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<journal-id journal-id-type="publisher-id">Front. Oncol.</journal-id>
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<journal-title>Frontiers in Oncology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Oncol.</abbrev-journal-title>
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<issn pub-type="epub">2234-943X</issn>
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<publisher-name>Frontiers Media S.A.</publisher-name>
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<article-meta>
<article-id pub-id-type="doi">10.3389/fonc.2026.1737600</article-id>
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<subj-group subj-group-type="heading">
<subject>Review</subject>
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<title-group>
<article-title>Metabolic reprogramming and lung cancer focused on roles, mechanism, and clinical prospects of circRNAs: a narrative review</article-title>
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<contrib contrib-type="author">
<name><surname>Chen</surname><given-names>Simin</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
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<contrib contrib-type="author">
<name><surname>Li</surname><given-names>Mingxiao</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
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<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="visualization" vocab-term-identifier="https://credit.niso.org/contributor-roles/visualization/">Visualization</role>
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</contrib>
<contrib contrib-type="author">
<name><surname>Li</surname><given-names>Siyao</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
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</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Sun</surname><given-names>Yinhui</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>*</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/3061353/overview"/>
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<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Funding acquisition" vocab-term-identifier="https://credit.niso.org/contributor-roles/funding-acquisition/">Funding acquisition</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="supervision" vocab-term-identifier="https://credit.niso.org/contributor-roles/supervision/">Supervision</role>
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<contrib contrib-type="author" corresp="yes">
<name><surname>Wang</surname><given-names>Lihuai</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>*</sup></xref>
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<aff id="aff1"><label>1</label><institution>Medical School, Hunan University of Chinese Medicine</institution>, <city>Changsha</city>,&#xa0;<country country="cn">China</country></aff>
<aff id="aff2"><label>2</label><institution>Oncology Medical Center, The First Hospital of Hunan University of Chinese Medicine</institution>, <city>Changsha</city>,&#xa0;<country country="cn">China</country></aff>
<author-notes>
<corresp id="c001"><label>*</label>Correspondence: Yinhui Sun, <email xlink:href="mailto:s33468088@163.com">s33468088@163.com</email>; Lihuai Wang, <email xlink:href="mailto:310600@hnucm.edu.cn">310600@hnucm.edu.cn</email></corresp>
</author-notes>
<pub-date publication-format="electronic" date-type="pub" iso-8601-date="2026-01-23">
<day>23</day>
<month>01</month>
<year>2026</year>
</pub-date>
<pub-date publication-format="electronic" date-type="collection">
<year>2026</year>
</pub-date>
<volume>16</volume>
<elocation-id>1737600</elocation-id>
<history>
<date date-type="received">
<day>02</day>
<month>11</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>02</day>
<month>01</month>
<year>2026</year>
</date>
<date date-type="rev-recd">
<day>22</day>
<month>12</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2026 Chen, Li, Li, Sun and Wang.</copyright-statement>
<copyright-year>2026</copyright-year>
<copyright-holder>Chen, Li, Li, Sun and Wang</copyright-holder>
<license>
<ali:license_ref start_date="2026-01-23">https://creativecommons.org/licenses/by/4.0/</ali:license_ref>
<license-p>This is an open-access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution License (CC BY)</ext-link>. The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</license-p>
</license>
</permissions>
<abstract>
<p>Lung cancer remains one of the malignancies with the highest incidence and mortality rates worldwide, and its treatment continues to pose significant challenges. Metabolic reprogramming, as one of the hallmarks of cancer, supports the abnormal growth, proliferation, invasion, and drug resistance of cancer cells by altering glucose, lipid, and amino acid metabolic pathways, providing both energy and biosynthetic precursors. It has thus become a critical focus in lung cancer research. Circular RNAs (CircRNAs), owing to their unique closed-loop structure and high stability, play important roles in regulating tumor metabolism and progression. This review systematically summarizes the molecular mechanisms through which CircRNAs drive metabolic reprogramming in lung cancer, including the regulation of key metabolic enzymes, influence on metabolism-related signaling pathways, remodeling of the tumor microenvironment, and mediation of epigenetic modifications. Furthermore, CircRNAs demonstrate great potential in clinical applications for lung cancer, not only as biomarkers for early diagnosis and prognostic evaluation but also as promising therapeutic targets. Leveraging their stability and low immunogenicity, the development of CircRNA-based vaccines and targeted delivery systems has opened new avenues for lung cancer immunotherapy. However, challenges remain in the synthesis of CircRNAs, understanding their <italic>in vivo</italic> metabolism, and achieving multi-target synergistic interventions, which warrant further investigation. This review provides a theoretical foundation for in-depth exploration of the metabolic regulatory network in lung cancer and the development of precise therapeutic strategies, while also highlighting the broad prospects of CircRNAs in translational medicine. We conducted a literature search across databases including PubMed up to 2025, focusing on keywords related to circRNA, lung cancer, and metabolic reprogramming. Ultimately, 161 relevant references were included in this narrative review.</p>
</abstract>
<kwd-group>
<kwd>circRNA</kwd>
<kwd>lung cancer</kwd>
<kwd>mechanism</kwd>
<kwd>metabolic reprogramming</kwd>
<kwd>role</kwd>
</kwd-group>
<funding-group>
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<institution-wrap>
<institution>National Key Research and Development Program of China</institution>
<institution-id institution-id-type="doi" vocab="open-funder-registry" vocab-identifier="10.13039/open_funder_registry">10.13039/501100012166</institution-id>
</institution-wrap>
</funding-source>
</award-group>
<funding-statement>The author(s) declared that financial support was received for  this work and/or its publication. This study received funding from the Open Fund Project of the State Key Laboratory Cultivation Base for Traditional Chinese Medicine Powder and Innovative Drugs (Coconstructed by Province and Ministry) (23PTKF1006). The funder had the following involvement in the study: Writing &#x2013; review &amp; editing, Funding Acquisition, Supervision.</funding-statement>
</funding-group>
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<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Cancer Metabolism</meta-value>
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</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>According to global cancer epidemiological reports, lung cancer ranks among the most common malignant tumors worldwide, with an incidence rate of 12.36% and a mortality rate as high as 17.59%, consistently representing the leading cause of cancer-related disease burden and constituting a major global health challenge (<xref ref-type="bibr" rid="B1">1</xref>&#x2013;<xref ref-type="bibr" rid="B3">3</xref>). Although treatment strategies for lung cancer include surgery, chemotherapy, targeted therapy, and other modalities, the prognosis remains unsatisfactory, with a five-year survival rate of only approximately 20% (<xref ref-type="bibr" rid="B4">4</xref>, <xref ref-type="bibr" rid="B5">5</xref>). Current therapeutic approaches face multiple challenges, such as strict limitations on surgical indications, significant side effects associated with chemotherapy, and the tendency of drug treatments to induce resistance. These factors severely constrain treatment efficacy and survival duration in lung cancer patients. Therefore, it is crucial to investigate the mechanisms underlying lung cancer development and progression and to identify novel biomarkers and therapeutic targets. Metabolic reprogramming, by modulating cellular energy metabolism, maintaining redox homeostasis, and regulating intracellular signal transduction, promotes rapid cancer cell growth and proliferation, making it one of the hallmarks of cancer (<xref ref-type="bibr" rid="B6">6</xref>, <xref ref-type="bibr" rid="B7">7</xref>). Compared to normal cells, lung cancer cells&#x2014;including adenocarcinoma, squamous cell carcinoma, and small cell lung cancer&#x2014;exhibit significant alterations in metabolic patterns, characterized by enhanced glycolysis, upregulated amino acid metabolism, and dysregulated lipid metabolism (<xref ref-type="bibr" rid="B8">8</xref>). Notably, the regulation of oxidative phosphorylation (OXPHOS) in lung cancer demonstrates high heterogeneity: in certain subtypes, such as adenocarcinoma harboring mutations in epidermal growth factor receptor (EGFR) or Kirsten rat sarcoma viral oncogene homolog (KRAS). OXPHOS activity is not suppressed but instead compensatorily enhanced through increased mitochondrial biogenesis or upregulation of electron transport chain complexes, thereby sustaining tumor stemness and metastatic potential. In other subtypes, however, OXPHOS function is impaired due to microenvironmental hypoxia or suppression by oncogenic signals. This dynamic reprogramming further drives lung cancer progression by meeting the demands for biosynthetic precursors, energy, and redox capacity required for rapid proliferation, invasion, and metastasis (<xref ref-type="bibr" rid="B9">9</xref>).</p>
<p>Building upon the aberrant pathways associated with metabolic reprogramming in lung cancer, targeted therapies addressing these dysregulations have become a major research focus. Benefiting from their unique closed-loop structure, CircRNAs are resistant to degradation by Ribonuclease R (RNase R), enabling their stable presence in various tissues (<xref ref-type="bibr" rid="B10">10</xref>) and demonstrating relative stability in extracellular environments (<xref ref-type="bibr" rid="B11">11</xref>). In recent years, the role of CircRNAs in cancer research has gained increasing prominence. Studies have shown that CircRNAs play important roles in regulating tumor gene expression, including modulating tumor cell proliferation, invasion, migration, and apoptosis (<xref ref-type="bibr" rid="B12">12</xref>, <xref ref-type="bibr" rid="B13">13</xref>). Furthermore, CircRNAs participate in regulating metabolic reprogramming in various cancer cells by altering energy acquisition and utilization mechanisms, thereby influencing the progression of malignant tumors (<xref ref-type="bibr" rid="B14">14</xref>&#x2013;<xref ref-type="bibr" rid="B17">17</xref>). For instance, in lung adenocarcinoma, CircRNA_103809 functions as a competing endogenous RNA (ceRNA) by sponging miR-377-3p, thereby relieving its transcriptional repression of hexokinase and lactate dehydrogenase, ultimately driving the glycolytic process (<xref ref-type="bibr" rid="B18">18</xref>). Simultaneously, CircRNA_104135 forms a complex with the RNA-binding protein Fused in Sarcoma (FUS) to directly enhance the stability of glutaminase mRNA, consequently activating glutaminolytic metabolism (<xref ref-type="bibr" rid="B14">14</xref>). Research in lung squamous cell carcinoma indicates that CircRNA_0007534 upregulates pyruvate dehydrogenase kinase via miR-6855-3p-dependent epigenetic regulation, leading to impaired mitochondrial OXPHOS and a reinforced glycolytic phenotype. Additionally, CircCD36, through its sponge effect on miR-195-5p, significantly elevates the expression level of the lipid transporter CD36, promoting exogenous fatty acid uptake to meet tumor lipid metabolic demands (<xref ref-type="bibr" rid="B19">19</xref>). Further analysis in small cell lung cancer reveals that CircRNA_0072088 targets and inhibits miR-338-3p, thereby alleviating its negative regulation of enolase, which accelerates glycolytic flux and sustains rapid tumor proliferation (<xref ref-type="bibr" rid="B20">20</xref>). These studies unveil the intricate relationship between CircRNAs and lung cancer metabolic reprogramming. However, the specific mechanisms of CircRNAs in lung cancer metabolic reprogramming have not been fully elucidated, and their potential applications in clinical diagnosis, treatment, and prognosis evaluation warrant further exploration.</p>
<p>This review aims to systematically explore the roles, mechanisms, and potential clinical applications of Circular RNAs (CircRNAs) in metabolic reprogramming and lung cancer progression. By analyzing the functions and mechanisms of CircRNAs in regulating key metabolic enzymes, modulating metabolism-related signaling pathways, remodeling the tumor microenvironment, and mediating epigenetic modifications, we delve into their potential for clinical applications in lung cancer. This study will provide a novel theoretical foundation and research perspectives for precision medicine in lung cancer, with the goal of developing more effective diagnostic and therapeutic strategies.</p>
<p>In this review, we summarized recent literature retrieved from databases such as PubMed up to 2025. The search strategy combined keywords related to circular RNAs (e.g., &#x201c;circRNA&#x201d;, &#x201c;circular RNA&#x201d;), lung cancer subtypes (e.g., &#x201c;NSCLC&#x201d;, &#x201c;lung adenocarcinoma&#x201d;, &#x201c;SCLC&#x201d;), and key metabolic processes. Specifically, we used search terms such as &#x201c;metabolic reprogramming&#x201d;, &#x201c;glucose metabolism&#x201d;, &#x201c;lipid metabolism&#x201d;, and &#x201c;Amino acid metabolism&#x201d; to capture the diverse metabolic roles of circRNAs. We prioritized the inclusion of high-impact original research and authoritative reviews published within the past five years, with a specific focus on English-language literature that elucidates the mechanisms, functions, and clinical prospects of circRNAs in the metabolic reprogramming of lung cancer. Ultimately, 161 relevant references were included in this narrative review.</p>
</sec>
<sec id="s2">
<label>2</label>
<title>Overview of circular RNA</title>
<p>CircRNAs are a special class of non-coding RNA molecules. Unlike traditional linear RNAs, CircRNAs are formed through back-splicing, resulting in a closed circular structure that lacks a 5&#x2032;-cap and a 3&#x2032;-polyadenylated tail (<xref ref-type="bibr" rid="B21">21</xref>). This unique structure confers high stability to CircRNAs, making them resistant to degradation by exonucleases and allowing them to persist in cells for extended periods (<xref ref-type="bibr" rid="B22">22</xref>).</p>
<p>Functionally, CircRNAs play key regulatory roles in various pathophysiological processes and exhibit diverse biological significance. Numerous studies have shown that (<xref ref-type="bibr" rid="B23">23</xref>, <xref ref-type="bibr" rid="B24">24</xref>)CircRNAs not only act as miRNA sponges&#x2014;dynamically participating in cholesterol synthesis, lipid metabolism, and inflammatory responses in atherosclerosis, thereby serving as critical regulatory nodes&#x2014;but also play important roles in the following diseases: In cancer, specific CircRNAs drive progression through dual mechanisms. For example, CircHIPK3 sponges oncogenic miR-124 to relieve phosphatase and tensin homolog (PTEN) silencing, promoting hepatocellular carcinoma proliferation (<xref ref-type="bibr" rid="B25">25</xref>), while CircPVT1 promotes estrogen receptor-positive breast tumorigenesis and drug resistance by targeting estrogen receptor 1 (ESR1) and mitochondrial antiviral signaling protein (MAVS), facilitating cancer progression via ceRNA and protein scaffolding mechanisms (<xref ref-type="bibr" rid="B26">26</xref>); In neurodegenerative diseases, aberrantly expressed CircRNAs regulate Tau phosphorylation (e.g., in Alzheimer&#x2019;s disease) or influence &#x3b1;-synuclein aggregation (e.g., in Parkinson&#x2019;s disease), thereby disrupting neuronal survival and synaptic function (<xref ref-type="bibr" rid="B27">27</xref>, <xref ref-type="bibr" rid="B28">28</xref>). In metabolic disorders, CircRNAs participate in maintaining glucose homeostasis by regulating insulin secretion-related genes (e.g., INSR) or glucose transporter expression (e.g., GLUT4) (<xref ref-type="bibr" rid="B29">29</xref>); In the cardiovascular system, CircRNAs modulate the TGF-&#x3b2;/Smad signaling axis to influence myocardial fibrosis and vascular remodeling processes (<xref ref-type="bibr" rid="B30">30</xref>). These multidimensional regulatory mechanisms highlight the broad and significant biological roles of CircRNAs as biomarkers or therapeutic targets within complex disease networks. miRNAs are a class of small non-coding RNAs that regulate gene expression through post-transcriptional mechanisms. Their core function relies on sequence-specific binding to the 3&#x2032;-untranslated region (3&#x2032;-UTR) of target mRNAs, leading to translational repression or mRNA degradation, thereby achieving gene silencing (<xref ref-type="bibr" rid="B31">31</xref>). During tumorigenesis and cancer progression, miRNAs exhibit a &#x201c;molecular double-edged sword&#x201d; characteristic: tumor-suppressive miRNAs (e.g., the let-7 family) effectively inhibit tumor cell proliferation and metastasis by silencing oncogenic networks such as K-RAS and c-Myc (<xref ref-type="bibr" rid="B32">32</xref>, <xref ref-type="bibr" rid="B33">33</xref>), while oncomiRs (e.g., miR-21) drive malignancy progression in cancers such as breast and liver cancer by repressing tumor suppressors including PTEN and TPM1 (<xref ref-type="bibr" rid="B34">34</xref>&#x2013;<xref ref-type="bibr" rid="B36">36</xref>). Mechanistic studies further reveal that miR-124 significantly inhibits the invasive ability of liver cancer cells by negatively regulating the epigenetic modifier EZH2, and miR-34a induces G<sub>1</sub> phase arrest and activates p53-dependent apoptosis by directly binding to the 3&#x2032;-UTRs of cell cycle regulators such as MYC and CDC25A (<xref ref-type="bibr" rid="B37">37</xref>&#x2013;<xref ref-type="bibr" rid="B39">39</xref>). These findings systematically illustrate the central role of miRNAs in constructing multi-layer regulatory networks involved in tumor initiation, differentiation, and remodeling of the metastatic microenvironment (<xref ref-type="bibr" rid="B40">40</xref>). Notably, miRNA expression profiles are closely associated with molecular subtypes of tumors, treatment sensitivity, and prognosis evaluation, providing a theoretical basis for the development of liquid biopsy biomarkers and RNA interference-based therapies (<xref ref-type="bibr" rid="B41">41</xref>). The canonical function of circRNAs is acting as competing endogenous RNAs (ceRNAs). By specifically binding to microRNAs (miRNAs) and inhibiting their regulatory effects on target genes, circRNAs indirectly modulate gene expression (<xref ref-type="bibr" rid="B42">42</xref>). Additionally, circRNAs can directly interact with circRNA-binding proteins (cRBPs) to regulate gene functions (<xref ref-type="bibr" rid="B43">43</xref>). Recent studies have demonstrated that certain circRNAs containing internal ribosome entry sites (IRES) or N6-methyladenosine (m6A) modifications can serve as templates for translation, thereby encoding functional proteins or peptides. Furthermore, some circRNAs participate directly in transcriptional regulation (<xref ref-type="bibr" rid="B43">43</xref>). For instance, the nuclear-localized circFGFR1 inhibits the transcription of its host gene by forming an RNA-DNA triplex structure (R-loop) within the promoter region (<xref ref-type="bibr" rid="B44">44</xref>). (as shown in <xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1</bold></xref>).</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Overview of CircRNA. This figure summarizes the biogenesis, functions, and role in lung cancer of CircRNAs. They form stable closed loops through back-splicing of pre-mRNA. CircRNAs function as ceRNAs to sequester miRNAs and regulate gene expression; they also bind RNA-binding proteins to modulate gene function; some serve as templates for protein/peptide translation; a subset can directly participate in transcriptional regulation. Through these mechanisms, circRNAs broadly regulate processes such as proliferation, metabolism, and metastasis in lung cancer. Image was created with Figdraw.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fonc-16-1737600-g001.tif">
<alt-text content-type="machine-generated">Overview of CircRNA. Panel (a) illustrates the formation of CircRNA through back-splicing and its association with hepatocellular carcinoma, neurodegenerative diseases, tumor microenvironment remodeling, metabolic enzyme expression, and signaling pathways. Panel (b) shows CircRNA's role in lung cancer, affecting glycolysis, lipid metabolism, and glutaminolysis, leading to proliferation, invasion, and migration of lung cancer cells. Specific CircRNAs and related molecules like miR-377-3p, miR-338-3p, HK, LDH, and ENO are highlighted, with arrows indicating promotion or restraint in metabolic pathways.</alt-text>
</graphic></fig>
<p>With the continuous advancement of high-throughput sequencing technologies and bioinformatic analytical methods, an increasing number of CircRNAs have been identified and characterized (<xref ref-type="bibr" rid="B45">45</xref>). These CircRNAs exhibit unique biological functions in the development and progression of diseases. In the context of cancer, Long et&#xa0;al. (<xref ref-type="bibr" rid="B46">46</xref>)revealed that circ_0007379 acts as a scaffold to facilitate the processing of pri-miR-320a and pre-miR-320a in a KSRP-dependent manner, leading to enhanced maturation of miR&#x2212;320a, which subsequently suppresses the expression of the transcription factor RUNX1, thereby inhibiting colorectal cancer progression. Fang et&#xa0;al. (<xref ref-type="bibr" rid="B47">47</xref>)demonstrated that EIF4E-mediated biogenesis of circPHF14 promotes the growth and metastasis of pancreatic ductal adenocarcinoma through the Wnt/&#x3b2;-catenin signaling pathway. Additionally, Chen et&#xa0;al. (<xref ref-type="bibr" rid="B48">48</xref>) found that circZNF707 facilitates lung cancer progression by sponging miR-668-3p, resulting in the upregulation of PFKM.</p>
</sec>
<sec id="s3">
<label>3</label>
<title>Metabolic reprogramming and lung cancer progression</title>
<p>Lung cancer is one of the most common malignant tumors worldwide, with high incidence and mortality rates (<xref ref-type="bibr" rid="B49">49</xref>). It is primarily classified into two types: small cell lung cancer (SCLC) and non-small cell lung cancer (NSCLC). NSCLC is the most prevalent subtype, accounting for 85&#x2013;90% of all lung cancer cases. NSCLC consists of several histological subtypes, including lung adenocarcinoma (LUAD), lung squamous cell carcinoma (LSCC), and large cell lung cancer (LCLC) (<xref ref-type="bibr" rid="B50">50</xref>).</p>
<p>Tumor metabolic reprogramming refers to the adaptation of metabolic processes by cancer cells to meet the high energy demands of rapid proliferation. Research in this field dates back to the 1920s, when German biochemist Otto Warburg first described the tendency of tumor cells to generate energy via glycolysis even under oxygen-replete conditions&#x2014;a phenomenon termed the &#x201c;Warburg effect&#x201d; (<xref ref-type="bibr" rid="B51">51</xref>&#x2013;<xref ref-type="bibr" rid="B53">53</xref>). However, subsequent studies have revealed that (<xref ref-type="bibr" rid="B54">54</xref>&#x2013;<xref ref-type="bibr" rid="B56">56</xref>) the Warburg effect and OXPHOS can be simultaneously upregulated in certain tumor cells. While relying on glycolysis for rapid energy supply, these cells retain and enhance the OXPHOS pathway. Consequently, OXPHOS generates substantial adenosine triphosphate (ATP) to fuel energy-intensive processes such as tumor invasion and metastasis.</p>
<p>Metabolic plasticity enables tumor cells to tailor their bioenergetics to specific stages of progression. In the invasive phase, cells rely heavily on fatty acid oxidation (FAO). Upregulated transporters increase fatty acid uptake for &#x3b2;-oxidation and tricarboxylic acid (TCA) cycle entry, generating ATP via mitochondrial respiration to power migration. Furthermore, FAO intermediates contribute to membrane remodeling, optimizing adhesion and detachment dynamics (<xref ref-type="bibr" rid="B57">57</xref>). In contrast, during metastatic colonization&#x2014;particularly in the oxygen-rich environment of the lung&#x2014;tumor cells shift toward glutamine metabolism. Through high transporter expression, glutamine is converted to &#x3b1;-ketoglutarate (&#x3b1;-KG) that fuels the TCA cycle. This process supports both energy generation and macromolecule biosynthesis, while the byproduct ammonia helps maintain intracellular pH homeostasis in the new environment (<xref ref-type="bibr" rid="B58">58</xref>).</p>
<p>In summary, tumor metabolic reprogramming is characterized by significant spatiotemporal heterogeneity and context dependency. Tumor cells do not rely on a static metabolic profile; instead, they adaptively tailor their metabolic networks to meet distinct microenvironmental conditions and functional requirements. This plasticity involves the co-activation of glycolysis and OXPHOS, as well as the selective engagement of fatty acid oxidation or glutamine metabolism at specific stages, providing the energy and substrates necessary for survival and spread. Thus, metabolic reprogramming serves as a fundamental hallmark that underpins lung cancer initiation, progression, metastasis, and therapeutic resistance (<xref ref-type="bibr" rid="B59">59</xref>, <xref ref-type="bibr" rid="B60">60</xref>).(as shown in <xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2</bold></xref>).</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Metabolic reprogramming in lung cancer. This figure describes the hallmarks of metabolic reprogramming in lung cancer cells. Key features include enhanced aerobic glycolysis for rapid energy production (the Warburg effect) even under oxygen-sufficient conditions, alongside altered lipid and amino acid metabolism to meet biosynthetic demands. These interconnected metabolic alterations collectively drive malignant progression and reshape the tumor microenvironment. Image was created with Figdraw.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fonc-16-1737600-g002.tif">
<alt-text content-type="machine-generated">Diagram illustrating metabolic reprogramming in lung cancer. It includes pathways: (a) Carbohydrate Metabolism with the Warburg effect, (b) Lipid Metabolism showing beta-oxidation, and (c) Amino Acid Metabolism. Labels indicate roles: positive or negative regulation, promotion, or inhibition.</alt-text>
</graphic></fig>
<sec id="s3_1">
<label>3.1</label>
<title>Glucose metabolism and lung cancer</title>
<p>Glucose metabolism is a fundamental physiological process essential for sustaining life, comprising both catabolism and anabolism. In catabolism, glycolysis converts glucose into pyruvate within the cytoplasm. Under anaerobic conditions, pyruvate is reduced to lactate, whereas under aerobic conditions, it enters the mitochondria and converts to acetyl-CoA to fuel the TCA cycle&#x2014;the common pathway for complete substrate oxidation and substantial ATP generation (<xref ref-type="bibr" rid="B61">61</xref>). Regarding anabolism, glycogenesis polymerizes glucose to store energy via enzymatic reactions (<xref ref-type="bibr" rid="B62">62</xref>), while glycogenolysis functions in reverse to rapidly release glucose for blood glucose homeostasis (<xref ref-type="bibr" rid="B63">63</xref>). Additionally, gluconeogenesis synthesizes glucose from non-carbohydrate precursors to ensure energy supply during specific physiological states (<xref ref-type="bibr" rid="B64">64</xref>). These interconnected pathways are precisely regulated through mechanisms such as allosteric modulation, covalent modification, and hormonal control of key enzymes. This coordination adapts glucose metabolism to the organism&#x2019;s varying energy and metabolic demands, ensuring normal physiological function.</p>
<p>Reprogramming of glucose metabolism is a hallmark of lung cancer. Lung cancer cells exhibit the &#x201c;Warburg effect&#x201d;, prioritizing glycolysis even in the presence of oxygen (<xref ref-type="bibr" rid="B65">65</xref>). Enhanced glycolytic flux enables rapid glucose uptake and its conversion to lactate, accompanied by limited ATP production (<xref ref-type="bibr" rid="B66">66</xref>). Beyond fueling rapid tumor proliferation, this process supplies abundant metabolic intermediates for biosynthesis. For instance, the pentose phosphate pathway derives ribose for nucleic acid synthesis, while glycolytic intermediates serve as precursors for amino acid and fatty acid synthesis (<xref ref-type="bibr" rid="B67">67</xref>). In the context of non-small cell lung cancer (NSCLC), Wang et&#xa0;al. (<xref ref-type="bibr" rid="B68">68</xref>) demonstrated via immunohistochemistry that protein tyrosine phosphatase receptor type H (PTPRH) upregulates glycolysis-related proteins (GLUT1, HK2, PKM2, and LDHA), thereby promoting tumor proliferation, migration, and invasion. Lung adenocarcinoma (LUAD), a common subtype of NSCLC, has been shown to be influenced by potassium channel activity. Lin et&#xa0;al. (<xref ref-type="bibr" rid="B69">69</xref>)reported that the acid-sensitive potassium channel 1 (KCNK3) suppresses cancer cell proliferation and glucose metabolism by activating the AMPK-TXNIP pathway in LUAD cells. Furthermore, Wang et&#xa0;al. (<xref ref-type="bibr" rid="B70">70</xref>) revealed that knocking down SLC2A1 expression in LUAD cells significantly impairs glucose transport, consumption, and lactate secretion, highlighting its pivotal role in glycolysis. Collectively, these findings suggest that targeting shared regulatory nodes linking glucose metabolism to lung cancer pathology&#x2014;particularly in NSCLC and LUAD&#x2014;may offer a promising strategy for modulating glucose metabolism and improving therapeutic outcomes.</p>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>Lipid metabolism and lung cancer</title>
<p>Lipid metabolism encompasses the digestion, absorption, synthesis, and breakdown of lipids&#x2014;including fats, phospholipids, sphingolipids, and cholesteryl esters&#x2014;in living organisms (<xref ref-type="bibr" rid="B71">71</xref>). Triglycerides are primarily synthesized in the liver via the monoacylglycerol and diacylglycerol pathways using products derived from glucose metabolism. Fatty acid synthesis occurs in the cytoplasm, starting from acetyl-CoA as the substrate (<xref ref-type="bibr" rid="B72">72</xref>). In catabolic pathways, triglyceride mobilization is catalyzed by hormone-sensitive lipase, while fatty acids are oxidized through &#x3b2;-oxidation and other pathways to generate energy. Unsaturated fatty acids undergo specific oxidative processes, and under certain conditions, the liver produces ketone bodies to supply extrahepatic tissues (<xref ref-type="bibr" rid="B73">73</xref>). These pathways work in concert to maintain lipid homeostasis, and dysregulation at any step may lead to various health disorders.</p>
<p>In addition to glucose reprogramming, lung cancer cells undergo profound changes in lipid metabolism to support membrane biogenesis, signaling, and energy storage (<xref ref-type="bibr" rid="B74">74</xref>). This is achieved by upregulating fatty acid uptake transporters and activating <italic>de novo</italic> synthesis pathways (<xref ref-type="bibr" rid="B75">75</xref>). Furthermore, tumor cells flexibly adjust lipid enzyme activity and metabolic flux to facilitate growth and dissemination. For instance, Xu et&#xa0;al. (<xref ref-type="bibr" rid="B76">76</xref>)demonstrated that miR-365-3p suppresses CPT1A expression by targeting its 3&#x2032;-untranslated region in lung cancer cells, leading to increased lipid droplet accumulation, reduced ATP production, and decreased fatty acid oxidation, ultimately regulating cell proliferation and migration. Similarly, Wang et&#xa0;al. (<xref ref-type="bibr" rid="B77">77</xref>)identified CCAAT enhancer-binding protein &#x3b4; (C/EBP&#x3b4;) as a key lipid regulator. By recruiting nuclear receptor coactivator 3 (NCOA3), C/EBP&#x3b4; transcriptionally activates Slug (a classic EMT transcription factor), which induces the expression of oxidized low-density lipoprotein (oxLDL) receptor-1 (Lox1) and enhances oxLDL uptake to promote metastasis. Additionally, using multi-omics approaches and lung epithelial-specific Cpt1a-knockout mouse models, Ma et&#xa0;al. (<xref ref-type="bibr" rid="B78">78</xref>)confirmed that CPT1A, the rate-limiting enzyme of FAO, collaborates with L-carnitine derived from tumor-associated macrophages to drive ferroptosis resistance and CD8<sup>+</sup>T cell inactivation in lung cancer. Therefore, elucidating the mechanisms linking lipid metabolism to lung cancer may provide a theoretical basis for developing innovative therapeutic strategies targeting key lipid metabolic regulators.</p>
</sec>
<sec id="s3_3">
<label>3.3</label>
<title>Amino acid metabolism and lung cancer</title>
<p>Amino acid metabolism is a critical physiological process encompassing both anabolism and catabolism. In terms of anabolism, non-essential amino acids are synthesized endogenously via pathways such as transamination and reductive amination, whereas essential amino acids must be acquired through dietary intake. During catabolism, amino acids initially undergo deamination to yield ammonia and corresponding &#x3b1;-keto acids. Ammonia is primarily converted into urea in the liver via the urea cycle (ornithine cycle) and excreted to maintain nitrogen balance. Meanwhile, the resulting &#x3b1;-keto acids serve as substrates for gluconeogenesis, ketogenesis, or OXPHOS supplying energy and biosynthetic raw materials (<xref ref-type="bibr" rid="B79">79</xref>). Collectively, this precisely regulated system is essential for sustaining vital life activities, regulating physiological functions and systemic homeostasis.</p>
<p>Amino acid metabolism also plays a pivotal role in lung cancer progression, with tumor cells exhibiting an increased demand for specific amino acids. Using high-performance liquid chromatography-mass spectrometry (HPLC-MS), Sun et&#xa0;al. (<xref ref-type="bibr" rid="B80">80</xref>)analyzed 23 amino acids in bronchoalveolar lavage fluid from lung cancer patients. Their results, validated through partial least squares-discriminant analysis (PLS-DA), Shapiro-Wilk tests, and Bonferroni correction, revealed significantly elevated serine levels in the lung cancer group. Serine serves not only as a nitrogen source for multiple biosynthetic pathways but also enters the TCA cycle to support energy production (<xref ref-type="bibr" rid="B81">81</xref>). Lung cancer cells enhance serine uptake by upregulating serine transporter expression. Concurrently, key enzymes involved in serine metabolism undergo adaptive changes, enabling efficient utilization of serine in support of tumor metabolic reprogramming (<xref ref-type="bibr" rid="B82">82</xref>).</p>
<p>Furthermore, glutamine plays a central role in the metabolic reprogramming of lung cancer cells. As the most abundant free amino acid in cells, glutamine serves not only as a critical substrate for protein and nucleotide synthesis but also as a key regulator of intracellular redox homeostasis (<xref ref-type="bibr" rid="B83">83</xref>, <xref ref-type="bibr" rid="B84">84</xref>). Huang et&#xa0;al. (<xref ref-type="bibr" rid="B85">85</xref>)demonstrated that glutamine blockade using 6-diazo-5-oxo-L-norleucine (JHU083) significantly potentiates the efficacy of an EGFR peptide vaccine (EVax) in controlling EGFR-driven lung cancer. This blockade enhances immunoprevention by promoting the infiltration of anti-tumor CD8+T cells and Th1 cells while reducing immunosuppressive cell populations. Additionally, Liu et&#xa0;al. (<xref ref-type="bibr" rid="B86">86</xref>)revealed that cancer-associated fibroblast (CAF)-specific long non-coding RNA LINC01614, packaged in CAF-derived exosomes, directly interacts with ANXA2 and p65 to promote NF-&#x3ba;B activation. This leads to upregulation of the glutamine transporters SLC38A2 and SLC7A5, enhances glutamine uptake in cancer cells, and ultimately contributes to an unfavorable prognosis in LUAD.</p>
<p>In summary, amino acid metabolism plays a crucial role in lung cancer progression. Further elucidation of the regulatory mechanisms linking additional amino metabolic pathways to lung cancer may open up novel and effective therapeutic avenues for precision treatment of this malignancy.</p>
</sec>
</sec>
<sec id="s4">
<label>4</label>
<title>CircRNA and metabolic reprogramming in lung cancer</title>
<p>In recent years, CircRNAs, as rising stars in the non-coding RNA family, have been demonstrated to play indispensable regulatory roles in the progression of numerous diseases&#x2014;from autoimmune and cardiovascular diseases to osteoarticular disorders (<xref ref-type="bibr" rid="B87">87</xref>)&#x2014;and particularly in cancer (<xref ref-type="bibr" rid="B88">88</xref>). Through summarizing and analyzing current literature on the mechanisms of CircRNAs in metabolic reprogramming in lung cancer, we aim to elucidate their diverse modes of action and impacts on lung cancer progression, thereby exploring the enigmatic functions of CircRNAs in the metabolic landscape of lung cancer. Differentially expressed CircRNAs in NSCLC and other lung cancer cells mediate biological effects ranging from modulating the expression levels of key intracellular enzymes and metabolically relevant signaling pathways to remodeling the metabolic tumor microenvironment. This extensive regulatory network, spanning both intracellular and extracellular processes, compellingly directs our attention to these molecular messengers in this microscopic world (<xref ref-type="bibr" rid="B89">89</xref>, <xref ref-type="bibr" rid="B90">90</xref>).(as shown in <xref ref-type="fig" rid="f3"><bold>Figure&#xa0;3</bold></xref>).</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>CircRNA in lung cancer metabolic reprogramming. This figure illustrates the multi-layered regulatory network through which CircRNAs drive metabolic reprogramming in lung cancer. CircRNAs coordinately alter the metabolic state of cancer cells by regulating key metabolic enzymes, modulating related signaling pathways, remodeling the tumor microenvironment, and mediating epigenetic modifications, thereby promoting tumor proliferation and adaptation. Image was created with Figdraw.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fonc-16-1737600-g003.tif">
<alt-text content-type="machine-generated">Diagram illustrating circRNA's role in lung cancer metabolic reprogramming. Four sections show: (a) regulation of key metabolic enzyme expression, affecting glycolysis and metabolism; (b) modulation of metabolic signaling pathways; (c) remodeling of the tumor microenvironment; and (d) regulation of epigenetic modification. Arrows indicate actions, including binding, promoting, inhibiting, up-regulation, and down-regulation, influencing proliferation, migration, and invasion of lung cancer cells. Visuals include pathways, cell images, and processes in blue, green, and yellow backgrounds.</alt-text>
</graphic></fig>
<sec id="s4_1">
<label>4.1</label>
<title>CircRNA regulates the expression of key enzymes in metabolism</title>
<p>In lung cancer cells, circRNAs such as CircZNF707 and CircHIPK3 play a crucial role in regulating the expression of key metabolic enzymes. Mostly by altering the expression levels and activity of metabolic enzymes such as PFKM and HK2, they can meet the energy and material demands for rapid proliferation, invasion, and metastasis of lung cancer cells (<xref ref-type="bibr" rid="B91">91</xref>). But how exactly do circRNAs exert their regulatory functions in lung cancer cells? Further studies have revealed that circRNAs can participate in the regulation of key metabolic enzyme expression through multiple mechanisms. On one hand, circRNAs can act as molecular sponges to adsorb microRNAs (miRNAs), thereby alleviating the inhibitory effect of miRNAs on the mRNA of key metabolic enzymes and promoting their expression. For example, CircZNF707 competitively binds to miR-668-3p, upregulates PFKM expression, promotes glycolysis, and enhances the proliferation, migration, and invasion of non-small cell lung cancer cells (<xref ref-type="bibr" rid="B48">48</xref>); Researchers such as Gu et&#xa0;al. found that CircHIPK3, by adsorbing miR-381-3p, relieves the negative regulation of HK2 by miR-381-3p, upregulates HK2 expression, modulates glycolytic metabolism, and promotes lung cancer cell proliferation and migration (<xref ref-type="bibr" rid="B92">92</xref>); Similarly, CircSHKBP1 upregulates PKM2 expression by sponging miR-1294, mediating glycolysis and promoting the growth and metastasis of non-small cell lung cancer cells (<xref ref-type="bibr" rid="B93">93</xref>); Likewise, CircEHD2 adsorbs miR-3186-3p, upregulates HK2 expression, and facilitates glycolysis and the proliferation of non-small cell lung cancer cells (<xref ref-type="bibr" rid="B94">94</xref>); Moreover, Circ_UBE2C captures miR-107, alleviating its inhibition of HK2 and upregulating HK2 expression, thereby promoting glycolysis and lung cancer cell proliferation (<xref ref-type="bibr" rid="B95">95</xref>); It is noteworthy that some circRNAs exhibit more complex regulatory hierarchies. For instance, CircSLC25A16 can activate LDHA and promote its transcription through the miR-488-3p/HIF1&#x3b1;/LDHA signaling axis, enhancing glycolysis while significantly promoting the spread of non-small cell lung cancer (<xref ref-type="bibr" rid="B96">96</xref>); Meanwhile, Circ0000518 upregulates SLC1A5 expression by modulating the miR-330-3p/SLC1A5 axis, regulating glutamine metabolism and promoting the progression of non-small cell lung cancer (<xref ref-type="bibr" rid="B97">97</xref>). On the other hand, as a special class of non-coding RNAs, circRNAs can interact with specific proteins to regulate the expression of key metabolic enzymes. For example, CircP4HB binds to PKM2 and subsequently upregulates its expression by enhancing tetramer formation, promoting tumor progression in lung adenocarcinoma (<xref ref-type="bibr" rid="B98">98</xref>); Researchers such as Li et&#xa0;al. found that CircACC1 binds to the &#x3b2; and &#x3b3; subunits of AMPK, stabilizing AMPK and enhancing its activity, promoting fatty acid &#x3b2;-oxidation and glucose metabolism while inhibiting lipid synthesis, thereby regulating metabolic reprogramming in lung cancer cells (<xref ref-type="bibr" rid="B99">99</xref>). Additionally, circRNAs can directly influence transcription and translation processes to regulate the expression of key metabolic enzymes. For instance, CircRARS positively regulates LDHA activity and expression at the transcriptional level, promoting glycolysis and the proliferation of non-small cell lung cancer cells (<xref ref-type="bibr" rid="B100">100</xref>). In summary, in lung cancer tissues, these circRNAs directly or indirectly regulate the expression of key metabolic enzymes through various molecular mechanisms, promoting metabolism such as glycolysis, which serves as the primary nutrient source for the proliferation and spread of lung cancer cells.(as shown in <xref ref-type="fig" rid="f3"><bold>Figure&#xa0;3</bold></xref> and <xref ref-type="table" rid="T1"><bold>Table&#xa0;1</bold></xref>).</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Regulation of key metabolic enzymes by CircRNA.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="center">CircRNA</th>
<th valign="middle" align="center">Mechanism</th>
<th valign="middle" align="center">Sponged miRNA/interacting protein</th>
<th valign="middle" align="center">Regulated key metabolic enzyme</th>
<th valign="middle" align="center">Functions</th>
<th valign="middle" align="center">References</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="center">CircZNF707</td>
<td valign="middle" rowspan="7" align="center">As a molecular sponge, miRNA is adsorbed to relieve the inhibition of miRNA on key metabolic enzymes</td>
<td valign="middle" align="center">miR-668-3p</td>
<td valign="middle" align="center">PFKM</td>
<td valign="middle" align="center">Promotes glycolysis; enhances proliferation, migration, and invasion of NSCLC cells</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B48">48</xref>)</td>
</tr>
<tr>
<td valign="middle" align="center">CircHIPK3</td>
<td valign="middle" align="center">miR-381-3p</td>
<td valign="middle" align="center">HK2</td>
<td valign="middle" align="center">Modulates glycolytic metabolism; promotes proliferation and migration of lung cancer cells</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B92">92</xref>)</td>
</tr>
<tr>
<td valign="middle" align="center">CircSHKBP1</td>
<td valign="middle" align="center">miR-1294</td>
<td valign="middle" align="center">PKM2</td>
<td valign="middle" align="center">Mediates glycolysis; promotes growth and metastasis of NSCLC cells</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B93">93</xref>)</td>
</tr>
<tr>
<td valign="middle" align="center">CircEHD2</td>
<td valign="middle" align="center">miR-3186-3p</td>
<td valign="middle" align="center">HK2</td>
<td valign="middle" align="center">Promotes glycolysis and proliferation of NSCLC cells</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B94">94</xref>)</td>
</tr>
<tr>
<td valign="middle" align="center">Circ-UBE2C</td>
<td valign="middle" align="center">miR-107</td>
<td valign="middle" align="center">HK2</td>
<td valign="middle" align="center">Promotes glycolysis and proliferation of lung cancer cells</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B95">95</xref>)</td>
</tr>
<tr>
<td valign="middle" align="center">CircSLC25A16</td>
<td valign="middle" align="center">miR-488-3p</td>
<td valign="middle" align="center">LDHA</td>
<td valign="middle" align="center">Promotes glycolysis and dissemination of NSCLC cells</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B96">96</xref>)</td>
</tr>
<tr>
<td valign="middle" align="center">Circ0000518</td>
<td valign="middle" align="center">miR-330-3p</td>
<td valign="middle" align="center">SLC1A5</td>
<td valign="middle" align="center">Regulates glutamine metabolism; promotes NSCLC progression</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B97">97</xref>)</td>
</tr>
<tr>
<td valign="middle" align="center">CircP4HB</td>
<td valign="middle" rowspan="2" align="center">Interacts with specific proteins to regulate the expression of metabolic enzymes</td>
<td valign="middle" align="center">PKM2</td>
<td valign="middle" align="center">PKM2</td>
<td valign="middle" align="center">Promotes progression of lung adenocarcinoma</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B98">98</xref>)</td>
</tr>
<tr>
<td valign="middle" align="center">CircACC1</td>
<td valign="middle" align="center">&#x3b2; and &#x3b3; subunits of AMPK</td>
<td valign="middle" align="center">AMPK</td>
<td valign="middle" align="center">Promotes fatty acid &#x3b2;-oxidation and glucose metabolism; inhibits lipid synthesis; reprograms lung cancer cell metabolism</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B99">99</xref>)</td>
</tr>
<tr>
<td valign="middle" align="center">CircRARS</td>
<td valign="middle" align="center">Directly regulates transcriptional processes to control metabolic enzyme expression</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">LDHA</td>
<td valign="middle" align="center">Promotes glycolysis and proliferation of NSCLC cells</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B100">100</xref>)</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s4_2">
<label>4.2</label>
<title>CircRNA affects metabolic signaling pathways</title>
<p>In addition to influencing the metabolic processes of lung cancer cells by regulating the expression of key metabolic enzymes, circRNAs can also mediate metabolism-related signaling pathways such as PI3K, MAPK, and Wnt/&#x3b2;-catenin to modulate various metabolic processes in lung cancer cells, thereby regulating metabolic reprogramming in lung cancer. The PI3K pathway plays a crucial role in the proliferation, apoptosis, invasion, metastasis, and immune regulation of lung cancer cells, making it one of the key signaling pathways involved in the development and targeted therapy of lung cancer (<xref ref-type="bibr" rid="B101">101</xref>). Researchers have found that CircVAPA can activate the PI3K/AKT signaling pathway by regulating the miR-377-3p/IGF1R axis and the miR-494-3p/IGF1R axis, thereby modulating small cell lung cancer (<xref ref-type="bibr" rid="B102">102</xref>). For instance, Circ_0000376 inhibits the activity of the PI3K/PKB signaling pathway by downregulating the levels of phosphorylated PI3K and PKB, thereby suppressing the progression of non-small cell lung cancer (<xref ref-type="bibr" rid="B103">103</xref>). Circ-PLCD1, on the other hand, can adsorb miR-375 and miR-1179 and increase PTEN expression, thereby inhibiting the PI3K/AKT signaling pathway and acting as a tumor suppressor in non-small cell lung cancer (<xref ref-type="bibr" rid="B104">104</xref>). Additionally, miR-760 overexpression attenuates the regulatory effects of Circ_0008594 on the functions of H23 and H460 cells as well as the PI3K/AKT pathway. Therefore, Circ_0008594 promotes the development of non-small cell lung cancer by regulating the miR-760-mediated PI3K/AKT pathway (<xref ref-type="bibr" rid="B105">105</xref>).</p>
<p>The MAPK signaling pathway connects extracellular signals to cellular functions such as development, proliferation, differentiation, migration, and apoptosis. Abnormalities in the MAPK pathway can lead to cancer development (<xref ref-type="bibr" rid="B106">106</xref>). Circ0001313, Circ-ZKSCAN1, and others can mediate the MAPK signaling pathway to regulate the proliferation and development of lung cancer. For example, Circ0001313 competitively binds with miR-452, upregulates HMGB3 levels, and attenuates the ERK/MAPK signaling pathway, thereby inhibiting the proliferation and invasion of non-small cell lung cancer cells (<xref ref-type="bibr" rid="B107">107</xref>). Meanwhile, some scholars have found that Circ-ZKSCAN1, by adsorbing miR-330-5p, upregulates FAM83A expression, thereby inhibiting the MAPK signaling transduction pathway and further promoting the progression of non-small cell lung cancer (<xref ref-type="bibr" rid="B108">108</xref>).</p>
<p>Aberrations in the Wnt/&#x3b2;-catenin signaling pathway are not only a critical factor in the development and progression of lung cancer but also regulate cancer stem cell properties, invasion, and metastasis (<xref ref-type="bibr" rid="B109">109</xref>). Certain circRNAs can also mediate the Wnt/&#x3b2;-catenin signaling pathway and other metabolism-related pathways to regulate lung cancer progression. For instance, CircFBXW7 can be translated into a short peptide, circFBXW7-185aa, which, after epigenetic modification, interacts with &#x3b2;-catenin, leading to its ubiquitination and degradation. This process mediates the Wnt/&#x3b2;-catenin signaling pathway and modulates the progression of lung adenocarcinoma (<xref ref-type="bibr" rid="B110">110</xref>). Furthermore, circRNAs such as CircERI3 and CircACC1 can participate in regulating other signaling pathways, including mitochondrial metabolism and glucose metabolism, thereby providing necessary nutrients and energy support for the growth and migration of lung cancer cells. Specifically, CircERI3 interacts with DDB1, modulates its ubiquitination process, and enhances its stability, thereby promoting peroxisome proliferation, influencing mitochondrial function and metabolism, and ultimately driving lung cancer proliferation (<xref ref-type="bibr" rid="B111">111</xref>). Circ_0047921 mediates the miR-1287-5p/LARP1 signaling pathway, enhances glucose metabolism, and significantly promotes the proliferation, migration, and invasion of lung cancer cells (<xref ref-type="bibr" rid="B112">112</xref>). Additionally, researchers such as Li et&#xa0;al. found that CircACC1 directly binds to AMPK subunits, stabilizing and enhancing AMPK activity, which coordinates fatty acid &#x3b2;-oxidation and glucose metabolism while promoting lung cancer proliferation (<xref ref-type="bibr" rid="B99">99</xref>). It is noteworthy that some circRNAs can mediate multiple metabolic pathways simultaneously, rather than just one. For example, Circ-ZKSCAN1 not only promotes non-small cell lung cancer proliferation by adsorbing miR-330-5p and mediating the MAPK signaling pathway but also facilitates lung adenocarcinoma proliferation by regulating the miR-185-5p/TAGLN2 axis (<xref ref-type="bibr" rid="B108">108</xref>, <xref ref-type="bibr" rid="B113">113</xref>).(as shown in <xref ref-type="fig" rid="f3"><bold>Figure&#xa0;3</bold></xref> and <xref ref-type="table" rid="T2"><bold>Table&#xa0;2</bold></xref>).</p>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>Regulation of signaling pathways by CircRNAs in lung cancer metabolic processes.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="center">CircRNA</th>
<th valign="middle" align="center">Mediated signaling pathway</th>
<th valign="middle" align="center">Functions</th>
<th valign="middle" align="center">References</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="center">CircVAPA</td>
<td valign="middle" align="center">PI3K/AKT signaling pathway</td>
<td valign="middle" align="center">Regulates small cell lung cancer</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B102">102</xref>)</td>
</tr>
<tr>
<td valign="middle" align="center">Circ-0000376</td>
<td valign="middle" align="center">PI3K/PKB signaling pathway</td>
<td valign="middle" align="center">Suppresses the development and progression of NSCLC</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B103">103</xref>)</td>
</tr>
<tr>
<td valign="middle" align="center">Circ-PLCD1</td>
<td valign="middle" align="center">PI3K/AKT signaling pathway</td>
<td valign="middle" align="center">Inhibits NSCLC</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B104">104</xref>)</td>
</tr>
<tr>
<td valign="middle" align="center">Circ-0008594</td>
<td valign="middle" align="center">PI3K/AKT signaling pathway</td>
<td valign="middle" align="center">Promotes NSCLC development</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B105">105</xref>)</td>
</tr>
<tr>
<td valign="middle" align="center">Circ0001313</td>
<td valign="middle" align="center">ERK/MAPK signaling pathway</td>
<td valign="middle" align="center">Inhibits proliferation and invasion of NSCLC cells</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B107">107</xref>)</td>
</tr>
<tr>
<td valign="middle" align="center">CircFBXW7</td>
<td valign="middle" align="center">Wnt/&#x3b2;-catenin signaling pathway</td>
<td valign="middle" align="center">Regulates progression of lung adenocarcinoma</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B110">110</xref>)</td>
</tr>
<tr>
<td valign="middle" align="center">CircERI3</td>
<td valign="middle" align="center">Mitochondrial metabolic pathway</td>
<td valign="middle" align="center">Promotes lung cancer proliferation</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B111">111</xref>)</td>
</tr>
<tr>
<td valign="middle" align="center">Circ-0047921</td>
<td valign="middle" align="center">miR-1287-5p/LARP1 signaling pathway</td>
<td valign="middle" align="center">Promotes proliferation, migration, and invasion of lung cancer cells</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B112">112</xref>)</td>
</tr>
<tr>
<td valign="middle" align="center">CircACC1</td>
<td valign="middle" align="center">Fatty acid &#x3b2;-oxidation and glucose metabolism pathways</td>
<td valign="middle" align="center">Promotes lung cancer proliferation</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B99">99</xref>)</td>
</tr>
<tr>
<td valign="middle" align="center">Circ-ZKSCAN1</td>
<td valign="middle" align="center">miR-330-5p/MAPK or miR-185-5p/TAGLN2 signaling pathway</td>
<td valign="middle" align="center">Promotes proliferation of NSCLC or lung adenocarcinoma</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B108">108</xref>, <xref ref-type="bibr" rid="B113">113</xref>)</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s4_3">
<label>4.3</label>
<title>CircRNA reshapes the tumor microenvironment</title>
<p>The tumor microenvironment (TME) comprises cellular components such as fibroblasts, endothelial cells, and immune cells, as well as non-cellular components including the extracellular matrix (ECM) and cytokines (<xref ref-type="bibr" rid="B114">114</xref>). During the development and progression of lung cancer, significant changes occur in the TME of lung cancer tissues, including alterations in cellular components, remodeling of the ECM, changes in cytokines, and metabolic reprogramming, which collectively provide the driving force for the proliferation and migration of lung cancer cells (<xref ref-type="bibr" rid="B115">115</xref>). CircRNAs contribute substantially to the remodeling of the TME, thereby creating favorable conditions for the growth, invasion, and metastasis of lung cancer cells (<xref ref-type="bibr" rid="B116">116</xref>). For instance, CircNOX4 upregulates fibroblast activation protein (FAP) via the miR-329-5p/FAP axis, increasing the expression of cancer-associated fibroblasts (CAFs). This enhances the glycolytic capacity and lactate secretion of CAFs, providing energy and synthetic precursors for tumor cells, thereby promoting angiogenesis, inflammatory responses, and metastasis, ultimately influencing the growth and metastasis of NSCLC (<xref ref-type="bibr" rid="B117">117</xref>). Extracellular vesicle-carried CircMYBL1 can modulate CD44 expression in human pulmonary microvascular endothelial cells (HPMECs), promoting adhesion between cancer cells and endothelial cells and facilitating pulmonary metastasis of adenoid cystic carcinoma (<xref ref-type="bibr" rid="B118">118</xref>). Moreover, circRNAs can modulate the functions of key immune cells, such as T cells and macrophages, either directly or through exosome-mediated mechanisms, thereby fostering an immunosuppressive TME in lung cancer. On one hand, circRNAs suppress T cell activity and infiltration. For instance, Wei et&#xa0;al. (<xref ref-type="bibr" rid="B119">119</xref>) demonstrated that circFNDC3B binds to transcription factor II-I (TFII-I) to downregulate the chemokines CXCL10 and CXCL11, consequently restricting CD8+T cell infiltration in NSCLC tissues. Similarly, circUSP7 induces CD8+T cell dysfunction via the miR-934/SHP2 axis, leading to resistance against anti-PD-1 therapy (<xref ref-type="bibr" rid="B120">120</xref>). On the other hand, circRNAs are pivotal in regulating macrophage polarization. Studies have shown that circATP9A and exosomal circPLEKHM1 (under hypoxic conditions) can facilitate macrophage polarization toward the pro-tumorigenic M2 phenotype via extracellular vesicle-mediated delivery, thereby driving lung cancer progression and metastasis (<xref ref-type="bibr" rid="B121">121</xref>, <xref ref-type="bibr" rid="B122">122</xref>). CircRNAs can also facilitate the invasion and metastasis of lung cancer cells by breaking through ECM constraints via regulation of ECM remodeling. For example, under hypoxic conditions, Circ_0007386 enhances its circularization through YAP1-EIF4A3 interaction, subsequently affecting ECM remodeling via the miR-383-5p/CIRBP axis (<xref ref-type="bibr" rid="B123">123</xref>). Meanwhile, CircRNAs play a significant role in modulating cytokines. CircNOX4, through the miR-329-5p/FAP axis, upregulates FAP and promotes the secretion of cytokines such as IL-6 and CCL2, thereby fostering a pro-metastatic inflammatory microenvironment and further promoting the growth and metastasis of NSCLC (<xref ref-type="bibr" rid="B117">117</xref>). Additionally, some CircRNAs can alter the tumor metabolic microenvironment of lung cancer by regulating metabolism. For instance, Circ_0008928 promotes glycolytic metabolism through the miR-488/HK2 axis, remodeling the glucose metabolic microenvironment and facilitating the growth and migration of NSCLC cells (<xref ref-type="bibr" rid="B124">124</xref>). Furthermore, researchers such as Xue et&#xa0;al. found that Circ-LDLRAD3 promotes glutamine transport and metabolism by regulating the miR-137/SLC1A5 axis, reshaping the amino acid metabolic microenvironment in lung cancer. This not only provides nitrogen sources and energy for lung cancer cells but also participates in amino acid synthesis, supporting the biosynthetic and energy metabolism required for lung cancer cell proliferation, thereby promoting lung cancer progression (<xref ref-type="bibr" rid="B125">125</xref>). In summary, CircRNAs remodel the tumor microenvironment through diverse pathways, involving both cellular and non-cellular components, creating favorable conditions for the proliferation and metastasis of lung cancer cells.(as shown in <xref ref-type="fig" rid="f3"><bold>Figure&#xa0;3</bold></xref> and <xref ref-type="table" rid="T3"><bold>Table&#xa0;3</bold></xref>).</p>
<table-wrap id="T3" position="float">
<label>Table&#xa0;3</label>
<caption>
<p>Mechanisms of CircRNAs in remodeling the tumor microenvironment in lung cancer.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="center">CircRNA</th>
<th valign="middle" align="center">Mechanism</th>
<th valign="middle" align="center">Functions</th>
<th valign="middle" align="center">References</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="center">CircNOX4</td>
<td valign="middle" align="center">Upregulates FAP via the miR-329-5p/FAP axis, increasing CAF expression and promotes the secretion of cytokines such as IL-6 and CCL2</td>
<td valign="middle" align="center">Promotes angiogenesis, inflammation, and metastasis; shapes a pro-metastatic inflammatory microenvironment; facilitates NSCLC growth and metastasis</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B117">117</xref>)</td>
</tr>
<tr>
<td valign="middle" align="center">CircMYBL1</td>
<td valign="middle" align="center">Modulates CD44 expression in vascular endothelial cells (HPMEC)</td>
<td valign="middle" align="center">Promotes adhesion between cancer cells and endothelial cells, facilitating lung metastasis in adenoid cystic carcinoma</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B118">118</xref>)</td>
</tr>
<tr>
<td valign="middle" align="center">CircFNDC3B</td>
<td valign="middle" align="center">Binds to transcription factor II-I (TFII-I) to downregulate CXCL10 and CXCL11</td>
<td valign="middle" align="center">Inhibits CD8+T cell infiltration in NSCLC tissues</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B119">119</xref>)</td>
</tr>
<tr>
<td valign="middle" align="center">CircUSP7</td>
<td valign="middle" align="center">Regulates the miR-934/SHP2 axis</td>
<td valign="middle" align="center">Induces CD8+T cell dysfunction and leads to anti-PD-1 immunotherapy resistance</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B120">120</xref>)</td>
</tr>
<tr>
<td valign="middle" align="center">CircATP9A and CircPLEKHM1</td>
<td valign="middle" align="center">Delivered via extracellular vesicles (e.g., exosomes)</td>
<td valign="middle" align="center">Promotes macrophage polarization toward the M2 phenotype to drive tumor progression and metastasis</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B121">121</xref>, <xref ref-type="bibr" rid="B122">122</xref>)</td>
</tr>
<tr>
<td valign="middle" align="center">Circ-0007386</td>
<td valign="middle" align="center">Affects extracellular matrix remodeling via the miR-383-5p/CIRBP axis</td>
<td valign="middle" align="center">Promotes invasion and metastasis of lung cancer cells by breaking through matrix restrictions</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B123">123</xref>)</td>
</tr>
<tr>
<td valign="middle" align="center">Circ-0008928</td>
<td valign="middle" align="center">Remodels the glucose metabolic microenvironment via the miR-488/HK2 axis</td>
<td valign="middle" align="center">Promotes NSCLC cell growth and migration</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B124">124</xref>)</td>
</tr>
<tr>
<td valign="middle" align="center">Circ-LDLRAD3</td>
<td valign="middle" align="center">Modulates the miR-137/SLC1A5 axis to reshape the amino acid metabolic microenvironment in lung cancer</td>
<td valign="middle" align="center">Promotes lung cancer progression</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B125">125</xref>)</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s4_4">
<label>4.4</label>
<title>CircRNA regulates epigenetic modification</title>
<p>Epigenetic modifications, including DNA methylation, histone modifications, and non-coding RNA-mediated gene regulation, represent a reversible and heritable mode of influencing gene expression (<xref ref-type="bibr" rid="B126">126</xref>). In the metabolic reprogramming of lung cancer, the regulation of epigenetic modifications by circRNAs is of great significance, as they exert regulatory roles at multiple levels such as DNA methylation, histone modifications, chromatin remodeling, and RNA modifications. Lung cancer tissues exhibit significantly abnormal histone acetylation, with promoter hypermethylation commonly observed in early stages leading to the inactivation of tumor suppressor genes, while promoter hypomethylation or loss of methylation is more frequent in advanced stages (<xref ref-type="bibr" rid="B127">127</xref>). Some circRNAs can regulate metabolism through epigenetic modifications such as DNA methylation, histone modifications, and chromatin remodeling, thereby promoting the proliferation and invasion of lung cancer cells (<xref ref-type="bibr" rid="B127">127</xref>). For instance, CircTFF1 upregulates DNMT3A via the miR-29c-3p/DNMT3A axis, promoting BCL6B promoter methylation and suppressing its transcription. As BCL6B is a transcriptional repressor, its downregulation alleviates the transcriptional repression of various metabolism-related genes, thereby remodeling the metabolic network of lung cancer cells and providing energy and nutrients for their proliferation, migration, and invasion (<xref ref-type="bibr" rid="B128">128</xref>). In NSCLC, upregulation of Circ_0077837 reduces PTEN expression and increases PTEN gene methylation, thereby inhibiting apoptosis in lung cancer cells (<xref ref-type="bibr" rid="B129">129</xref>). CircRNAs can also regulate lung cancer metabolism through RNA modifications. For example, CircERI3 undergoes increased nuclear export via 5-methyladenosine modification, enhancing DDB1 stability and promoting PGC-1&#x3b1; transcription, thereby altering mitochondrial energy metabolism and facilitating lung cancer development (<xref ref-type="bibr" rid="B111">111</xref>). Similarly, CircNOTCH1 regulates the NOTCH1 pathway by modulating m6A methylation, indirectly influencing glycolysis and promoting NSCLC cell growth (<xref ref-type="bibr" rid="B130">130</xref>). Additionally, CircVMP1 mediates the miR-524-5p/METTL3 axis by regulating m6A modification, promoting the progression of NSCLC (<xref ref-type="bibr" rid="B131">131</xref>). Beyond DNA methylation and RNA modifications, circRNAs in lung cancer tissues also regulate histone modifications and chromatin remodeling. For example, CircNDUFB2 inhibits NSCLC progression by enhancing the ubiquitination and degradation of IGF2BP (<xref ref-type="bibr" rid="B132">132</xref>). Meanwhile, CircEPB41L2 can bind to the RRM1 domain of PTBP1 and the E3 ubiquitin ligase TRIP12, promoting polyubiquitination and degradation of PTBP1, thereby inhibiting glucose uptake and lactate production, and subsequently suppressing NSCLC progression and metastasis (<xref ref-type="bibr" rid="B133">133</xref>). Conversely, CircDCUN1D4 forms a CircDCUN1D4/HuR/TXNIP RNA-protein ternary complex, stabilizing TXNIP expression, which inhibits glucose uptake and glycolysis, as well as the metastasis of lung cancer cells (<xref ref-type="bibr" rid="B134">134</xref>). The regulation of epigenetic modifications by circRNAs in lung cancer tissues constitutes a complex and precise network involving DNA methylation, histone modifications, and other mechanisms. This network not only influences the metabolism of lung cancer cells but also remodels the tumor microenvironment, promoting their proliferation and invasion.(as shown in <xref ref-type="fig" rid="f3"><bold>Figure&#xa0;3</bold></xref>).</p>
</sec>
</sec>
<sec id="s5">
<label>5</label>
<title>Clinical application prospects of circRNA</title>
<p>The evolutionarily conserved circRNA family exhibits stable expression differences across various tissues, thereby mediating countless biological functions. Not only can they express proteins like lncRNAs, but their superior circular structure also provides stable properties for <italic>in vivo</italic> delivery and low immunogenicity (<xref ref-type="bibr" rid="B135">135</xref>). To date, the clinical translation of circRNAs primarily includes disease diagnosis, prognosis assessment (<xref ref-type="bibr" rid="B136">136</xref>), vaccine development (<xref ref-type="bibr" rid="B137">137</xref>, <xref ref-type="bibr" rid="B138">138</xref>), and targeted drug discovery, among other aspects. Owing to their stable expression patterns, we can now detect circRNA types in blood, saliva, and tissues to inform critical clinical decisions such as early disease diagnosis and prognosis evaluation. This has been studied in various diseases, including ophthalmic diseases (<xref ref-type="bibr" rid="B139">139</xref>), lung cancer (<xref ref-type="bibr" rid="B140">140</xref>), breast cancer (<xref ref-type="bibr" rid="B141">141</xref>), colorectal cancer (<xref ref-type="bibr" rid="B142">142</xref>), stroke (<xref ref-type="bibr" rid="B143">143</xref>), heart failure (<xref ref-type="bibr" rid="B144">144</xref>), multiple sclerosis (<xref ref-type="bibr" rid="B145">145</xref>), and major depressive disorder (<xref ref-type="bibr" rid="B146">146</xref>).</p>
<p>Compared to mRNA vaccines, circRNA vaccines not only offer advantages such as high efficacy, low immunogenicity, high stability, ease of production, and durability but also enable stable protein expression <italic>in vivo</italic>, triggering a more robust adaptive immune response and higher antibody production. Researchers such as Laura et&#xa0;al. (<xref ref-type="bibr" rid="B138">138</xref>)explored the adjuvant activity of circRNA vaccines administered in mice, using CART delivery systems to enhance translational activity. They successfully induced T-cell responses in mice, paving new pathways for clinical cancer immunotherapy. Although the development of such RNA vaccines is still in its early stages and has not yet entered clinical trials, they hold broad therapeutic potential for further translation in areas such as viral infections, cancer treatment, metabolic diseases, and autoimmune disorders (<xref ref-type="bibr" rid="B137">137</xref>).</p>
<p>CircRNAs hold promise for applications such as protein replacement therapy, vaccine development, cancer immunotherapy, and gene editing. Their <italic>in vivo</italic> delivery systems mainly include lipid nanoparticles, exosomes, virus-like particles, and viral vectors (<xref ref-type="bibr" rid="B147">147</xref>). For example, exosomes are natural intercellular communication vehicles&#x2014;small, biocompatible, and innate&#x2014;making them highly suitable as delivery carriers (<xref ref-type="bibr" rid="B148">148</xref>). However, intravenous administration has an extremely short duration, and chemical/biological modifications can extend their half-life (<xref ref-type="bibr" rid="B148">148</xref>). Due to the challenges of loading circRNAs into exosomes owing to their unique circular structure, researchers such as Yu et&#xa0;al. (<xref ref-type="bibr" rid="B149">149</xref>) constructed the coding DNA of the target circRNA DYM into a lentiviral vector. This vector was used to transfect T cells, enabling accurate and efficient circularization and facilitating large-scale production. Although circRNAs hold immense potential for clinical translation, they still face challenges in synthesis, purification, and delivery systems. Their metabolic processes, efficacy, and distribution <italic>in vivo</italic> require further exploration (<xref ref-type="bibr" rid="B147">147</xref>).</p>
</sec>
<sec id="s6" sec-type="conclusions">
<label>6</label>
<title>Conclusion and outlook</title>
<p>In this review, we summarize the biological roles mediated by differentially expressed circRNAs in lung cancer cells. A growing body of research has highlighted the role of non-coding RNAs in remodeling the tumor microenvironment (<xref ref-type="bibr" rid="B150">150</xref>). Among them, circRNAs promote the progression of malignant phenotypes in lung cancer by regulating glycolysis. Recent studies have shown that circRNAs facilitate glycolysis through their sponge effect on miRNAs, thereby promoting the progression of malignant phenotypes in lung cancer (<xref ref-type="bibr" rid="B151">151</xref>). Furthermore, circRNAs also regulate the expression of related enzymes. For instance, CircSLC25A16 upregulates LDHA and promotes glycolysis by modulating key glycolytic enzymes, thereby facilitating the initiation and progression of lung cancer (<xref ref-type="bibr" rid="B151">151</xref>). The implementation of this mechanism demonstrates that non-coding RNAs have the potential to regulate the mRNA and protein expression of metabolic enzymes or indirectly interact with key factors that modulate the synthesis of metabolic enzymes (<xref ref-type="bibr" rid="B150">150</xref>).</p>
<p>CircRNAs can collaborate with other molecules to remodel the tumor microenvironment. For example, circRNAs adsorb miRNAs to regulate the expression of miRNA target genes, thereby participating in the modulation of malignant behaviors and immune escape in various tumor cells, including lung cancer (<xref ref-type="bibr" rid="B152">152</xref>). Specifically, circRNAs can influence the regulatory effects of miRNAs on their target genes by binding to miRNAs, making them potential biomarkers (<xref ref-type="bibr" rid="B153">153</xref>). To realize this potential, a clear translational pathway emerges, guiding future efforts from validation to application: advancing the clinical validation and standardized detection of key circRNA biomarkers will rely on large-scale prospective studies (<xref ref-type="bibr" rid="B136">136</xref>) and the establishment of robust, reproducible liquid biopsy protocols (<xref ref-type="bibr" rid="B154">154</xref>); overcoming <italic>in vivo</italic> delivery hurdles necessitates the development of novel targeted systems, such as engineered nanocarriers, to provide precise therapeutic tools (<xref ref-type="bibr" rid="B147">147</xref>); integrating circRNA profiles with multi-omics data to construct prognostic models will chart a new course for precision diagnosis and therapy in lung cancer (<xref ref-type="bibr" rid="B155">155</xref>); ultimately, through innovative clinical trials, strategies combining interventions targeting circRNA-mediated metabolic axes with existing treatments hold promise for breaking through therapeutic plateaus and offering new hope to patients (<xref ref-type="bibr" rid="B156">156</xref>). Existing research indicates that while circRNAs hold great potential in inhibiting the activity of key metabolic enzymes in metabolic pathways, it is necessary to simultaneously target multiple metabolic pathways or combine interventions in oncogenic signaling pathways to enhance therapeutic efficacy and avoid drug resistance (<xref ref-type="bibr" rid="B157">157</xref>). Moreover, studies on circRNAs in lung cancer provide new insights and potential biomarkers for early diagnosis, prognosis assessment, and treatment of lung cancer (<xref ref-type="bibr" rid="B153">153</xref>). Additionally, circRNAs show promise in cancer therapy, including but not limited to the use of RNA interference (RNAi) and CRISPR-Cas9 systems to target specific circRNAs, thereby inhibiting cancer cell proliferation and invasion (<xref ref-type="bibr" rid="B158">158</xref>). These advancements offer hope for optimizing clinical prediction and cancer treatment. However, current research on the regulation of cancer metabolic reprogramming by circRNAs also faces many challenges. In recent years, few studies have explored their clinical application as diagnostic cancer biomarkers, and the complexity of experimental methods and difficulties in detection remain limitations that need to be addressed in future research (<xref ref-type="bibr" rid="B159">159</xref>).</p>
<p>In summary, our review provides a theoretical foundation for in-depth analysis of the metabolic regulatory network in lung cancer and the development of precision treatment strategies. Research on circRNAs contributes to a better understanding of altered energy metabolism in cancer cells. With advances in biological research, circRNAs are expected to be applied in clinical settings for regulating immunometabolism (<xref ref-type="bibr" rid="B158">158</xref>) and multi-target synergistic interventions, thereby contributing to cancer therapy.</p>
</sec>
</body>
<back>
<sec id="s7" sec-type="author-contributions">
<title>Author contributions</title>
<p>SC: Conceptualization, Writing &#x2013; original draft, Formal analysis. ML: Writing &#x2013; review &amp; editing, Visualization, Data curation. SL: Writing &#x2013; review &amp; editing, Visualization, Data curation. YS: Writing &#x2013; review &amp; editing, Funding Acquisition, Supervision. LW: Writing &#x2013; review &amp; editing, Funding Acquisition, Supervision.</p></sec>
<sec id="s9" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The remaining author(s) declared that this work was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p></sec>
<sec id="s10" sec-type="ai-statement">
<title>Generative AI statement</title>
<p>The author(s) declared that Generative AI was not used in the creation of this manuscript.</p>
<p>Any alternative text (alt text) provided alongside figures in this article has been generated by Frontiers with the support of artificial intelligence and reasonable efforts have been made to ensure accuracy, including review by the authors wherever possible. If you identify any issues, please contact us.</p></sec>
<sec id="s11" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
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<sec id="s12" sec-type="supplementary-material">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fonc.2026.1737600/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fonc.2026.1737600/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Table1.docx" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document"/></sec>
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