Mexico</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1787126/overview">Simona Brillante</ext-link>, Telethon Institute of Genetics and Medicine (TIGEM), Italy</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1803523/overview">Yunyun Liu</ext-link>, Sun Yat-sen Memorial Hospital, China</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Quandan Tan, <email>tanquandan2022@163.com</email>; Jie Yang, <email>yangjie1126@163.com</email>; Suping Li, <email>lisuping1900@163.com</email>
</corresp>
</author-notes>
<pub-date pub-type="epub">
<day>08</day>
<month>09</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>16</volume>
<elocation-id>1618105</elocation-id>
<history>
<date date-type="received">
<day>25</day>
<month>04</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>28</day>
<month>08</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2025 Ni, Chen, Xiang, Shao, Chen, Chen, Wang, Hao, Huang, Cao, Yang, Tan, Yang and Li.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Ni, Chen, Xiang, Shao, Chen, Chen, Wang, Hao, Huang, Cao, Yang, Tan, Yang and Li</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>The high incidence and mortality rates of cardiovascular and cerebrovascular diseases make them a significant global health challenge. Antiplatelet drugs play a central role in the prevention and treatment of these diseases. Despite the wide range of available antiplatelet drugs, antiplatelet drug resistance is not rare. So optimizing drug use through personalized treatment strategies to achieve maximum therapeutic benefit remains a major challenge in clinical practice. Non-coding RNAs, including microRNAs (miRNAs), long non-coding RNAs (lncRNAs), and circular RNAs (circRNAs), have made significant progress in understanding their regulatory roles in drug resistance, becoming a frontier area of current research. In addition to the regulatory functions of non-coding RNAs, emerging studies have highlighted the role of RNA modifications, such as N6-methyladenosine (m6A), in the regulation of gene expression and cellular processes involved in antiplatelet drug resistance. These modifications contribute to the stability, splicing, and translation of RNA, further influencing their roles in drug resistance mechanisms. In recent years, significant progress has been made in the research of non-coding RNAs and RNA modifications, revealing their crucial roles in the mechanisms of antiplatelet drug resistance. This review focuses on the latest advancements in non-coding RNA research related to antiplatelet drug resistance and explores the emerging field of RNA modifications. It analyzes potential underlying mechanisms and discusses future research directions, aiming to provide new theoretical support and research perspectives for personalized precision antiplatelet.</p>
</abstract>
<abstract abstract-type="graphical">
<title>Graphical Abstract</title>
<p>
<fig>
<caption>
<p>Antiplatelet drugs are key medications in the prevention and treatment of cardiovascular and cerebrovascular diseases, and the issue of drug resistance is receiving increasing attention. Epigenetics, such as non-coding RNAs and RNA modifications (especially m6A), as emerging fields, are gradually playing an important role in antiplatelet drug resistance. This review summarizes the mechanisms of non-coding RNAs and RNA modifications in antiplatelet drug resistance and the related research progress.</p>
</caption>
<graphic xlink:href="FGENE_fgene-2025-1618105_wc_abs.tif">
<alt-text content-type="machine-generated">Infographic on cardiovascular and cerebrovascular diseases highlighting their high incidence, disability, mortality, and recurrence rates, linked to atherosclerotic thrombosis as the major pathological basis. It emphasizes antiplatelet therapy&#x27;s role but notes drug resistance concerns. The focus is on non-coding RNAs and RNA modifications as research hotspots for understanding resistance mechanisms and potential clinical applications.</alt-text>
</graphic>
</fig>
</p>
</abstract>
<kwd-group>
<kwd>cardiovascular diseases</kwd>
<kwd>cerebrovascular disease</kwd>
<kwd>antiplatelet drug resistance</kwd>
<kwd>non-coding RNAs</kwd>
<kwd>RNA modifications</kwd>
</kwd-group>
<contract-num rid="cn001">82171295</contract-num>
<contract-num rid="cn002">2023YFS0042</contract-num>
<contract-num rid="cn003">24LCYJZD04 24YWYL03</contract-num>
<contract-num rid="cn004">2024MS513</contract-num>
<contract-sponsor id="cn001">National Natural Science Foundation of China<named-content content-type="fundref-id">10.13039/501100001809</named-content>
</contract-sponsor>
<contract-sponsor id="cn002">Sichuan Provincial Science and Technology Support Program<named-content content-type="fundref-id">10.13039/100012542</named-content>
</contract-sponsor>
<contract-sponsor id="cn003">Health Commission of Sichuan Province<named-content content-type="fundref-id">10.13039/501100020207</named-content>
</contract-sponsor>
<contract-sponsor id="cn004">Sichuan Provincial Administration of Traditional Chinese Medicine<named-content content-type="fundref-id">10.13039/501100016350</named-content>
</contract-sponsor>
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<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>RNA</meta-value>
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</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>Recent global disease burden data indicates that cardiovascular and cerebrovascular diseases pose a heavy burden. These diseases not only lead to increased mortality rates but also result in high disability rates and disease burden, severely affecting public health and quality of life (<xref ref-type="bibr" rid="B65">Li et al., 2023</xref>; <xref ref-type="bibr" rid="B66">Li et al., 2024</xref>). Antiplatelet drugs are central to the prevention and treatment of cardiovascular and cerebrovascular diseases by inhibiting platelet aggregation, playing a crucial role in the prevention and treatment of cardiovascular and cerebrovascular diseases (<xref ref-type="bibr" rid="B100">Stanger et al., 2023</xref>; <xref ref-type="bibr" rid="B34">Greco et al., 2023</xref>; <xref ref-type="bibr" rid="B46">Kamarova et al., 2022</xref>). However, due to individual differences and the complexity of molecular mechanisms, these drugs may encounter varying degrees of resistance in clinical applications. Notably, approximately 20% of patients exhibit dual high on-treatment platelet reactivity to aspirin and clopidogrel (<xref ref-type="bibr" rid="B9">Breet et al., 2011</xref>). Aspirin resistance occurs in up to 60% of cases (<xref ref-type="bibr" rid="B93">Sambu et al., 2013</xref>), while clopidogrel resistance reaches 40% (<xref ref-type="bibr" rid="B4">Angiolillo et al., 2007</xref>), both correlating with increased risks of atherothrombotic events. Approximately 10%&#x2013;30% of patients with antiplatelet resistance experience ischemic events (<xref ref-type="bibr" rid="B108">Udell et al., 2016</xref>; <xref ref-type="bibr" rid="B62">Li et al., 2012</xref>; <xref ref-type="bibr" rid="B91">Reny et al., 2012</xref>). A prospective multicenter registry study demonstrated significantly elevated stent thrombosis risk, particularly showing 1.49-fold increased risk in clopidogrel high-responders (<xref ref-type="bibr" rid="B103">Stone et al., 2013</xref>). Overall, patients with antiplatelet resistance face 2- to 3-fold higher cardiovascular event risks compared to normal responders (<xref ref-type="bibr" rid="B35">Gum et al., 2003</xref>; <xref ref-type="bibr" rid="B37">Gurbel et al., 2003</xref>).</p>
<p>Antiplatelet drug resistance currently lacks a standardized definition but is broadly categorized into laboratory resistance and clinical resistance. This refers to the phenomenon where patients experience thrombotic events or demonstrate laboratory-confirmed failure of platelet function inhibition despite receiving standard antiplatelet therapy (<xref ref-type="bibr" rid="B39">Hankey and Eikelboom, 2006</xref>; <xref ref-type="bibr" rid="B31">Floyd and Ferro, 2015</xref>). Based on mechanistic characteristics, it can be divided into two types: primary resistance and secondary resistance. Primary resistance stems from the patient&#x2019;s inherent inherited pharmacogenetic abnormalities, including genetic polymorphisms of drug-metabolizing enzymes (such as CYP2C19 loss-of-function alleles) or target receptor variations (like P2Y12 receptor polymorphisms), resulting in the inability of the drug to achieve the expected antiplatelet effect from the outset of therapy (<xref ref-type="bibr" rid="B41">Hou, 2024</xref>; <xref ref-type="bibr" rid="B29">Fitzgerald and Pirmohamed, 2011</xref>; <xref ref-type="bibr" rid="B87">Pereira et al., 2019</xref>; <xref ref-type="bibr" rid="B2">Akkaif et al., 2021</xref>). Secondary resistance occurs after initially effective treatment and is triggered by acquired factors, commonly including drug-drug interactions (e.g., proton pump inhibitors competitively inhibiting clopidogrel metabolism), disease-related enhancement of platelet activation (e.g., in inflammatory conditions such as diabetes), accelerated platelet turnover, or poor patient adherence (<xref ref-type="bibr" rid="B39">Hankey and Eikelboom, 2006</xref>; <xref ref-type="bibr" rid="B43">Huang et al., 2025</xref>; <xref ref-type="bibr" rid="B47">Kaur et al., 2018</xref>). Resistance not only leads to reduced therapeutic efficacy but also increases the risk of vascular events, thereby affecting the overall prognosis of patients (<xref ref-type="bibr" rid="B39">Hankey and Eikelboom, 2006</xref>; <xref ref-type="bibr" rid="B99">Spanos et al., 2017</xref>; <xref ref-type="bibr" rid="B5">Ball, 2009</xref>). The mechanisms of antiplatelet drug resistance are complex and are often closely related to factors such as variations in drug-metabolizing enzymes, mutations in target proteins, and epigenetic regulation (<xref ref-type="bibr" rid="B29">Fitzgerald and Pirmohamed, 2011</xref>; <xref ref-type="bibr" rid="B87">Pereira et al., 2019</xref>; <xref ref-type="bibr" rid="B50">Kim et al., 2024</xref>). Traditional research has primarily focused on the genetic factors of drug resistance, with relatively few exploration into the epigenetic mechanisms, particularly non-coding RNAs.</p>
<p>Non-coding RNAs refer to RNA molecules that do not encode proteins, primarily including microRNAs (miRNAs), long non-coding RNAs (lncRNAs), and circular RNAs (circRNAs). These non-coding RNAs influence various biological processes by regulating gene expression, cellular physiological processes, and other biological functions (<xref ref-type="bibr" rid="B14">Chen and Kim, 2024</xref>). miRNAs, small RNA molecules of approximately 22 nucleotides, play a key role in regulating complex genetic networks and cellular signaling pathways (<xref ref-type="bibr" rid="B12">Bushati and Cohen, 2007</xref>; <xref ref-type="bibr" rid="B6">Bartel, 2004</xref>; <xref ref-type="bibr" rid="B58">Lee et al., 1993</xref>). In addition to being potential biomarkers and diagnostic tools, miRNAs have shown great promise in disease treatment (<xref ref-type="bibr" rid="B24">Diener et al., 2022</xref>; <xref ref-type="bibr" rid="B79">MicroRNAs, 2017</xref>). Studies have demonstrated the regulatory role of miRNAs in platelet function. For instance, the effector complex formed by miR-223 and Ago2 can specifically target the purinergic receptor P2Y12, which is involved in platelet aggregation, thereby modulating platelet activation (<xref ref-type="bibr" rid="B56">Landry et al., 2009</xref>). Existing studies have demonstrated that miRNAs play an important role in regulating platelet function and reactivity, as well as in the mechanisms of antiplatelet drug resistance (<xref ref-type="bibr" rid="B101">Stojkovic et al., 2019</xref>; <xref ref-type="bibr" rid="B98">Singh et al., 2021</xref>; <xref ref-type="bibr" rid="B114">Willeit et al., 2013</xref>). lncRNAs, typically composed of hundreds to thousands of nucleotides, are widely involved in transcriptional regulation, epigenetic regulation, translation, and other cellular processes (<xref ref-type="bibr" rid="B10">Bridges et al., 2021</xref>; <xref ref-type="bibr" rid="B38">Hangauer et al., 2013</xref>). Research has revealed that MT1P3 upregulates P2Y12 by sponging miR-126, thereby promoting platelet hyperreactivity in diabetes (<xref ref-type="bibr" rid="B124">Zhou et al., 2019</xref>). The role of lncRNAs in antiplatelet drug resistance has gradually become a research hotspot (<xref ref-type="bibr" rid="B113">Wang et al., 2020</xref>). circRNAs are RNA molecules with a closed-loop structure, primarily regulate gene expression through functions such as acting as miRNA sponges and regulating protein translation (<xref ref-type="bibr" rid="B125">Zhou WY. et al., 2020</xref>). CircRNAs are abundantly expressed in human platelets (<xref ref-type="bibr" rid="B3">Alhasan et al., 2016</xref>), Platelet-derived circRNAs can interact with protein complexes of varying sizes, as exemplified by the platelet-specific circRNA Plt-circR4 (<xref ref-type="bibr" rid="B89">Preu&#xdf;er et al., 2018</xref>). Although research on circRNAs in antiplatelet drug resistance is still in its early stages, existing findings suggest that circRNAs hold significant potential in resistance mechanisms (<xref ref-type="bibr" rid="B118">Xu et al., 2025</xref>). Recent studies have also suggested that RNA modifications, such as N6-methyladenosine (m6A), may affect the functional roles of circRNAs and other non-coding RNAs in modulating gene expression and contributing to antiplatelet drug resistance (<xref ref-type="bibr" rid="B120">Yu et al., 2023</xref>). m6A modification, a prevalent and dynamic RNA modification, has been implicated in the regulation of RNA stability, splicing, translation, and the degradation of non-coding RNAs (<xref ref-type="bibr" rid="B121">Yue et al., 2019</xref>; <xref ref-type="bibr" rid="B60">Lence et al., 2017</xref>), thus influencing their role in drug resistance mechanisms (<xref ref-type="bibr" rid="B69">Liu and Pan, 2016</xref>). However, there are currently no reported studies on the roles of other RNA epigenetic modifications (such as m5C, &#x3a8;, etc.) in antiplatelet drug resistance, and this field urgently requires further investigation.</p>
<p>This article primarily reviews the role of non-coding RNAs in the resistance to antiplatelet drugs, exploring their potential molecular mechanisms and providing an outlook on future research directions. In addition, the article also discusses the emerging field of RNA modifications, with a particular focus on m6A modification, and its potential impact on antiplatelet drug resistance.</p>
</sec>
<sec id="s2">
<title>2 Non-coding RNAs and RNA modifications in aspirin resistance</title>
<p>Aspirin, as a core drug for the prevention and treatment of cardiovascular and cerebrovascular diseases, has been consistently recommended as a Class I medication in both domestic and international guidelines (<xref ref-type="bibr" rid="B22">Dawson et al., 2022</xref>; <xref ref-type="bibr" rid="B1">Abdelaziz et al., 2019</xref>; <xref ref-type="bibr" rid="B61">Li and Zhao, 2024</xref>). However, approximately 20%&#x2013;60% of patients develop resistance to aspirin, which not only weakens its therapeutic effect but also presents a significant challenge for clinicians when formulating treatment plans (<xref ref-type="bibr" rid="B93">Sambu et al., 2013</xref>; <xref ref-type="bibr" rid="B28">Fiolaki et al., 2017</xref>; <xref ref-type="bibr" rid="B48">Khan et al., 2022</xref>). Previous studies have revealed that the mechanisms of aspirin resistance are primarily linked to genetic factors, drug interactions, patient adherence, and inflammatory responses (<xref ref-type="bibr" rid="B39">Hankey and Eikelboom, 2006</xref>; <xref ref-type="bibr" rid="B29">Fitzgerald and Pirmohamed, 2011</xref>; <xref ref-type="bibr" rid="B30">Floyd and Ferro, 2014</xref>). With the rapid development of high-throughput genomics and chip technologies, scientists have gradually recognized the potential role of non-coding RNAs in the mechanisms of aspirin resistance. Recent research has also gradually unveiled the complex mechanisms of non-coding RNAs in aspirin resistance (<xref ref-type="table" rid="T1">Table 1</xref>), providing new directions for the development of novel biomarkers and drug intervention strategies.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Research Summary: mechanisms of Non-coding RNAs and RNA Modifications in aspirin resistance and platelet reactivity regulation.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Non-coding RNAs</th>
<th align="left">Study population</th>
<th align="left">Drug</th>
<th align="left">Platelet function testing and definition of resistance</th>
<th align="left">Potential targets</th>
<th align="left">Findings/Conclusions</th>
<th align="left">Ref.</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">miR-19b-1-5p</td>
<td align="left">ACS Patients (n &#x3d; 945)</td>
<td align="left">Aspirin</td>
<td align="left">Multiplate Analyzer measurement; ASPItest &#x2265;30 U</td>
<td align="left">GUCY1A3, NOS3, PDE5</td>
<td align="left">Low expression of miR-19b-1-5p is associated with persistent platelet aggregation during aspirin therapy</td>
<td align="left">
<xref ref-type="bibr" rid="B98">Singh et al. (2021)</xref>
</td>
</tr>
<tr>
<td align="left">miR-34b-3p</td>
<td align="left">CAD patients (n &#x3d; 113)</td>
<td align="left">Aspirin</td>
<td align="left">Light transmission aggregation (LTA); high reactivity refers to the lowest quartile of platelet aggregation</td>
<td align="left">TBXAS1</td>
<td align="left">miR-34b-3p may regulate platelet function and aspirin response</td>
<td align="left">
<xref ref-type="bibr" rid="B72">Liu et al. (2019)</xref>
</td>
</tr>
<tr>
<td align="left">miR-135a-5p, miR-204-5p</td>
<td align="left">Patients with symptomatic atherosclerotic thrombotic disease (n &#x3d; 110)</td>
<td align="left">Aspirin</td>
<td align="left">Light transmission aggregation (LTA) measurement; PR index is at the extreme values</td>
<td align="left">THBS1, CDC42, CORO1C, SPTBN1, TPM3, GTPBP2, MAPRE2</td>
<td align="left">miR-135a-5p and miR-204-5p are associated with platelet reactivity</td>
<td align="left">
<xref ref-type="bibr" rid="B129">Zufferey et al. (2016)</xref>
</td>
</tr>
<tr>
<td align="left">miR-92a</td>
<td align="left">Patients with intermittent claudication (n &#x3d; 209)</td>
<td align="left">Aspirin</td>
<td align="left">Multiplate Analyzer measurement; ASPItest &#x2265;30 U</td>
<td align="left">NA</td>
<td align="left">miR-92a is associated with aspirin resistance</td>
<td align="left">
<xref ref-type="bibr" rid="B8">Binderup et al. (2019)</xref>
</td>
</tr>
<tr>
<td align="left">miR-126</td>
<td align="left">CAD patients (n &#x3d; 118)</td>
<td align="left">Aspirin</td>
<td align="left">Automated platelet aggregation analyzer; AA-induced platelet aggregation rate &#x2265;20%</td>
<td align="left">VEGF, COX-2</td>
<td align="left">Urinary miR-126 can serve as an independent risk factor for aspirin resistance</td>
<td align="left">
<xref ref-type="bibr" rid="B26">Fan et al. (2016)</xref>
</td>
</tr>
<tr>
<td align="left">miR-126</td>
<td align="left">CAD patients (n &#x3d; 106)</td>
<td align="left">Aspirin</td>
<td align="left">Automated platelet aggregation analyzer; AA-induced platelet aggregation rate &#x2265;20%</td>
<td align="left">NA</td>
<td align="left">Platelet miR-126 is closely related to aspirin resistance</td>
<td align="left">
<xref ref-type="bibr" rid="B70">Liu et al. (2017)</xref>
</td>
</tr>
<tr>
<td align="left">miR-223</td>
<td align="left">AIS patients (58)</td>
<td align="left">Aspirin/Aspirin &#x2b; Clopidogrel</td>
<td align="left">Whole blood impedance method; ADP-induced platelet aggregation rate &#x2265;70% or AA-induced &#x2265;20%</td>
<td align="left">NA</td>
<td align="left">miR-223 and aspirin resistance in patients with AIS</td>
<td align="left">
<xref ref-type="bibr" rid="B18">Chen et al. (2021)</xref>
</td>
</tr>
<tr>
<td align="left">lncRNA H19</td>
<td align="left">AIS patients (n &#x3d; 150)</td>
<td align="left">Aspirin</td>
<td align="left">ELISA kit measuring the level of 11dhTXA2 in urine; urine 11dhTXA2/creatinine ratio &#x3e;1,500&#xa0;pg/mg</td>
<td align="left">8-iso-PGF2</td>
<td align="left">H19 long non-coding RNA is closely associated with aspirin resistance</td>
<td align="left">
<xref ref-type="bibr" rid="B113">Wang et al. (2020)</xref>
</td>
</tr>
<tr>
<td align="left">RNA N6-methyladenosine methylation</td>
<td align="left">Elderly patients requiring primary or secondary prevention (n &#x3d; 34)</td>
<td align="left">Aspirin</td>
<td align="left">Turbidimetric assay; platelet aggregation rate &#x3c;7%</td>
<td align="left">NA</td>
<td align="left">RNA m6A methylation level is elevated in elderly patients with low aspirin responsiveness</td>
<td align="left">
<xref ref-type="bibr" rid="B123">Zhang et al. (2023)</xref>
</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>1CORO1C, Coronin 1C; SPTBN1, Spectrin Beta Non-Erythrocytic 1; TPM3, Tropomyosin 3; GTPBP2, GTP Binding Protein 2; MAPRE2, Microtubule Associated Protein RP/EB Family Member 2; PR Index, Platelet Reactivity Index; NA, means no.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<sec id="s2-1">
<title>2.1 The role of miRNAs in aspirin resistance</title>
<p>Research indicates that miRNAs play a key role in platelet function and the mechanisms of aspirin resistance by regulating gene expression. Multiple studies have confirmed that specific miRNAs can serve as important biomarkers for aspirin resistance. Among them, low expression of miR-92a combined with platelet distribution width (PDW) shows high sensitivity and specificity; plasma miR-92a levels are significantly higher in aspirin-resistant patients compared to aspirin-sensitive patients (<xref ref-type="bibr" rid="B7">Binderup et al., 2016</xref>; <xref ref-type="bibr" rid="B8">Binderup et al., 2019</xref>). Additionally, downregulation of miR-19b-1-5p is closely associated with aspirin resistance and an increased risk of major adverse cardiovascular and cerebrovascular events (MACCE) in patients with acute coronary syndrome (ACS) (<xref ref-type="bibr" rid="B98">Singh et al., 2021</xref>; <xref ref-type="bibr" rid="B51">Kok et al., 2016</xref>). In patients with acute ischemic stroke (AIS), miR-223 has also been shown to be significantly associated with aspirin resistance (<xref ref-type="bibr" rid="B18">Chen et al., 2021</xref>). From a mechanistic perspective, miR-135a-5p and miR-204-5p affect the aspirin response by regulating a gene network including thrombospondin-1 (THBS1) and cell division cycle protein 42 (CDC42) (<xref ref-type="bibr" rid="B129">Zufferey et al., 2016</xref>). MiR-34b-3p regulates platelet function by inhibiting thromboxane A synthase (TBXAS1) and megakaryocyte proliferation (<xref ref-type="bibr" rid="B72">Liu et al., 2019</xref>). MiR-126 is involved in resistance formation by promoting platelet activation and aggregation, and its urinary level has been identified as an independent risk factor for aspirin resistance (<xref ref-type="bibr" rid="B70">Liu et al., 2017</xref>; <xref ref-type="bibr" rid="B26">Fan et al., 2016</xref>). Notably, long-term aspirin treatment can lead to downregulation of miR-26b expression in platelets, which in turn upregulates multidrug resistance protein 4 (MRP4) expression, enhancing platelet residual reactivity (<xref ref-type="bibr" rid="B55">La et al., 2018</xref>; <xref ref-type="bibr" rid="B78">Massimi et al., 2016</xref>). This provides a new basis for personalized adjustments in clinical long-term medication. These findings not only reveal the core regulatory role of miRNAs in aspirin resistance but also demonstrate their important clinical value in personalized treatment and resistance monitoring, laying the theoretical foundation for the development of precise antiplatelet strategies.</p>
</sec>
<sec id="s2-2">
<title>2.2 LncRNA and aspirin resistance</title>
<p>Large-scale analyses have revealed the complex expression profiles of lncRNAs in platelets and explored their correlation with platelet reactivity, suggesting that lncRNAs may serve as novel platelet function regulators (<xref ref-type="bibr" rid="B105">Sun et al., 2022</xref>). In a study of patients with AIS, the polymorphism of the H19 gene was closely associated with susceptibility in this population. It was found that H19 lncRNA induces aspirin resistance by promoting the generation of eight-iso-Prostaglandin F2&#x3b1; (8-iso-PGF2) (<xref ref-type="bibr" rid="B113">Wang et al., 2020</xref>). These findings further demonstrate the significant role of specific lncRNAs in aspirin resistance. Although current research on lncRNAs in aspirin resistance is limited, ncRNAs provide novel perspectives for future personalized treatment and aspirin resistance prediction.</p>
</sec>
<sec id="s2-3">
<title>2.3 CircRNA and aspirin resistance</title>
<p>Current research on the molecular mechanisms by which circRNAs regulate aspirin resistance remains an unexplored field. Notably, as competing endogenous RNAs (ceRNAs), circRNAs can specifically sequester microRNAs through their &#x201c;molecular sponge&#x201d; effect, thereby relieving miRNA-mediated suppression of target mRNAs (<xref ref-type="bibr" rid="B15">Chen and Lu, 2021</xref>; <xref ref-type="bibr" rid="B84">Panda, 2018</xref>; <xref ref-type="bibr" rid="B71">Liu et al., 2018</xref>). Studies have revealed significant correlations between plasma circRNA expression profiles and platelet activity in heart failure patients (<xref ref-type="bibr" rid="B104">Sun et al., 2020</xref>). Building upon the ceRNA regulatory network theory, future integration of multi-omics technologies with network pharmacology approaches may provide novel targeted therapeutic strategies for personalized antiplatelet therapy.</p>
</sec>
<sec id="s2-4">
<title>2.4 RNA modifications and aspirin resistance</title>
<p>Emerging evidence suggests that m6A RNA methylation may regulate key genes in platelet activation pathways (e.g., PIK3R5, PLCG2) through post-transcriptional modifications, including mRNA stability, splicing efficiency, and translational dynamics, thereby modulating platelet activation thresholds and aggregation capacity (<xref ref-type="bibr" rid="B117">Xu et al., 2021</xref>). Furthermore, studies indicate that alterations in m6A methylation can influence platelet function and subsequently affect aspirin responsiveness in elderly patients (<xref ref-type="bibr" rid="B123">Zhang et al., 2023</xref>). Such methylation modifications may contribute to interindividual variability in drug response among aging populations, ultimately impacting aspirin&#x2019;s therapeutic efficacy. Currently, no direct evidence supports associations between other RNA modifications (e.g., m<sup>5</sup>C, ac<sup>4</sup>C, &#x3a8;) and platelet function. Although research on RNA methylation remains limited, further investigation in this field may provide novel mechanistic insights into platelet regulation and facilitate the development of personalized antiplatelet therapies.</p>
</sec>
</sec>
<sec id="s3">
<title>3 Non-coding RNAs and clopidogrel resistance</title>
<p>Clopidogrel is a commonly used antiplatelet drug for cardiovascular and cerebrovascular diseases, known for its high safety and effectiveness. It significantly reduces the risk of cardiovascular and cerebrovascular events and plays an important role in prevention and treatment (<xref ref-type="bibr" rid="B33">Gimbel et al., 2020</xref>; <xref ref-type="bibr" rid="B109">Valgimigli et al., 2024</xref>; <xref ref-type="bibr" rid="B19">Chen et al., 2024</xref>). However, approximately 30%&#x2013;45% of patients may develop clopidogrel resistance (<xref ref-type="bibr" rid="B28">Fiolaki et al., 2017</xref>; <xref ref-type="bibr" rid="B90">Ray, 2014</xref>). Clopidogrel resistance remains an important challenge in clinical treatment, particularly closely related to individual differences in platelet reactivity. The mechanisms of clopidogrel resistance are complex, involving genetic factors, drug interactions, clinical factors, and other aspects (<xref ref-type="bibr" rid="B87">Pereira et al., 2019</xref>; <xref ref-type="bibr" rid="B82">Nguyen et al., 2005</xref>). In recent years, significant progress has been made in research on the role of non-coding RNAs in the response to clopidogrel antiplatelet therapy (<xref ref-type="table" rid="T2">Table 2</xref>). Increasing evidence suggests that changes in the expression of non-coding RNAs during clopidogrel treatment have a profound impact on resistance, making it a key focus of research on this issue.</p>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>Research synthesis: regulatory roles of non-coding RNAs and RNA Modifications in clopidogrel resistance and platelet reactivity.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Non-coding RNAs</th>
<th align="left">Study population</th>
<th align="left">Drugs</th>
<th align="left">Platelet function testing and definition of resistance</th>
<th align="left">Potential targets</th>
<th align="left">Findings/Conclusions</th>
<th align="left">Ref.</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">miR-199a-5p</td>
<td align="left">CAD patients (n &#x3d; 508)</td>
<td align="left">Clopidogrel&#x2b; Aspirin</td>
<td align="left">Flow cytometry detection; HTPR is defined as PRI &#x3e;50%</td>
<td align="left">VASP</td>
<td align="left">Decreased levels of miR-199a-5p are associated with increased platelet reactivity after clopidogrel treatment</td>
<td align="left">
<xref ref-type="bibr" rid="B42">Hu et al. (2023)</xref>
</td>
</tr>
<tr>
<td align="left">miR-223</td>
<td align="left">NSTE-ACS patients (n &#x3d; 33)</td>
<td align="left">Clopidogrel &#x2b; Aspirin</td>
<td align="left">Flow cytometry measured PRI and light transmission aggregation measured PAG; PRI &#x3e;56.5%, PAG &#x3e;43%</td>
<td align="left">P2Y12</td>
<td align="left">Low expression of miR-223 is associated with clopidogrel resistance</td>
<td align="left">
<xref ref-type="bibr" rid="B96">Shi et al. (2013)</xref>
</td>
</tr>
<tr>
<td align="left">MiR-223 , miR-126</td>
<td align="left">STEMI patients (n &#x3d; 120)</td>
<td align="left">Clopidogrel &#x2b; Aspirin</td>
<td align="left">VerifyNow analyzer; PRU &#x3e;208</td>
<td align="left">NA</td>
<td align="left">miR-223 and miR-126 play a role in dual antiplatelet therapy resistance</td>
<td align="left">
<xref ref-type="bibr" rid="B64">Li et al. (2021)</xref>
</td>
</tr>
<tr>
<td align="left">miRNA-142-3p, miRNA-24-3p, miRNA-411-3p</td>
<td align="left">CAD patients (n &#x3d; 66)</td>
<td align="left">Clopidogrel &#x2b; Aspirin</td>
<td align="left">VerifyNow analyzer; Platelet aggregation (IPA) &#x3c; 30%</td>
<td align="left">NA</td>
<td align="left">These three miRNAs may be potential biomarkers for clopidogrel resistance</td>
<td align="left">
<xref ref-type="bibr" rid="B68">Lin et al. (2021)</xref>
</td>
</tr>
<tr>
<td align="left">miR-223, miR-221, miR-21</td>
<td align="left">ACS patients (n &#x3d; 272)</td>
<td align="left">Clopidogrel &#x2b; Aspirin</td>
<td align="left">Light transmission aggregation (LTA); RI &#x3c; 10%</td>
<td align="left">P2Y12</td>
<td align="left">These three miRNAs play a role in clopidogrel resistance</td>
<td align="left">
<xref ref-type="bibr" rid="B86">Peng et al. (2017)</xref>
</td>
</tr>
<tr>
<td align="left">miR-223, miR-21</td>
<td align="left">CAD patients undergoing PCI(n &#x3d; 119)</td>
<td align="left">Clopidogrel &#x2b; Aspirin</td>
<td align="left">Thromboelastography (TEG5000); Platelet inhibition rate &#x3c;50%</td>
<td align="left">NA</td>
<td align="left">miR-223 and miR-21 are associated with clopidogrel resistance</td>
<td align="left">
<xref ref-type="bibr" rid="B36">Guo et al. (2020)</xref>
</td>
</tr>
<tr>
<td align="left">miR-126, miR-130a, miR-27a, miR-106a, miR-21 and miR-142</td>
<td align="left">CAD patients (n &#x3d; 1,230)</td>
<td align="left">Clopidogrel &#x2b; Aspirin</td>
<td align="left">VerifyNow analyzer; PRUs &#x3e;208</td>
<td align="left">NA</td>
<td align="left">These six miRNAs are associated with platelet aggregation in patients treated with clopidogrel</td>
<td align="left">
<xref ref-type="bibr" rid="B107">Tang et al. (2019)</xref>
</td>
</tr>
<tr>
<td align="left">miR-1343-3p, hsa-miR-6783-3p</td>
<td align="left">PCI or ACS patients (n &#x3d; 292)</td>
<td align="left">Clopidogrel &#x2b; Aspirin/Clopidogrel</td>
<td align="left">Platelet aggregation assessed by Chronolog Lumi-Aggregometer and its AggroLink software; &#x394;A &#x3c; 10%</td>
<td align="left">CYP2C19</td>
<td align="left">mirSNPs regulate CYP2C19 gene expression through miRNAs, affecting clopidogrel drug response</td>
<td align="left">
<xref ref-type="bibr" rid="B95">Sharma et al. (2020)</xref>
</td>
</tr>
<tr>
<td align="left">miR-107</td>
<td align="left">ACS patients (n &#x3d; 50)</td>
<td align="left">Clopidogrel &#x2b; Aspirin</td>
<td align="left">VerifyNow analyzer; PRU &#x2265;300</td>
<td align="left">P2Y12</td>
<td align="left">Platelet miR-107 is associated with clopidogrel resistance</td>
<td align="left">
<xref ref-type="bibr" rid="B122">Zhang et al. (2022)</xref>
</td>
</tr>
<tr>
<td align="left">miR-126</td>
<td align="left">ACS patients (n &#x3d; 364)</td>
<td align="left">Clopidogrel &#x2b; Aspirin</td>
<td align="left">Thromboelastography (TEG); TEG MAADP &#x3e;47&#xa0;mm, ADP inhibition rate &#x3c;30%</td>
<td align="left">P2Y12</td>
<td align="left">miR-126 may affect the reactivity and efficacy of clopidogrel antiplatelet therapy</td>
<td align="left">
<xref ref-type="bibr" rid="B127">Zhou et al. (2021)</xref>
</td>
</tr>
<tr>
<td align="left">miR-223, miR-126, miR-150</td>
<td align="left">ACS patients (n &#x3d; 430)</td>
<td align="left">Clopidogrel &#x2b; Aspirin</td>
<td align="left">TEG; the top 10 platelet reactivity values are considered high platelet reactivity</td>
<td align="left">P2Y12, ADAM9 , PI3KR2</td>
<td align="left">These three miRNAs may be associated with changes in clopidogrel&#x2019;s antiplatelet response</td>
<td align="left">
<xref ref-type="bibr" rid="B73">Liu et al. (2020)</xref>
</td>
</tr>
<tr>
<td align="left">miRNA-26a</td>
<td align="left">ACS patients undergoing PCI(n &#x3d; 201)</td>
<td align="left">Clopidogrel &#x2b; Aspirin</td>
<td align="left">Light transmission aggregation (LTA); Platelet aggregation &#x3e;59%</td>
<td align="left">VASP mRNA</td>
<td align="left">Upregulation of miRNA-26a is associated with clopidogrel resistance</td>
<td align="left">
<xref ref-type="bibr" rid="B32">Giantini et al. (2022)</xref>
</td>
</tr>
<tr>
<td align="left">lncRNA (NONHSAT083775.2, NONHSAT 107804.2, NONHSATl33455.2)</td>
<td align="left">CAD patients (n &#x3d; 136)</td>
<td align="left">Clopidogrel</td>
<td align="left">Whole blood electrical impedance method; Platelet aggregation rate &#x2265;10&#xa0;&#x3a9;</td>
<td align="left">NA</td>
<td align="left">The differential expression of these three lncRNAs is associated with clopidogrel resistance</td>
<td align="left">
<xref ref-type="bibr" rid="B116">Xie et al. (2019)</xref>
</td>
</tr>
<tr>
<td rowspan="2" align="left">hsa_circ_0076957<break/>hsa_circ_0057714</td>
<td rowspan="2" align="left">Patients with stable CAD (n &#x3d; 50)</td>
<td rowspan="2" align="left">Clopidogrel &#x2b; Aspirin</td>
<td rowspan="2" align="left">VerifyNow analyzer; PRU &#x3e;240</td>
<td align="left">COL19A1</td>
<td rowspan="2" align="left">hsa_circ_0057714 and hsa_circ_0076957 as novel biomarkers for clopidogrel resistance</td>
<td rowspan="2" align="left">
<xref ref-type="bibr" rid="B118">Xu et al. (2025)</xref>
</td>
</tr>
<tr>
<td align="left">AOX1</td>
</tr>
<tr>
<td align="left">N6-methyladenosine</td>
<td align="left">CAD Patients (n &#x3d; 46)</td>
<td align="left">Clopidogrel &#x2b; Aspirin</td>
<td align="left">VerifyNow analyzer; PRU &#x3e;240</td>
<td align="left">NA</td>
<td align="left">Revealed the m6A transcriptomic profile of clopidogrel resistance</td>
<td align="left">
<xref ref-type="bibr" rid="B120">Yu et al. (2023)</xref>
</td>
</tr>
<tr>
<td align="left">N6-methyladenosine</td>
<td align="left">IS Patients (n &#x3d; 10)</td>
<td align="left">Clopidogrel</td>
<td align="left">Automated Platelet Aggregation Analyzer (PL-12); Platelet aggregation inhibition rate &#x3c;30%</td>
<td align="left">CYP2C19</td>
<td align="left">METTL3-mediated CYP2C19 mRNA methylation is associated with clopidogrel resistance</td>
<td align="left">
<xref ref-type="bibr" rid="B106">Tan et al. (2024)</xref>
</td>
</tr>
</tbody>
</table>
</table-wrap>
<sec id="s3-1">
<title>3.1 miRNA and clopidogrel resistance</title>
<sec id="s3-1-1">
<title>3.1.1 miR-223 and clopidogrel resistance</title>
<p>Studies have shown that in patients with non-diabetic coronary heart disease and non-ST elevation acute coronary syndrome (NSTE-ACS), miR-223 plays an important role in regulating platelet function by targeting key signaling pathways downstream of the adenosine diphosphate (ADP) receptor (P2Y12), and it can serve as a potential biomarker for predicting clopidogrel resistance (<xref ref-type="bibr" rid="B96">Shi et al., 2013</xref>). Meta-analysis further supports this view, revealing that lower plasma levels of miR-223 are independently associated with clopidogrel resistance in Chinese ACS patients (<xref ref-type="bibr" rid="B20">Cheng et al., 2023</xref>). In a study on the GAS5 single nucleotide polymorphism (SNP) rs55829688, GAS5 was found to act as a competitive endogenous RNA for miR-223-3p, regulating the expression of the P2Y12 receptor, which in turn affects the response of coronary heart disease patients with poor metabolic genotypes of CYP2C19 to clopidogrel. This mechanism highlights the potential role of GAS5 in antiplatelet therapy, particularly in regulating clopidogrel response (<xref ref-type="bibr" rid="B74">Liu et al., 2021</xref>). Additionally, research has found that miR-223 and miR-21 are associated with clopidogrel resistance, especially in coronary heart disease patients undergoing percutaneous coronary intervention (PCI) (<xref ref-type="bibr" rid="B36">Guo et al., 2020</xref>). In summary, miR-223 may serve as a potential biomarker for predicting clopidogrel resistance, helping doctors make early predictions during treatment.</p>
</sec>
<sec id="s3-1-2">
<title>3.1.2 The role of other miRNAs in clopidogrel resistance</title>
<p>In addition to miR-223, several other miRNAs have been implicated in clopidogrel resistance, such as miR-142-3p, miR-24-3p, and miR-411-3p, may play a role in the mechanism of clopidogrel resistance in CAD patients by regulating genes associated with platelet activation (<xref ref-type="bibr" rid="B68">Lin et al., 2021</xref>). In CAD patients, miR-199a-5p can inhibit the expression of vasodilator-stimulated phosphoprotein (VASP), and its decreased levels are significantly associated with increased platelet reactivity after clopidogrel treatment (<xref ref-type="bibr" rid="B42">Hu et al., 2023</xref>). This finding suggests that miR-199a-5p may play an important regulatory role in antiplatelet therapy for CAD. Studies have also found that miR-107 is involved in the mechanism of clopidogrel resistance after percutaneous coronary intervention PCI by regulating the expression of the P2Y12 receptor (<xref ref-type="bibr" rid="B122">Zhang et al., 2022</xref>). The findings underscore the intricate involvement of miRNAs in clopidogrel resistance, which is central to the challenge of individualizing treatment in CAD patients.</p>
</sec>
<sec id="s3-1-3">
<title>3.1.3 miRNA as potential biomarkers for cardiovascular events</title>
<p>Additional research has explored the role of miRNAs as biomarkers for predicting clopidogrel resistance and major cardiovascular events. Changes in plasma miRNAs, such as miR-142, have been proposed as potential biomarkers for predicting major adverse cardiovascular events, especially in patients receiving dual antiplatelet therapy (<xref ref-type="bibr" rid="B107">Tang et al., 2019</xref>). Several studies have shown that the expression of miR-26a is related to platelet hyperreactivity, and upregulation of miR-26a is associated with clopidogrel resistance after coronary artery stent implantation (<xref ref-type="bibr" rid="B32">Giantini et al., 2022</xref>; <xref ref-type="bibr" rid="B16">Chen et al., 2016</xref>). Furthermore, the functional genetic polymorphism rs4636297 of platelet-derived miR-126 may affect the response and efficacy of clopidogrel antiplatelet therapy in ACS patients and is associated with major ischemic events within 1&#xa0;year (<xref ref-type="bibr" rid="B127">Zhou et al., 2021</xref>). miR-223 and miR-126 have been identified as potential predictors of clopidogrel resistance in ST-segment elevation myocardial infarction (STEMI) patients undergoing dual antiplatelet therapy (<xref ref-type="bibr" rid="B64">Li et al., 2021</xref>). Other studies have also suggested that platelet-derived miR-223, miR-126, and miR-150 may play an important role in regulating the differential response of ACS patients to clopidogrel antiplatelet therapy (<xref ref-type="bibr" rid="B73">Liu et al., 2020</xref>). These findings further underscore the essential role of miRNAs in clopidogrel resistance mechanisms.</p>
</sec>
<sec id="s3-1-4">
<title>3.1.4 Interaction between miRNA and functional genotype in clopidogrel efficacy</title>
<p>The interaction between miRNAs and genetic polymorphisms, particularly the CYP2C19 genotype, provides new insights into understanding the individual differences in clopidogrel response. Current studies indicate that patients carrying mutations in the CYP2C19 gene (such as CYP2C19&#x2a;2) generally show poor responses to clopidogrel (<xref ref-type="bibr" rid="B87">Pereira et al., 2019</xref>; <xref ref-type="bibr" rid="B59">Lee et al., 2022</xref>). Specifically, the mirSNP rs4244285, which encodes hsa-miR-1343-3p and hsa-miR-6783-3p, regulates the expression of the CYP2C19 gene, thereby influencing clopidogrel drug response, with the potential to serve as a predictive biomarker, particularly in the Indian population (<xref ref-type="bibr" rid="B95">Sharma et al., 2020</xref>). In addition, in ACS patients, miR-223, miR-221, and miR-21 may enhance platelet activation, and in combination with the CYP2C19 genotype, they jointly affect clopidogrel resistance (<xref ref-type="bibr" rid="B86">Peng et al., 2017</xref>). Similarly, the miR-605 rs2043556 polymorphism has also attracted attention for its effect on clopidogrel efficacy. miR-605 regulates the expression of the CYP2B6 and P2RY12 genes, affecting the antiplatelet effect of clopidogrel and may serve as a potential biomarker for predicting the risk of cardiovascular events in patients on long-term clopidogrel therapy (<xref ref-type="bibr" rid="B126">Zhou WL. et al., 2020</xref>). These studies highlight the interaction between miRNAs and functional genotype.</p>
</sec>
</sec>
<sec id="s3-2">
<title>3.2 CircRNA and lncRNA in clopidogrel resistance</title>
<p>Studies have shown that circRNAs and lncRNAs play an important role in clopidogrel resistance. For example, hsa_circ_0076957 and miR-4512 jointly regulate the expression of the COL19A1 gene, which may affect platelet reactivity and clopidogrel efficacy (<xref ref-type="bibr" rid="B118">Xu et al., 2025</xref>). In CAD patients, differential expression of lncRNAs in clopidogrel resistance reveals new molecular mechanisms. Although the specific mechanisms are still under investigation, certain lncRNAs, such as the upregulation of NONHSAT083775.2 and NONHSAT107804.2 and the downregulation of NONHSAT133455.2, are believed to be associated with clopidogrel resistance (<xref ref-type="bibr" rid="B116">Xie et al., 2019</xref>). Additionally, studies have found that the lncRNA metallothionein pseudogene 1 (MT1P) upregulates miR-126 through a sponge effect, thereby promoting the expression of P2Y12, which may lead to excessive platelet activation (<xref ref-type="bibr" rid="B124">Zhou et al., 2019</xref>). These non-coding RNAs contribute to the development of resistance by regulating platelet function and signaling pathways associated with clopidogrel response.</p>
</sec>
<sec id="s3-3">
<title>3.3 RNA modifications and clopidogrel resistance</title>
<p>m6A methylation is considered to play a crucial role in clopidogrel resistance. Studies targeting CAD patients have revealed m6A transcriptomic features associated with clopidogrel resistance (<xref ref-type="bibr" rid="B120">Yu et al., 2023</xref>). Additionally, in ischemic stroke (IS) patients and clopidogrel-resistant animal models, the m6A methyltransferase METTL3 may exacerbate clopidogrel resistance by regulating the methylation of CYP2C19 mRNA (<xref ref-type="bibr" rid="B106">Tan et al., 2024</xref>). This finding suggests that epigenetic regulatory mechanisms such as RNA modifications may play a key role in the individual differences in clopidogrel efficacy.</p>
<p>In conclusion, the key roles of non-coding RNAs and RNA modifications in clopidogrel responses provide new research perspectives for a deeper understanding of the molecular mechanisms underlying clopidogrel resistance. These findings not only contribute to advancing the knowledge of clopidogrel resistance mechanisms but also offer important biomarker support for the individualized treatment and clinical management of clopidogrel therapy, thereby providing a solid theoretical foundation for developing more precise therapeutic strategies.</p>
</sec>
</sec>
<sec id="s4">
<title>4 Non-coding RNAs and ticagrelor tesistance</title>
<p>Ticagrelor is a rapidly absorbed and reversible P2Y12 receptor antagonist, widely used in the treatment of cardiovascular diseases due to its potent antiplatelet effects (<xref ref-type="bibr" rid="B44">Kabil et al., 2022</xref>). Ticagrelor is generally considered an effective alternative for patients who do not respond to clopidogrel. Research on ticagrelor shows that for patients with acute coronary syndrome, switching to ticagrelor monotherapy after 3 months of dual antiplatelet therapy significantly reduces the composite risk of major bleeding and cardiovascular events year than 12 months of dual antiplatelet therapy (<xref ref-type="bibr" rid="B49">Kim et al., 2020</xref>). However, although ticagrelor resistance is rare, it still occurs in some patients. In a case report, the VerifyNow analyzer detected a lack of response to clopidogrel in a patient, and although the treatment was switched to ticagrelor, platelet inhibition remained suboptimal, leading to adverse events (<xref ref-type="bibr" rid="B53">Kuhn et al., 2024</xref>). Another study explored the existence of ticagrelor resistance and proposed management strategies for patients with ticagrelor resistance (<xref ref-type="bibr" rid="B57">Laurent et al., 2022</xref>). Currently, research on the role of non-coding RNAs in ticagrelor resistance is limited.</p>
<sec id="s4-1">
<title>4.1 miRNA and ticagrelor resistance</title>
<p>Studies have found that ticagrelor shows more significant efficacy in CAD patients receiving different antiplatelet treatment regimens, and the expression level of miR-365-3p is associated with the response to antiplatelet therapy (<xref ref-type="bibr" rid="B17">Chen et al., 2019</xref>). In experimental models, researchers constructed a ticagrelor-resistant platelet inhibition transfection model using the MEG-01 cell line and verified the effect of miR-126-3p on ticagrelor activation inhibition. They demonstrated that miR-126-3p affects ticagrelor&#x2019;s antiplatelet reactivity by regulating the PI3K-Akt pathway (<xref ref-type="bibr" rid="B112">Wang, 2022</xref>). This finding provides new molecular clues for the mechanism of ticagrelor resistance and lays the theoretical foundation for future personalized treatment strategies for drug efficacy.</p>
</sec>
<sec id="s4-2">
<title>4.2 CircRNA and ticagrelor resistance</title>
<p>Studies have shown that platelet-derived circFAM13B is upregulated in patients with high platelet reactivity (HTPR) and is unrelated to traditional clinical risk factors. It can predict adverse ischemic events in ACS patients after ticagrelor treatment. Bioinformatics analysis suggests that circFAM13B may bind to miR-126, indicating its potential involvement in mechanistic exploration in future studies (<xref ref-type="bibr" rid="B128">Zou et al., 2024</xref>). Furthermore, researchers analyzed the global transcriptional effects of ticagrelor on platelets, which helps identify patients who may be adversely affected by ticagrelor treatment, potentially preventing the occurrence of the first arterial thrombotic events (<xref ref-type="bibr" rid="B81">Myers et al., 2024</xref>). These findings highlight the importance of circFAM13B as a potential biomarker in ticagrelor resistance, particularly in predicting treatment response and preventing adverse thrombotic events.</p>
<p>Although current research on the role of non-coding RNAs in ticagrelor resistance is limited, with no reports on non-coding RNA fields such as lncRNAs (<xref ref-type="table" rid="T3">Table 3</xref>), considering the significant effect of ticagrelor in reducing cardiovascular event risk, future studies on its resistance are expected to further optimize clinical applications.</p>
<table-wrap id="T3" position="float">
<label>TABLE 3</label>
<caption>
<p>Summary of studies on non-coding RNAs in ticagrelor resistance.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Non-coding RNAs</th>
<th align="left">Study population</th>
<th align="left">Drugs</th>
<th align="left">Platelet function testing and definition of resistance</th>
<th align="left">Potential targets</th>
<th align="left">Ref.</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">miR-126-3p</td>
<td align="left">ACS patients (n &#x3d; 129)</td>
<td align="left">Ticagrelor &#x2b; Aspirin</td>
<td align="left">TEG; Platelet reactivity at extremely high levels</td>
<td align="left">PI3K-Akt pathway</td>
<td align="left">
<xref ref-type="bibr" rid="B112">Wang (2022)</xref>
</td>
</tr>
<tr>
<td align="left">circFAM13B</td>
<td align="left">ACS patients (n &#x3d; 272)</td>
<td align="left">Ticagrelor</td>
<td align="left">TEG; ADP% &#x3c; 76%</td>
<td align="left">miR-126</td>
<td align="left">
<xref ref-type="bibr" rid="B128">Zou et al. (2024)</xref>
</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
</sec>
<sec id="s5">
<title>5 Non-coding RNAs and prasugrel resistance</title>
<p>Prasugrel, as another P2Y12 antagonist, has shown similar cardiovascular adverse event rates and bleeding risks compared to ticagrelor in clinical studies (<xref ref-type="bibr" rid="B11">Bundhun et al., 2017</xref>). Further research indicates that patients treated with prasugrel exhibit similarities in the levels of various platelet-associated miRNAs and monocyte-platelet aggregate indicators when compared to patients treated with ticagrelor (<xref ref-type="bibr" rid="B102">Stojkovic et al., 2021</xref>). In patients receiving increased doses of aspirin and prasugrel, antiplatelet therapy significantly reduced the levels of circulating platelet-derived miRNAs (<xref ref-type="bibr" rid="B114">Willeit et al., 2013</xref>). A study on type 2 diabetic patients treated with aspirin, clopidogrel, and prasugrel monotherapy showed that prasugrel effectively suppressed platelet activity and lowered the levels of multiple platelet-associated miRNAs (<xref ref-type="bibr" rid="B85">Parker et al., 2020</xref>). These findings suggest that prasugrel may enhance its antiplatelet effect by regulating miRNA levels. In the future, non-coding RNA research based on miRNAs will provide new insights into the exploration of prasugrel resistance mechanisms and promote further development in this field.</p>
</sec>
<sec id="s6">
<title>6 The prospect of noncoding RNA in antiplatelet drug resistance</title>
<p>Aspirin and clopidogrel are widely used in the prevention and treatment of cardiovascular and cerebrovascular diseases and have become the core focus of antiplatelet resistance research. Existing studies suggest that non-coding RNAs play a key role in the resistance mechanisms of these two drugs, particularly the influence of platelet-related miRNAs in the formation of drug resistance. <xref ref-type="fig" rid="F1">Figure 1</xref> illustrates the mechanisms of action of antiplatelet drugs and how miRNAs regulate drug efficacy through multiple signaling pathways. However, research on the relationship between non-coding RNAs and other antiplatelet drugs (such as ticagrelor, prasugrel, etc.) in resistance is still relatively scarce, and some drugs lack related research reports.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Mechanism of Action of Antiplatelet Drgs and Known miRNAs Regulating the Effects of Antiplatelet Drugs (such as Aspirin, Clopidogrel, Prasugrel, Ticagrelor) on Platelet Aggregation, Activation, and Hyperreactivity Through Multiple Signaling Pathways.</p>
</caption>
<graphic xlink:href="fgene-16-1618105-g001.tif">
<alt-text content-type="machine-generated">Diagram showing the interaction of aspirin, clopidogrel, prasugrel, and ticagrelor with platelet activation pathways. Aspirin inhibits COX-1 and COX-2, decreasing TXA2 and platelet aggregation. Clopidogrel, prasugrel, and ticagrelor target P2Y12, affecting ADP and active metabolites. Various microRNAs, such as miR-34b-3p and miR-126-3p, modulate these pathways, influencing platelet aggregation, activation, and hyperreactivity. ATP, cAMP, PKA, and PI3K are involved in downstream signaling pathways.</alt-text>
</graphic>
</fig>
<p>In addition, the role of other non-coding RNAs, such as lncRNA and circRNA, in antiplatelet drug resistance is also receiving increasing attention. <xref ref-type="fig" rid="F2">Figure 2</xref> further demonstrates how lncRNAs and circRNAs regulate resistance through the sponge mechanism and the known mechanisms of non-coding RNAs and RNA modifications associated with drug resistance. With the expanding application of RNA-based therapies, future research should delve deeper into the role of non-coding RNAs and RNA modification mechanisms in antiplatelet drug resistance, providing a more accurate theoretical foundation and new perspectives for personalized treatment.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>The miRNA sponge mechanism and interactions of non coding RNAs, particularly lncRNAs and circRNAs, associated with antiplatelet resistance and platelet response.</p>
</caption>
<graphic xlink:href="fgene-16-1618105-g002.tif">
<alt-text content-type="machine-generated">Diagram illustrating the regulatory pathways of RNA molecules impacting platelet reactivity and drug efficacy. It includes circRNA and lncRNA interactions, their influence on ticagrelor and clopidogrel resistance, and the role of miRNA and m6A modification in target mRNA regulation. The visual shows the process from DNA transcription to target protein production, highlighting key molecular players.</alt-text>
</graphic>
</fig>
</sec>
<sec sec-type="discussion" id="s7">
<title>7 Discussion</title>
<p>This review summarizes the biological relationship between non-coding RNAs and resistance to different antiplatelet drugs, with a focus on analyzing the potential mechanisms of action of different types of non-coding RNAs in antiplatelet drug resistance. Currently, as an important component of epigenetics, the study of non-coding RNAs in antiplatelet drug resistance is still in its early stages, but their crucial regulatory roles have been preliminarily confirmed, especially for miRNAs.</p>
<p>Current research reveals the significant role of non-coding RNAs in the mechanisms of aspirin resistance, particularly the potential regulatory mechanisms of molecules such as miRNAs, lncRNAs, and circRNAs in platelet function and aspirin response. The expression changes of miRNAs such as miR-19b-1-5p, miR-92a, and miR-34b-3p are closely related to aspirin resistance, offering new biomarkers that could aid in early diagnosis and personalized treatment. Furthermore, lncRNAs such as H19 play a role in platelet reactivity and aspirin response, further supporting the potential of non-coding RNAs as predictive tools for resistance. Although research on circRNAs in aspirin resistance is still limited, their unique function in gene regulation makes them a promising area for future research. At the same time, RNA modifications, especially m6A methylation, are also considered key factors influencing platelet function and aspirin efficacy, potentially exhibiting different drug responses, particularly in elderly patients. By considering the interplay between non-coding RNAs and RNA modifications, future studies could provide more precise strategies for personalized treatment.</p>
<p>The significance of non-coding RNAs in the mechanisms of clopidogrel resistance is also highly important. The role of miRNAs in regulating clopidogrel resistance in patients with CAD is an important area of research. In addition to miR-223, several other miRNAs, such as miR-142-3p, miR-24-3p, miR-411-3p, miR-199a-5p, and miR-107, are involved, providing new insights into the molecular mechanisms driving resistance to antiplatelet therapy. Furthermore, the interaction between miRNAs and genetic factors, particularly the CYP2C19 genotype, highlights the complexity of individual differences in clopidogrel response. In addition, circRNAs and lncRNAs regulate platelet function and key signaling pathways, offering new insights into the molecular mechanisms driving resistance. RNA modifications, especially m6A methylation, add another layer of complexity by influencing gene expression and further affecting therapeutic outcomes. As we move towards personalized medicine, non-coding RNAs provide a promising tool to predict which patients will have a poor response to clopidogrel treatment. Their potential as biomarkers to identify high-risk individuals could enable healthcare providers to more effectively tailor antiplatelet therapy, thereby reducing the risk of major adverse cardiovascular events. Integrating non-coding RNA analysis into clinical practice could help identify patients who require alternative or additional treatments, ultimately improving the overall management of cardiovascular and cerebrovascular diseases.</p>
<p>For ticagrelor, despite its proven efficacy in treating cardiovascular diseases, some patients may still develop resistance. Research indicates that non-coding RNAs, such as miR-126-3p and circFAM13B, may serve as potential biomarkers for predicting ticagrelor resistance and associated adverse ischemic events. Although the exact mechanisms of non-coding RNAs in ticagrelor resistance are still not fully understood, their potential in personalized treatment strategies is evident. Furthermore, prasugrel also enhances its antiplatelet effect by regulating miRNA levels, further confirming the crucial role of non-coding RNAs in modulating drug efficacy. In-depth investigation of these molecular mechanisms could provide new insights for optimizing clinical strategies and improving patient treatment responses and outcomes.</p>
<p>Although aspirin and clopidogrel remain cornerstone therapies for cardiovascular and cerebrovascular disease prevention, their drug resistance issues and potential adverse effects warrant significant clinical attention. From a pharmacoeconomic perspective, while clopidogrel demonstrates cost-effectiveness advantages and remains the most widely prescribed antiplatelet agent (<xref ref-type="bibr" rid="B110">van den Broek et al., 2022</xref>; <xref ref-type="bibr" rid="B80">Morris et al., 2022</xref>), substantial evidence indicates that ticagrelor shows superior efficacy in reducing composite endpoints of cardiovascular death, myocardial infarction, or stroke compared to clopidogrel (<xref ref-type="bibr" rid="B111">Wallentin et al., 2009</xref>), whereas prasugrel significantly decreases ischemic events (<xref ref-type="bibr" rid="B115">Wiviott et al., 2007</xref>; <xref ref-type="bibr" rid="B92">Ruff et al., 2012</xref>). Comprehensive analysis of clinical data reveals that both prasugrel and ticagrelor exhibit markedly better therapeutic outcomes than clopidogrel (<xref ref-type="bibr" rid="B54">Kumar et al., 2023</xref>; <xref ref-type="bibr" rid="B83">Orban et al., 2021</xref>; <xref ref-type="bibr" rid="B94">Schnorbus et al., 2020</xref>). Notably, for NSTE-ACS patients aged &#x2265;70 years, clopidogrel remains the safer option due to its reduced bleeding risk (<xref ref-type="bibr" rid="B33">Gimbel et al., 2020</xref>). For clopidogrel non-responders, we recommend non-coding RNA profiling (e.g., miR-223) to guide clinical decisions, with ticagrelor or prasugrel serving as preferred alternatives given their efficacy advantages and lower resistance rates. Studies indicate that patients exhibiting miRNA-26a upregulation should consider switching to ticagrelor or prasugrel (<xref ref-type="bibr" rid="B32">Giantini et al., 2022</xref>). From a translational medicine perspective, future development should focus on targeted therapies modulating ncRNA networks (e.g., the miR-223-P2Y12 signaling axis) to precisely regulate platelet activation pathways and improve clinical outcomes. Regarding aspirin, while this low-cost conventional drug remains first-line therapy for cerebrovascular diseases, meta-analyses demonstrate that cilostazol offers multiple advantages in secondary stroke prevention: reduced composite vascular events, lower bleeding incidence (<xref ref-type="bibr" rid="B25">Dinicolantonio et al., 2013</xref>), and significantly better efficacy in preventing post-stroke vascular events (<xref ref-type="bibr" rid="B45">Kamal et al., 2011</xref>). Particularly, its combination with clopidogrel further decreases recurrent ischemic stroke risk (<xref ref-type="bibr" rid="B40">Hoshino et al., 2021</xref>). Therefore, for patients with aspirin treatment failure, in addition to considering switching to cilostazol, novel therapeutic strategies targeting pathways such as the H19/8-iso-PGF2&#x3b1; axis could be developed.</p>
<p>Although the association between non-coding RNAs and antiplatelet drug resistance has been confirmed by multiple studies, current evidence still exhibits significant limitations: Firstly, as shown in our article&#x2019;s tables, most studies suffer from inadequate sample sizes and lack multicenter validation; secondly, circRNA-related research remains in its preliminary stages, requiring large-scale cohort studies to verify its clinical translational value; furthermore, miRNA expression profiles reported by different research teams demonstrate marked heterogeneity, which may stem from sample integrity and degradation issues during processing or be closely related to selection biases in library preparation methods (<xref ref-type="bibr" rid="B77">Ludwig et al., 2018</xref>; <xref ref-type="bibr" rid="B75">Lopez et al., 2015</xref>; <xref ref-type="bibr" rid="B76">Loudig et al., 2025</xref>). While epigenetic biomarkers show promising predictive potential, the sensitivity of current detection technologies still fails to meet clinical application requirements (<xref ref-type="bibr" rid="B88">Pirritano et al., 2018</xref>). Pharmacoeconomic evaluations indicate that personalized dosing strategies based on CYP2C19 genotypes offer significant cost-effectiveness advantages (<xref ref-type="bibr" rid="B13">Carroll et al., 2024</xref>), whereas the high costs associated with high-throughput sequencing technologies underscore the need for future research to focus on developing more economically viable detection platforms. Future studies should establish a clinical translation pathway for ncRNA research findings by: 1) implementing a three-tier detection system (CYP2C19 initial screening &#x2192; ncRNA rapid panel secondary screening &#x2192; sequencing confirmation); 2) developing CRISPR-Cas13a-based POCT devices; and 3) formulating biomarker-guided treatment decision matrices (e.g., switching to ticagrelor for patients with high miR-223 expression).</p>
<p>Currently, bioinformatics tools, such as miRBase, MiRNA-BD, and CRAFT databases, can help gain a deeper understanding of the specific roles of non-coding RNAs in antiplatelet drug resistance and assist in predicting target genes (<xref ref-type="bibr" rid="B52">Kozomara et al., 2019</xref>; <xref ref-type="bibr" rid="B67">Lin et al., 2018</xref>; <xref ref-type="bibr" rid="B21">Dal Molin et al., 2022</xref>). However, the application of existing databases also presents significant limitations: many microRNA entries may lack precise tissue-specific origin or expression information, which could lead to misinterpretations in disease diagnosis or gene regulation studies (<xref ref-type="bibr" rid="B97">Singh, 2017</xref>; <xref ref-type="bibr" rid="B23">de Amo et al., 2022</xref>). In the past, there has been considerable genetic research on antiplatelet drug resistance, with some findings already applied in clinical practice (<xref ref-type="bibr" rid="B87">Pereira et al., 2019</xref>; <xref ref-type="bibr" rid="B13">Carroll et al., 2024</xref>; <xref ref-type="bibr" rid="B27">Feher et al., 2009</xref>). However, some patients continue to exhibit resistance. Additionally, the field of epigenetics, such as non-coding RNAs and DNA methylation, is also associated with antiplatelet drug resistance (<xref ref-type="bibr" rid="B119">Yang et al., 2020</xref>; <xref ref-type="bibr" rid="B63">Li et al., 2017</xref>). Therefore, future research urgently needs to address three key challenges: first, establishing standardized ncRNA detection protocols to resolve inter-laboratory reproducibility issues; second, enhancing the reliability of findings by expanding sample sizes and conducting multicenter collaborative studies; and third, developing integrated multi-omics prediction models that incorporate genomic, epigenomic, and clinical indicators. <xref ref-type="fig" rid="F3">Figure 3</xref> illustrates the potential targets of antiplatelet drug resistance and the strategies for drug modulation.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Possible targets and drug adjustment strategies for antiplatelet drug resistance.</p>
</caption>
<graphic xlink:href="fgene-16-1618105-g003.tif">
<alt-text content-type="machine-generated">Research trends in antiplatelet drug resistance are depicted, focusing on non-coding RNA, DNA methylation, histone modification, RNA modification, gene mutations, and polymorphism. These elements contribute to identifying intervention targets and resistant biomarkers to improve drug efficacy and detect resistant populations. It integrates precision medicine by combining epigenetic indicators and genetic factors for individualized treatment. The bottom flowchart outlines therapy strategies using aspirin, clopidogrel, cilostazol, ticagrelor, and prasugrel, assessing patient resistance, particularly for cardiovascular conditions and prevention of intracranial artery stenosis.</alt-text>
</graphic>
</fig>
<p>In conclusion, non-coding RNAs play a crucial role in the study of antiplatelet drug resistance, and the importance of RNA modifications in gene expression regulation cannot be overlooked. Future research should place greater emphasis on epigenetics, particularly exploring the potential of non-coding RNAs as biomarkers and therapeutic targets. Precision antiplatelet drugs offer new hope for resistance management and personalized treatment, while resistance testing based on the integration of epigenetic and genetic markers will be a key focus of future research.</p>
</sec>
</body>
<back>
<sec sec-type="author-contributions" id="s8">
<title>Author contributions</title>
<p>PN: Conceptualization, Formal Analysis, Methodology, Software, Writing &#x2013; original draft. KC: Writing &#x2013; original draft. JX: Writing &#x2013; original draft. HS: Writing &#x2013; original draft. XC: Writing &#x2013; original draft. QC: Writing &#x2013; original draft. LW: Writing &#x2013; original draft. JH: Writing &#x2013; original draft. XH: Writing &#x2013; original draft. QC: Writing &#x2013; original draft. YL: Writing &#x2013; original draft. QT: Writing &#x2013; review and editing. JY: Conceptualization, Supervision, Writing &#x2013; review and editing. SL: Conceptualization, Funding acquisition, Supervision, Writing &#x2013; review and editing.</p>
</sec>
<sec sec-type="funding-information" id="s9">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research and/or publication of this article. This study was supported by the following grants: the National Natural Science Foundation of China (grant number 82171295), the Sichuan Science and Technology Program (2023YFS0042), the Health Commission of Sichuan Province (24LCYJZD04), the Sichuan Provincial Health Commission (24YWYL03), and the Sichuan Provincial Administration of Traditional Chinese Medicine (2024MS513).</p>
</sec>
<sec sec-type="COI-statement" id="s10">
<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="s11">
<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>
<sec sec-type="disclaimer" id="s12">
<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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