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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Oncol.</journal-id>
<journal-title>Frontiers in Oncology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Oncol.</abbrev-journal-title>
<issn pub-type="epub">2234-943X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fonc.2025.1599608</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Oncology</subject>
<subj-group>
<subject>Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Exosomes in lung cancer: a role in early diagnosis</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" equal-contrib="yes">
<name>
<surname>Zhou</surname>
<given-names>Tong</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
</contrib>
<contrib contrib-type="author" equal-contrib="yes">
<name>
<surname>Ma</surname>
<given-names>Hui</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Li</surname>
<given-names>Zhikang</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Xu</surname>
<given-names>Yijun</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2742214/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Zhao</surname>
<given-names>Lingling</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/3015319/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Wuhan Kindstar Zhenyuan Medical Laboratory Co., Ltd.</institution>, <addr-line>Wuhan</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Chest Hospital, Tianjin University</institution>, <addr-line>Tianjin</addr-line>, <country>China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Department of Thoracic Surgery, Tianjin Chest Hospital</institution>, <addr-line>Tianjin</addr-line>, <country>China</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Department of Scientific Research, Kindstar Global Precision Medicine Institute</institution>, <addr-line>Wuhan</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Lei Huang, University of Massachusetts Medical School, United States</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Yangyang Zhu, Harvard Medical School, United States</p>
<p>Yue Liu, The University of Texas at Austin, United States</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Lingling Zhao, <email xlink:href="mailto:zhaolingling@kindstar.com.cn">zhaolingling@kindstar.com.cn</email>; Yijun Xu, <email xlink:href="mailto:tjsxkyyxyj@163.com">tjsxkyyxyj@163.com</email>
</p>
</fn>
<fn fn-type="equal" id="fn003">
<p>&#x2020;These authors have contributed equally to this work and share first authorship</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>12</day>
<month>06</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>15</volume>
<elocation-id>1599608</elocation-id>
<history>
<date date-type="received">
<day>25</day>
<month>03</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>26</day>
<month>05</month>
<year>2025</year>
</date>
<date date-type="rev-recd">
<day>19</day>
<month>05</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2025 Zhou, Ma, Li, Xu and Zhao</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Zhou, Ma, Li, Xu and Zhao</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>Lung cancer is the most prevalent and deadly malignant tumor in the world. Traditional treatment methods rely on histopathological analysis of cancer cells obtained through tissue biopsies, which carry risks due to their invasive nature. Thus, there is an urgent need to identify effective and non-invasive early screening methods for lung cancer. Exosomes, a crucial element of liquid biopsies, have emerged as a promising alternative due to their non-invasive collection, convenience and cost-effectiveness in diagnosing lung cancer. Research has underscored the role of exosomes in lung cancer invasion, metastasis, immune regulation, and the tumor microenvironment. Furthermore, the contents of exosomes, such as miRNAs, lncRNAs, circRNAs, and proteins, demonstrate considerable potential for the early diagnosis of lung cancer. This article provides a comprehensive review of the role and application of exosomes as liquid biopsy markers for early diagnosis of lung cancer, emphasizing their promise in improving patient outcomes through earlier detection and intervention.</p>
</abstract>
<kwd-group>
<kwd>lung cancer</kwd>
<kwd>exosomes</kwd>
<kwd>early diagnosis</kwd>
<kwd>biomarkers</kwd>
<kwd>liquid biopsy</kwd>
</kwd-group>
<counts>
<fig-count count="1"/>
<table-count count="4"/>
<equation-count count="0"/>
<ref-count count="131"/>
<page-count count="11"/>
<word-count count="4895"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Surgical Oncology</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1">
<label>1</label>
<title>Background</title>
<p>Lung cancer is a malignant tumor with a rapidly increasing incidence and mortality rare worldwide, representing a significant threat to human health. It encompasses various subtypes, including small cell lung cancer (SCLC), lung adenocarcinoma (LUAD), Lung squamous cell carcinoma (LUSC), and large-cell carcinoma (LCC) (<xref ref-type="bibr" rid="B1">1</xref>, <xref ref-type="bibr" rid="B2">2</xref>). Currently, surgical resection remains the most effective treatment for early-stage lung cancer, however, the early diagnosis rate is only 15%, with fewer than 30% of patients meeting clear surgical criteria (<xref ref-type="bibr" rid="B3">3</xref>&#x2013;<xref ref-type="bibr" rid="B6">6</xref>). Early screening is crucial for reducing mortality from non-small cell lung cancer (NSCLC) (<xref ref-type="bibr" rid="B7">7</xref>). Conventional clinical tests, such as magnetic resonance imaging (MRI) and computed tomography (CT), are often costly and can lead to false positives. While tumor markers can provide additional risk assessment for clinical decision making (<xref ref-type="bibr" rid="B8">8</xref>, <xref ref-type="bibr" rid="B9">9</xref>), pathological biopsy, considered the gold standard for lung cancer diagnosis, is not suitable for early screening and follow-up due to its invasive nature. Liquid biopsy has emerged as a promising diagnostic technique characterized by its non-invasive approach, high specificity, sensitivity and early detection capabilities, with exosomes gaining attention as potential biomarkers for this method (<xref ref-type="bibr" rid="B10">10</xref>, <xref ref-type="bibr" rid="B11">11</xref>). Exosomes are small lipid bilayer vesicles that contain a wealth of nucleic acids, proteins, and lipids, thereby facilitating liquid biopsy (<xref ref-type="bibr" rid="B12">12</xref>). Their stability is a key advantage, as the lipid bilayer structure protects their contents from degradation. Moreover, exosomes carry a complete set of genetic information from their parental cells, making them effective biomarkers that accurately reflect the physiological state of those cells. Notably, exosomes derived from tumor cells are enriched with tumor-specific DNA, RNA, and proteins (<xref ref-type="bibr" rid="B13">13</xref>&#x2013;<xref ref-type="bibr" rid="B16">16</xref>). Recent studies have underscored the strong connection between exosomes and lung cancer, influencing various aspects of tumor progression, including proliferation, metastasis, drug resistance and angiogenesis. Consequently, exosomes are positioned as ideal biomarkers for the early diagnosis of lung cancer (<xref ref-type="bibr" rid="B17">17</xref>&#x2013;<xref ref-type="bibr" rid="B21">21</xref>). This article provides an overview of research findings on exosomal miRNAs, lncRNAs, circRNAs and proteins as biomarkers, offering new insights for the early diagnosis and treatment of lung cancer (<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>Exosome-related biomarkers for early diagnosis of lung cancer.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fonc-15-1599608-g001.tif"/>
</fig>
</sec>
<sec id="s2">
<label>2</label>
<title>Overview of exosomes</title>
<sec id="s2_1">
<label>2.1</label>
<title>Biological characteristics of exosomes</title>
<p>The study of exosomes began in 1987, when Johnstone et&#xa0;al. (<xref ref-type="bibr" rid="B22">22</xref>) first observed that reticulocytes release vesicles into the extracellular space, coining the term &#x201c;exosomes&#x201d; based on their morphology and size. Exosomes are small vesicles with a diameter of 30-100nm and have a disc-like structure characterized by a bilayer lipid membrane (<xref ref-type="bibr" rid="B23">23</xref>). They are enriched proteins related to multivesicular body (MVB), including Flotillins, Annexins, GTPases, RABs, SNAREs, ALIX, TSG101, heat shock proteins (HSP70, HSP90) and transmembrane protein families such as CD9, CD63, CD81 and CD82 (<xref ref-type="bibr" rid="B23">23</xref>). These proteins play crucial roles in various biological processes of exosomes, including biogenesis, antigen presentation, membrane transport, and fusion (<xref ref-type="bibr" rid="B24">24</xref>, <xref ref-type="bibr" rid="B25">25</xref>). In addition to proteins, exosomes contain a diverse array of nucleic acids, such as mRNAs, miRNAs, lncRNAs, circRNAs and snoRNAs (<xref ref-type="bibr" rid="B26">26</xref>&#x2013;<xref ref-type="bibr" rid="B28">28</xref>). They also encompass various lipid components, including cholesterol (CHOL), sphingomyelin (SM), phosphatidylcholine (PC), phosphatidylserine (PS), phosphatidylethanolamine (PE), diacylglycerol (DAG), phosphatidic acid (PA), and phosphatidylinositol (PI) (<xref ref-type="bibr" rid="B29">29</xref>). These components contribute to the functional characteristics of exosomes, mirroring those of the parental cells and highlighting their potential as biomarkers (<xref ref-type="bibr" rid="B30">30</xref>&#x2013;<xref ref-type="bibr" rid="B32">32</xref>).</p>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Biogenesis of exosomes</title>
<p>Currently, the biogenesis of exosomes is primarily understood to occur through two pathways: the plasma membrane and endosome. The endosomal pathway, which has been extensively studies, involves the formation of early endosomes from the plasma membrane, the generation of MVBs, and their subsequent fusion with the plasma membrane to release exosomes (<xref ref-type="bibr" rid="B22">22</xref>). Additionally, exosomes can bud directly from the plasma membrane, a process referred to as the plasma membrane pathway. MVB formation involves two main mechanisms: ESCRT-dependent and ESCRT-independent mechanisms. The endosomal sorting complex required for transport (ESCRT) comprises four protein complexes, along with accessory proteins (ESCRT-0, ESCRT-I, ESCRT-II, ESCRT-III) (<xref ref-type="bibr" rid="B32">32</xref>). ESCRT plays a crucial role in MVB production by facilitating cargo aggregation, membrane invagination, and vesicle neck division (<xref ref-type="bibr" rid="B33">33</xref>). For instance, CD63 is directly involved in the ESCRT-independent sorting of premelanosome protein (PMEL) in human melanoma cells. In HEK293, CD82 and CD9 promote the excretion of exosomes enriched with &#x3b2;-catenin (<xref ref-type="bibr" rid="B34">34</xref>). Similarly, the tetraspanin Tspan8 is responsible for recruiting specific proteins and mRNAs to exosomes in pancreatic cancer (<xref ref-type="bibr" rid="B35">35</xref>). Notably, inhibiting these pathway dose not eliminate exosome production (<xref ref-type="bibr" rid="B36">36</xref>), suggesting that cells can utilize multiple pathways for MVB formation. Furthermore, the same MVB may arise from intracellular vesicles formed through different mechanisms.</p>
<p>The rate of exosome synthesis and secretion varies significantly among different cell types (<xref ref-type="bibr" rid="B37">37</xref>). For example, tumor cells exhibit increased exosome secretion during radiotherapy (<xref ref-type="bibr" rid="B38">38</xref>), leading to higher levels of exosomes in the blood of cancer patients compared to healthy individuals (<xref ref-type="bibr" rid="B39">39</xref>). Although the precise mechanisms governing exosome function are not fully understood, substantial research has explored their roles. Initially, exosomes were considered as cellular &#x201c;garbage bag&#x201d; responsible for exporting excess or non-functional components from cells (<xref ref-type="bibr" rid="B40">40</xref>). However, recent studies have revealed that exosomes originate from diverse sources and possess distinct biological functions. They play important roles in various physiological processes, including immune surveillance, neuroshaping, tissue repair, stem cell survival, and coagulation (<xref ref-type="bibr" rid="B41">41</xref>). Moreover, exosomes hold an irreplaceable role in pathological conditions, particularly in tumors development (<xref ref-type="bibr" rid="B30">30</xref>).</p>
</sec>
<sec id="s2_3">
<label>2.3</label>
<title>Extraction of exosomes</title>
<p>High purity of exosomes is essential for effective exosome research. Various extraction methods have been developed based on the characteristics of exosomes, such as size, density, and surface markers (<xref ref-type="bibr" rid="B42">42</xref>). Among these, ultracentrifugation is the most commonly used technique. This method first eliminates cell debris through low- and medium-speed centrifugation, followed by ultracentrifugation to separate and concentrate the exosomes. It is considered the gold standard due to its low cost, minimal risk of contamination, and high yield (<xref ref-type="bibr" rid="B43">43</xref>, <xref ref-type="bibr" rid="B44">44</xref>). However, it requires a large sample volume and often results in lower purity of the isolated exosomes. Density gradient centrifugation is another method that utilizes biocompatible media, such as sucrose, to separate particles based on their different densities (<xref ref-type="bibr" rid="B45">45</xref>, <xref ref-type="bibr" rid="B46">46</xref>). This approach can achieve higher purity of exosomes but is not suitable for small-volume samples. The immunocapture method (<xref ref-type="bibr" rid="B47">47</xref>) involves isolating and enriching exosomes by capturing their surface markers with specific antibodies. While this technique does not compromise the morphology of exosomes, it comes with high reagent costs and a reliance on the availability of specific antibodies.</p>
<p>In addition to these traditional methods, microfluidic technology has emerged as a promising approach for efficient exosome isolation from biological fluids. For instance, the automated centrifugal microfluidic disk system combined with functionalized membranes (Exo-CMDS) achieved a diagnostic accuracy of 91% for lung cancer detection in trace blood samples (<xref ref-type="bibr" rid="B15">15</xref>). Although microfluidic technology is user-friendly and offers a high capture rate, it typically requires integration with other instruments, and relying on a single separation method may impact both the purity and recovery of exosomes. Other extraction techniques, such as size exclusion chromatography (<xref ref-type="bibr" rid="B48">48</xref>), ultrafiltration (<xref ref-type="bibr" rid="B49">49</xref>), and polymer precipitation (<xref ref-type="bibr" rid="B50">50</xref>), also exist, each with its own advantages and disadvantages. No single method has yet proven capable of efficiently extracting exosomes from all types of samples. In summary, the extraction of exosomes continues to face significant challenges and requires further research and optimization to enhance its efficiency and purity.</p>
</sec>
</sec>
<sec id="s3">
<label>3</label>
<title>Role of exosomes in lung cancer development</title>
<p>Immunosuppression: Tumor-derived exosomes actively interact with immune cells, transmitting inhibitory signals that result in a reduced number of antigen-presenting cells (APCs) and the suppression of T cell and natural killer (NK) cell activity. This interaction allows cancer cells to evade immune surveillance, induces immune tolerance, and further facilitates the growth, metastasis and invasion of tumor cells (<xref ref-type="bibr" rid="B51">51</xref>&#x2013;<xref ref-type="bibr" rid="B57">57</xref>).</p>
<p>Proliferation: Platelet exosomes isolated from lung cancer patients have been observed to transfer CD41 to the surface of lung cancer cells. This transfer induces the expression of cyclin D2 in these cells, leading to the upregulation of MAPKp42/44 phosphorylation, which subsequently promotes lung cancer cell proliferation (<xref ref-type="bibr" rid="B58">58</xref>). Additionally, KLF9, a crucial factor for cell proliferation, differentiation, and tissue development, is targeted by plasma exosomal miR-660-5p, facilitating the progression of NSCLC (<xref ref-type="bibr" rid="B59">59</xref>). Furthermore, exosomal miR-96 has been shown to enhance the proliferation of LUAD H1299 cells by targeting LMO7 expression (<xref ref-type="bibr" rid="B60">60</xref>). Exosomal miR-29a and miR-21, derived from A549 cells, can bind to toll-like receptors (TLRs) on immune cells within the tumor microenvironment, thereby influencing lung cancer cell proliferation (<xref ref-type="bibr" rid="B61">61</xref>).</p>
<p>Metastasis: Metastasis is a complex process that involves the invasion, survival, attachment, and colonization of tumor cells in distant organs. Exosomes serve as key mediators of intercellular communication and play a crucial role in various stages of metastasis. Firstly, exosomes promote epithelial-mesenchymal transition (EMT), a phenomenon strongly linked to lung cancer metastasis. Specific exosomal miRNAs such as miR-193a-3p, miR-210-3p and miR-5100, active STAT3 signaling to induce EMT, thereby facilitating invasion and metastasis. Additionally, miR-23a regulates E-cadherin expression, maintaining EMT through the TGF-&#x3b2; pathway (<xref ref-type="bibr" rid="B62">62</xref>, <xref ref-type="bibr" rid="B63">63</xref>). Secondly, exosomes stimulate angiogenesis by acting as messengers between tumor cells and vascular endothelial cells. For instance, overexpression of miR-210 in exosomes derived lung cancer patients activates the JAK2/STAT3 pathway, resulting in increased expression of pro-angiogenic factors such as MMP9, FGF2, and vascular endothelial growth factor (VEGF) (<xref ref-type="bibr" rid="B64">64</xref>). Abnormal expression of miRNA-497, miR-21 and miR-549a in exosomes from lung cancer cells has also been associated with angiogenesis (<xref ref-type="bibr" rid="B65">65</xref>&#x2013;<xref ref-type="bibr" rid="B68">68</xref>). Lastly, exosomal RNA from mouse lung cancer cells has been shown to upregulate the expression of toll-like receptor 3 (TLR3) in type II alveolar epithelial cells through the NF-&#x3ba;B and MAPK pathways. This upregulation promotes the production of chemokines and neutrophil aggregation, ultimately contributing to the formation of a premetastatic niche (<xref ref-type="bibr" rid="B69">69</xref>).</p>
</sec>
<sec id="s4">
<label>4</label>
<title>Exosomes as biomarker for early diagnosis of lung cancer</title>
<sec id="s4_1">
<label>4.1</label>
<title>Exosomal miRNAs</title>
<p>Due to their stability, accessibility and specificity, miRNAs encapsulated in exosomes are considered highly promising biomarkers for the early diagnosis of lung cancer. Numerous studies have identified specific miRNAs in exosomes that show diagnostic value for early-stage lung cancer. For instance, the study reported that the expression levels of four serum miRNAs (miR-21-5p, miR-1413p, miR-222-3p and miR-486-5p) and two serum exosomal miRNAs (miR-146a-5p and miR-486-5p) in patients with early-stage NSCLC were significant differences compared to those in patients with benign lung lesions and healthy individuals (<xref ref-type="bibr" rid="B70">70</xref>). The findings indicate that the area under the receiver operating characteristic curve (AUC) for these four serum miRNAs and the two serum exosomal miRNAs in early-stage NSCLC patients was &#x2265; 0.697, with the AUC for serum exosomal miRNAs exceeding that of serum miRNAs. This suggests that exosomal miRNAs hold considerable promise for application in the early diagnosis of lung cancer. Additionally, Jin et&#xa0;al. (<xref ref-type="bibr" rid="B71">71</xref>) conducted an analysis of plasma exosomal miRNAs from patients with early-stage NSCLC using miRNA sequencing and validated their results through qPCR. Their study identified two miRNAs (miR-181b-5p and miR-361-5p) specific to LUAD that were upregulated compared to healthy individuals and two that were downregulated (miR-30a-3p and miR-30e-3p). Furthermore, they also discovered three microRNAs specific to LUSC: miR-320b was found to be upregulated, while miR-10b-5p and miR-15b-5p were downregulated. The researchers also detected the expression levels of miR-378a, miR-379, miR-139-5p, miR-200b-5p, miR-19-3p, miR-21-5p, and miR-221-3p in the plasma exosomes, and miR-126, miR-17-5p, miR-21, miR-25, and miR-223 in serum exosomes of LUAD patients were significantly different from those in healthy individuals (<xref ref-type="bibr" rid="B72">72</xref>&#x2013;<xref ref-type="bibr" rid="B79">79</xref>). Another study demonstrated that exosomes contribute to tumor growth and metastasis by delivering miR-1228-5p, positioning it as a potential biomarker for the diagnosis and prognosis of SCLC (<xref ref-type="bibr" rid="B80">80</xref>, <xref ref-type="bibr" rid="B81">81</xref>). Therefore, exosomal miRNAs offer unique advantages and significant potential for the early diagnosis of lung cancer. More detailed information can be found in <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>Exosomal miRNAs involved in the early diagnosis of lung cancer.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="center">Exo-miRNA</th>
<th valign="top" align="center">Source</th>
<th valign="top" align="center">Diagnostic value</th>
<th valign="top" align="center">Reference</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">miR-146a-5p,<break/>miR-486-5p</td>
<td valign="top" align="center">serum</td>
<td valign="top" align="left">The AUC of the combination in the early diagnosis of lung cancer was 0.898.</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B70">70</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">miR-378a,<break/>miR-379,<break/>miR-139-5,<break/>miR-200b-5p</td>
<td valign="top" align="center">plasma</td>
<td valign="top" align="left">The AUC of the combination in distinguishing LUAD from lung granulomas was 0.760.</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B78">78</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">miR-23b-3p,<break/>miR-10b-5p,<break/>miR-21-5p</td>
<td valign="top" align="center">plasma</td>
<td valign="top" align="left">The AUC for diagnosing NSCLC, when combined with clinical variables, was 0.91.</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B81">81</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">miR-181-5p,<break/>miR-361-5p,<break/>miR-320b,<break/>miR-10b-5p</td>
<td valign="top" align="center">plasma</td>
<td valign="top" align="left">The AUC of the combination in distinguishing NSCLC patients from non-NSCLC individuals was 0.899, with a sensitivity of 80.25% and a specificity of 92.31%.<break/>For diagnosing LUAD, the AUC was 0.936, with a sensitivity of 80.65% and a specificity of 91.67%. For diagnosing LUSC, the AUC was 0.911, with a sensitivity of 83.33% and a specificity of 90.32%.</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B71">71</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">miR-126</td>
<td valign="top" align="center">serum</td>
<td valign="top" align="left">The AUC for the early diagnosis of NSCLC was 0.875.</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B72">72</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">miR-17-5p</td>
<td valign="top" align="center">serum</td>
<td valign="top" align="left">The AUC for the early diagnosis of NSCLC was 0.746, with a sensitivity of 70.0% and a specificity of 82.2%.</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B73">73</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">miR-145,<break/>miR-20a,<break/>miR-21,<break/>miR-223</td>
<td valign="top" align="center">plasma</td>
<td valign="top" align="left">The AUC for the combination in the early diagnosis of NSCLC was 0.897, with a sensitivity of 81.8% and a specificity of 90.1%.</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B75">75</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">miR-148a,<break/>miR-148b,<break/>miR-152,<break/>miR-21</td>
<td valign="top" align="center">serum</td>
<td valign="top" align="left">The AUC for the combination in the early diagnosis of NSCLC was 0.98, with a sensitivity of 96% and a specificity of 91%.</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B76">76</xref>)</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s4_2">
<label>4.2</label>
<title>Exosomal lncRNAs</title>
<p>Long non-coding RNA (lncRNA), defined as RNA molecules longer than 200 nucleotides that do no encode proteins, play crucial roles in various important biological processes, including X chromosome silencing, chromatin modification, transcriptional activation and nuclear transport. They are closely associated with the occurrence, development and drug resistance of lung cancer (<xref ref-type="bibr" rid="B82">82</xref>&#x2013;<xref ref-type="bibr" rid="B84">84</xref>). Recent studies have indicated that exosomal lncRNAs have promising potential as biomarkers for the early diagnosis of lung cancer. For example, the levels of serum exosomal lncRNA GAS5 in patients with early-stage NSCLC were found to be lower than those in healthy individuals, and with even lower levels observed in patients with advanced NSCLC. The AUC, sensitivity and specificity of exosomal lncRNA GAS5 for the diagnosis of NSCLC were 0.857, 85.94% and 70.00%, respectively. When combined with carcinoembryonic antigen (CEA), a commonly used nonspecific serum tumor biomarker for NSCLC, the AUC increased to 0.929 (<xref ref-type="bibr" rid="B85">85</xref>, <xref ref-type="bibr" rid="B86">86</xref>). Additionally, another study revealed that serum exosome LINC00917 was expressed at higher levels in lung cancer patients compared to healthy controls, demonstrating significant diagnostic value for both early-stage and advanced lung cancer (<xref ref-type="bibr" rid="B87">87</xref>). Tao et&#xa0;al. (<xref ref-type="bibr" rid="B88">88</xref>) reported elevated expression of TGF-&#x3b2; induced lncRNA (TBILA) and AGAP2 antisense RNA 1 (AGAP2-AS1) in the serum exosomes of lung cancer patients when compared to healthy individuals. TBILA showed notable discriminatory capacity for all NSCLC patients, stage I NSCLC patients and adenocarcinoma (ADC) patients, while AGAP2-AS1 exhibited a higher AUC in distinguishing LUSC patients from healthy controls. Another study demonstrated significant up-regulation of exosomal lncRNA SOX2-OT in LUSC patients, with an AUC of 0.815, sensitivity of 76.00% and specificity of 73.17% for LUSC diagnosis (<xref ref-type="bibr" rid="B89">89</xref>). As research continues to advance, various exosomal lncRNAs, including growth-arrest specific protein 6 antisense RNA 1 (DLX6-AS1) (<xref ref-type="bibr" rid="B90">90</xref>), HOX transcript antisense RNA (HOTAIR) (<xref ref-type="bibr" rid="B91">91</xref>), LINC01125 (<xref ref-type="bibr" rid="B92">92</xref>), RP5-977B1 (<xref ref-type="bibr" rid="B93">93</xref>) (<xref ref-type="bibr" rid="B84">84</xref>), AL139294.1 (<xref ref-type="bibr" rid="B94">94</xref>), LUCAT1 (<xref ref-type="bibr" rid="B95">95</xref>, <xref ref-type="bibr" rid="B96">96</xref>) and MALAT1 (<xref ref-type="bibr" rid="B97">97</xref>), have been identified as having clinical value in the diagnosis of lung cancer. More detailed information can be found in <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>Exosomal lncRNAs involved in the early diagnosis of lung cancer.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="center">Exo-lncRNA</th>
<th valign="top" align="center">Source</th>
<th valign="top" align="center">Diagnostic value</th>
<th valign="top" align="center">Reference</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">GAS5</td>
<td valign="top" align="center">serum</td>
<td valign="top" align="left">The AUC for diagnosing NSCLC was 0.857, with a sensitivity of 85.94% and a specificity of 70.00%.</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B85">85</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">LINC00917</td>
<td valign="top" align="center">serum</td>
<td valign="top" align="left">The AUC was 0.811 for all NSCLC patients, 0.773 for I/II NSCLC, and 0.907 for III/IV NSCLC.</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B87">87</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">TBILA</td>
<td valign="top" align="center">serum</td>
<td valign="top" align="left">The AUC for diagnosing NSCLC was 0.775, with a sensitivity of 64.7% and a specificity of 80.7%.</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B88">88</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">AGAP2-AS1</td>
<td valign="top" align="center">serum</td>
<td valign="top" align="left">The AUC for diagnosing was 0.784, with a sensitivity of 75.0% and a specificity of 73.3%.</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B88">88</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">SOX2-OT</td>
<td valign="top" align="center">plasma</td>
<td valign="top" align="left">The AUC for diagnosing LUSC was 0.815, with a sensitivity of 76.0% and a specificity of 73.27%.</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B89">89</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">DLX6-AS1</td>
<td valign="top" align="center">serum</td>
<td valign="top" align="left">The AUC for diagnosing NSCLC was 0.806, with a sensitivity of 77.5% and a specificity of 85.9%.</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B90">90</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">HOTAIR</td>
<td valign="top" align="center">serum</td>
<td valign="top" align="left">The AUC for diagnosing NSCLC was 0.821, with a sensitivity of 88.9% and a specificity of 78.3%.</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B91">91</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">LINC01125</td>
<td valign="top" align="center">serum</td>
<td valign="top" align="left">The AUC for distinguishing early-stage NSCLC patients from disease-free controls was 0.706, while it was 0.666 for distinguishing them from and tuberculosis controls.</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B92">92</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">RP5-977B1</td>
<td valign="top" align="center">serum</td>
<td valign="top" align="left">The AUC for distinguishing early-stage NSCLC patients from healthy individuals was 0.8658.</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B93">93</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">AL139294.1</td>
<td valign="top" align="center">serum</td>
<td valign="top" align="left">The AUC for diagnosing NSCLC was 0.915.</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B94">94</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">LUCAT1</td>
<td valign="top" align="center">serum</td>
<td valign="top" align="left">The AUC for diagnosing LUAD was 0.852, with a sensitivity of 85.45% and a specificity of 77.38%.</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B95">95</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">MALAT1</td>
<td valign="top" align="center">serum</td>
<td valign="top" align="left">The AUC for diagnosing NSCLC was 0.80, with a sensitivity of 68% and a specificity of 95%.</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B97">97</xref>)</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s4_3">
<label>4.3</label>
<title>Exosomal circRNAs</title>
<p>Exosomes-derived circular RNAs (circRNAs) have emerged as a new focus in non-coding RNA research, following the discoveries of miRNAs and lncRNAs. They hold significant promise as reliable biomarkers for the early diagnosis of lung cancer, potentially outperforming traditional tumor markers and serum circRNA. Analysis of serum exosomal circRNAs expression levels in LUAD patients before and after surgery revealed significant decrease in the expression of exosomal circ_0001492, circ_0001439 and circ_0000896 following the surgical procedure. ROC curve analysis demonstrated that the AUCs for these exosomal circRNAs were all greater than 0.75, and their combined diagnostic performance demonstrated higher sensitivity and specificity, with an AUC of 0.805 (<xref ref-type="bibr" rid="B98">98</xref>). Additionally, a study found that exosomal circRAPGEF5 exhibited strong diagnostic capability for LUAD, with an AUC, sensitivity and specificity of 0.847, 64.90% and 95.60%, respectively, and the combination of circRAPGEF5 with CEA further improved diagnostic efficacy (<xref ref-type="bibr" rid="B99">99</xref>). Furthermore, He et&#xa0;al. (<xref ref-type="bibr" rid="B100">100</xref>) identified exosomal circRNA_0056616 as being closely associated with lymph node and distant metastasis in LUAD, demonstrating high sensitivity and specificity for diagnosing lymph node metastasis, with an AUC of 0.812. Several other exosomal circRNAs have also demonstrated significant diagnostic value for NSCLC, including circ_0048856 (<xref ref-type="bibr" rid="B101">101</xref>), hsa_circ_0070354 (<xref ref-type="bibr" rid="B102">102</xref>), circ_0047921, circ_0056285, circ_0007761 (<xref ref-type="bibr" rid="B103">103</xref>), circ_0069313 (<xref ref-type="bibr" rid="B104">104</xref>) and circFARSA (<xref ref-type="bibr" rid="B105">105</xref>). More detailed information about these exosomal circRNAs can be found in <xref ref-type="table" rid="T3">
<bold>Table&#xa0;3</bold>
</xref>. In summary, exosomal circRNAs has high specificity and sensitivity as biomarkers for the early diagnosis of lung cancer, potentially surpassing traditional diagnostic markers. The combined use of multiple exosomal circRNAs may provide greater specificity and sensitivity compared to individual exosomal circRNA.</p>
<table-wrap id="T3" position="float">
<label>Table&#xa0;3</label>
<caption>
<p>Exosomal circRNAs involved in the early diagnosis of lung cancer.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="center">Exo-circRNA</th>
<th valign="top" align="center">Source</th>
<th valign="top" align="center">Diagnostic value</th>
<th valign="top" align="center">Reference</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">circ_0001492</td>
<td valign="top" align="center">serum</td>
<td valign="top" align="left">The AUC for diagnosing NSCLC was 0.929.</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B98">98</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">circ_0001439</td>
<td valign="top" align="center">serum</td>
<td valign="top" align="left">The AUC for diagnosing NSCLC was 0.829.</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B98">98</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">circ_0000896</td>
<td valign="top" align="center">serum</td>
<td valign="top" align="left">The AUC for diagnosis of NSCLC was 0.880.</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B98">98</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">circRAPGEF5</td>
<td valign="top" align="center">serum</td>
<td valign="top" align="left">The AUC for distinguishing LUAD patients from healthy individuals was 0.847, with a sensitivity of 64.90% and a specificity of 95.60%.</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B99">99</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">circ_0056616</td>
<td valign="top" align="center">plasma</td>
<td valign="top" align="left">The AUC for diagnosing lymph node metastasis in LUAD was 0.812, with a sensitivity of 79.2% and a specificity of 81.0%.</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B100">100</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">circ_0048856</td>
<td valign="top" align="center">serum</td>
<td valign="top" align="left">The AUC for diagnosing NSCLC was 0.943, with a sensitivity of 88.0% and a specificity of 80.0%.</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B101">101</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">circ_0070354</td>
<td valign="top" align="center">serum</td>
<td valign="top" align="left">The single diagnosis of NSCLC, the AUC was 0.66, with a sensitivity of 52.63% and a specificity of 76.29%.<break/>The combined diagnosis using CEA, SCC, Cyfra21&#x2013;1 and circ_0070354, the AUC was 0.73, with a sensitivity of 63.91% and a specificity of 84.54%.</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B102">102</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">circ_0047921, circ_0056285, circ_0007761</td>
<td valign="top" align="center">serum</td>
<td valign="top" align="left">The AUC for the combination in distinguishing NSCLC patients from healthy individuals was 0.926.</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B103">103</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">circ_0069313</td>
<td valign="top" align="center">serum</td>
<td valign="top" align="left">The AUC for distinguishing NSCLC from benign lung tumor was 0.749.</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B104">104</xref>)</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>CEA, SCC and Cyfra21&#x2013;1 are mature biomarkers of lung cancer.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s4_4">
<label>4.4</label>
<title>Exosomal proteins</title>
<p>Exosomes contain a rich variety of proteins derived from their parental cells, making the detection of these exosomal proteins a valuable diagnostic approach for lung cancer (<xref ref-type="bibr" rid="B106">106</xref>). For example, epidermal growth factor receptor (EGFR), a crucial regulator of tumor growth, can be detected in the plasma of patients with early-stage lung cancer through exosomes (<xref ref-type="bibr" rid="B107">107</xref>). Approximately 80% of exosomes isolated from lung cancer samples contain EGFR, in stark contrast to only about 2% of exosomes from samples of chronic lung inflammation (<xref ref-type="bibr" rid="B108">108</xref>). While the levels of exosomal EGFR is significantly increased in lung cancer patients, the concentration of soluble EGFR in plasma does not show a notable difference (<xref ref-type="bibr" rid="B109">109</xref>). Moreover, Yoneyama et&#xa0;al. (<xref ref-type="bibr" rid="B110">110</xref>) found that active disintegrin and metalloproteinase domaincon-taining protein 10 (ADAM10) is significantly increased in the exosomes of NSCLC patients. This marker can effectively differentiate NSCLC patients from healthy individuals, establishing it as an important biomarker for NSCLC detection. Another important protein, programmed death-ligand 1 (PD-L1), has been identified in exosomes. PD-L1 binds to programmed death-1 (PD-1) on immune T cells and inhibit T-cell activation (<xref ref-type="bibr" rid="B111">111</xref>). The detection of PD-L1 in exosomes enables sampling from blood and other body fluids, providing an auxiliary diagnostic method for the early diagnosis of NSCLC (<xref ref-type="bibr" rid="B112">112</xref>). Studies have confirmed that exosomal PD-L1 levels in NSCLC patients are higher than those in normal controls, correlating with disease progression, clinicopathological characteristics, and TMN stage. Interestingly, no significant correlation has been found between PD-L1 levels in tumor tissue and the clinical characteristics of patients (<xref ref-type="bibr" rid="B113">113</xref>&#x2013;<xref ref-type="bibr" rid="B115">115</xref>). Therefore, exosomal PD-L1 may offer greater clinical utility for diagnosing NSCLC compared to PD-L1 derived from tumor tissue. Choi et&#xa0;al. (<xref ref-type="bibr" rid="B116">116</xref>) demonstrated that the expression levels of seven proteins (CD5L, CLEC3B, ITIH4, SERFINF1, SAA4, SERFINC1 and C20-ORF3) were significantly increased in plasma exosomes of lung cancer patients. Further analysis revealed that only CD5L was significantly upregulated in cancer tissues, suggesting its potential as a biomarker for lung cancer diagnosis. Several studies have indicated that the expression levels of CD171, CD151, and TSPAN8 protein in plasma exosomes of lung cancer patients are significantly higher than healthy individuals, with CD151 and CD171 showing high expression in LUAD patients, while CD151 and TSPAN8 are elevated in LUSC patients (<xref ref-type="bibr" rid="B117">117</xref>). Ueda et&#xa0;al. (<xref ref-type="bibr" rid="B118">118</xref>) quantitatively identified CD91 as a LUAD-specific antigen on exosomes through a comprehensive analysis of 1369 exosome protein profiles, serving as a screening marker for lung cancer that is unaffected by gender or age. Compared to the CEA, exosomal CD91 exhibits improved detection sensitivity for early-stage lung cancer. High expression levels of GCC2 in the peripheral blood of patients demonstrate both specificity and sensitivity for early-stage lung cancer (<xref ref-type="bibr" rid="B119">119</xref>). Additionally, the proteins AHSG and ECM1 have been found to be significantly increased in the exosomes of NSCLC patients, suggesting their potential as diagnostic biomarkers for this condition (<xref ref-type="bibr" rid="B120">120</xref>).</p>
<p>In addition to exosomes derived from blood, several proteins have been reported to be significantly increased in the urine exosomes of NSCLC patients, including LRG1 (<xref ref-type="bibr" rid="B121">121</xref>), WASL, STK10 and WNK1 (<xref ref-type="bibr" rid="B122">122</xref>). One study identified twelve proteins, such as members of the annexin family (annexin A1, A2, A3, A5, A6, A11), along with PR-OM1, MUC1, BPIFA1, CRNN, MUC5B and IQGAP, which showed significant differences between lung cancer patients and healthy individuals. Furthermore, a comparative proteomics analysis revealed that MUC5B, IQGAP, ENO1 and SPARCL1 were identified in the salivary exosomes of lung cancer patients (<xref ref-type="bibr" rid="B123">123</xref>, <xref ref-type="bibr" rid="B124">124</xref>). These exosomal proteins found in various body fluids show promise as potential biomarkers for lung cancer diagnosis. More detailed information can be found in <xref ref-type="table" rid="T4">
<bold>Table&#xa0;4</bold>
</xref>. Given the diverse array of exosomal proteins, those sourced from different body fluids could serve as valuable biomarkers for lung cancer. It is also anticipated that combinations of various exosomal proteins may offer high clinical value as combined markers in the diagnosis and management of lung cancer.</p>
<table-wrap id="T4" position="float">
<label>Table&#xa0;4</label>
<caption>
<p>Exosomal proteins involved in the early diagnosis of lung cancer.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="center">Exo-protein</th>
<th valign="top" align="center">Source</th>
<th valign="top" align="center">Diagnostic value</th>
<th valign="top" align="center">Reference</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">EGFR</td>
<td valign="top" align="left">serum</td>
<td valign="top" align="left">The level of exosomal EGFR in lung cancer patients was significantly increased.</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B107">107</xref>&#x2013;<xref ref-type="bibr" rid="B109">109</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">ADAM10</td>
<td valign="top" align="left">serum</td>
<td valign="top" align="left">Distinguish NSCLC tumors from non-cancerous normal or lungs by COPD yield an AUC of 0.88, with sensitivity of 75.0% and specificity of 94%.</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B110">110</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">PD-L1</td>
<td valign="top" align="left">serum</td>
<td valign="top" align="left">A higher Exo-PD-L1 content was linked to larger tumor size, positive lymph node status, distant metastasis and advanced TNM stage in NSCLC patients.</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B114">114</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">CD5L</td>
<td valign="top" align="left">serum</td>
<td valign="top" align="left">CD5L, CLEC3B, ITIH4, SERFINF1, SAA4, SERFINC1 and C20ORF3 were all expressed at high levels in exosomes derived from lung cancer patients, with AUC &gt; 0.750. Among these, CD5L exhibited the highest AUC of 0.943.</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B116">116</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">CD171, CD151, TSPAN8</td>
<td valign="top" align="left">plasma</td>
<td valign="top" align="left">The markers CD151, CD171, and TSPAN8 were the most effective in differentiating cancer patients of all histological subtypes from those without cancer, with CD151 showing AUC of 0.68 (p = 0.0002), CD171 showing AUC of 0.60 (p = 0.0002) and TSPAN8 showing AUC of 0.60 (p = 0.0002).</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B117">117</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">CD91</td>
<td valign="top" align="left">serum</td>
<td valign="top" align="left">The single diagnosis of NSCLC, the AUC was 0.724, with a sensitivity of 60.0% and specificity of 89.0%. The combined diagnosis using CEA yield an AUC of 0.882, along sensitivity of 71.4% and specificity of 91.8%.</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B118">118</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">GCC2</td>
<td valign="top" align="left">plasma</td>
<td valign="top" align="left">The AUC for diagnosing early-stage lung cancer was 0.844, with a sensitivity of 90.0% and a specificity of 75.0%.</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B119">119</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">AHSG, ECM1</td>
<td valign="top" align="left">saliva</td>
<td valign="top" align="left">The AUC for the combination in diagnosing early-stage NSCLC was 0.739, with a sensitivity of 87.5% and a specificity of 54.3%.</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B120">120</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">LRG1</td>
<td valign="top" align="left">urine</td>
<td valign="top" align="left">The expression was significantly<break/>increased, showing an approximately six-fold increase in the six NSCLC patients.</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B121">121</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">WASL, STK10, WNK1</td>
<td valign="top" align="left">urine</td>
<td valign="top" align="left">The AUC for the combination in diagnosing lung cancer was 0.760.</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B122">122</xref>)</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
</sec>
<sec id="s5" sec-type="conclusions">
<label>5</label>
<title>Conclusion and prospects</title>
<p>Currently, the diagnostic technology for lung cancer has seen significant advancements compared to the past. However, most existing methods primarily focus on detecting advanced lung cancer, leaving early diagnosis as a considerable challenge. Current diagnostic techniques, such as endoscopic ultrasound-guided fine needle aspiration (EUS-FNA), MRI, and computed tomography (CT) (<xref ref-type="bibr" rid="B125">125</xref>), often involve invasive procedures that carry risks for patients. While histopathological examination is widely regarded as the gold standard, its invasive nature cannot be overlooked. Given that several years may elapse between the onset of lung cancer and the appearance of symptoms, liquid biopsy has emerged as a vital tool for early screening (<xref ref-type="bibr" rid="B126">126</xref>). This method provides a promising opportunity to improve treatment outcomes and enhance survival rates for patients. Exosomes derived from tumor cells, which encapsulate a wealth of biological information, have shown considerable potential as biomarkers for the early diagnosis of lung cancer (<xref ref-type="bibr" rid="B127">127</xref>). However, the standardization of exosome isolation and detection technologies is crucial for their effective integration into early diagnosis protocols. Additionally, conducting more extensive clinical studies to validate the efficacy of exosomes as biomarkers is a necessary step for advancing this field.</p>
<p>Authoritative studies have highlighted the potential of exosomal miRNAs as biomarkers due to their essential role in regulating lung cancer proliferation and invasion. Nonetheless, there remains a significant gap in the widespread clinical application of miRNAs for lung cancer diagnosis. While specific diagnostic models incorporating multiple biomarkers have shown promising predictive performance, their low repeatability and complex composition present major challenges for the practical use of miRNAs in early detection (<xref ref-type="bibr" rid="B128">128</xref>). Advancements in sequencing technology have facilitated the identification of various lncRNAs and circRNAs that exhibit differential expression in exosomes. Accumulating evidence suggests that the expression of specific lncRNAs and circRNAs may provide valuable insights into the clinical features of lung cancer (<xref ref-type="bibr" rid="B129">129</xref>). Currently, the analysis of lncRNAs and circRNAs largely relies on bioinformatics predictions, underscoring the need for further experimental and clinical studies to validate their diagnostic value (<xref ref-type="bibr" rid="B130">130</xref>, <xref ref-type="bibr" rid="B131">131</xref>). Furthermore, while previous research has shown exosomal proteins can be utilized for lung cancer diagnosis, the upregulation of these proteins may be influenced by various factors, including smoking and inflammation. Thus, diagnosing tumor-associated proteins in exosomes must be grounded in precise isolation and identification methods. It is essential to explore optimal diagnostic indicators through multidisciplinary research that encompasses clinical medicine, immunology, and bioinformatics, providing new directions and insights for the realization of personalized lung cancer diagnosis.</p>
<p>In summary, while research on early diagnosis of lung cancer faces numerous challenges, exosomes present significant promise as potential biomarkers. Future studies should emphasize technical standardization and clinical validation to enhance the practical application of exosomes in the early detection of lung cancer.</p>
</sec>
</body>
<back>
<sec id="s6" sec-type="author-contributions">
<title>Author contributions</title>
<p>TZ: Conceptualization, Writing &#x2013; original draft, Methodology. HM: Methodology, Writing &#x2013; original draft, Conceptualization. ZL: Methodology, Writing &#x2013; original draft. YX: Writing &#x2013; review &amp; editing. LZ: Writing &#x2013; review &amp; editing.</p>
</sec>
<sec id="s7" sec-type="funding-information">
<title>Funding</title>
<p>The author(s) declare that no financial support was received for the research and/or publication of this article.</p>
</sec>
<sec id="s8" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>TZ, ZL and LZ was employed by Wuhan Kindstar Zhenyuan Medical Laboratory Co., Ltd.</p>
<p>The remaining 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 id="s9" sec-type="ai-statement">
<title>Generative AI statement</title>
<p>The author(s) declare that no Generative AI was used in the creation of this manuscript.</p>
</sec>
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<title>Publisher&#x2019;s note</title>
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