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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Genet.</journal-id>
<journal-title-group>
<journal-title>Frontiers in Genetics</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Genet.</abbrev-journal-title>
</journal-title-group>
<issn pub-type="epub">1664-8021</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">1767755</article-id>
<article-id pub-id-type="doi">10.3389/fgene.2026.1767755</article-id>
<article-version article-version-type="Version of Record" vocab="NISO-RP-8-2008"/>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Systematic Review</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>The impact of circulating tumor DNA on the prognosis of liver cancer and its predictive value: a meta analysis</article-title>
<alt-title alt-title-type="left-running-head">Wu et al.</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fgene.2026.1767755">10.3389/fgene.2026.1767755</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Wu</surname>
<given-names>Bing</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Conceptualization" vocab-term-identifier="https://credit.niso.org/contributor-roles/conceptualization/">Conceptualization</role>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Ke</surname>
<given-names>Shuhui</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Conceptualization" vocab-term-identifier="https://credit.niso.org/contributor-roles/conceptualization/">Conceptualization</role>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhu</surname>
<given-names>Lingling</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Conceptualization" vocab-term-identifier="https://credit.niso.org/contributor-roles/conceptualization/">Conceptualization</role>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Dong</surname>
<given-names>Rongrong</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Conceptualization" vocab-term-identifier="https://credit.niso.org/contributor-roles/conceptualization/">Conceptualization</role>
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</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Luan</surname>
<given-names>Jinqian</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/3209501"/>
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<aff id="aff1">
<label>1</label>
<institution>Department of Laboratory, Jiaojiang Maternal and Child Health Hospital</institution>, <city>Taizhou</city>, <country country="CN">China</country>
</aff>
<aff id="aff2">
<label>2</label>
<institution>Department of Gynecology, Jiaojiang Maternal and Child Health Hospital</institution>, <city>Taizhou</city>, <country country="CN">China</country>
</aff>
<aff id="aff3">
<label>3</label>
<institution>Department of Obstetrics, Jiaojiang Maternal and Child Health Hospital</institution>, <city>Taizhou</city>, <country country="CN">China</country>
</aff>
<author-notes>
<corresp id="c001">
<label>&#x2a;</label>Correspondence: Jinqian Luan, <email xlink:href="mailto:15905861005@163.com">15905861005@163.com</email>
</corresp>
</author-notes>
<pub-date publication-format="electronic" date-type="pub" iso-8601-date="2026-02-12">
<day>12</day>
<month>02</month>
<year>2026</year>
</pub-date>
<pub-date publication-format="electronic" date-type="collection">
<year>2026</year>
</pub-date>
<volume>17</volume>
<elocation-id>1767755</elocation-id>
<history>
<date date-type="received">
<day>15</day>
<month>12</month>
<year>2025</year>
</date>
<date date-type="rev-recd">
<day>03</day>
<month>02</month>
<year>2026</year>
</date>
<date date-type="accepted">
<day>03</day>
<month>02</month>
<year>2026</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2026 Wu, Ke, Zhu, Dong and Luan.</copyright-statement>
<copyright-year>2026</copyright-year>
<copyright-holder>Wu, Ke, Zhu, Dong and Luan</copyright-holder>
<license>
<ali:license_ref start_date="2026-02-12">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>
<sec>
<title>Background</title>
<p>ctDNA is a promising biomarker in oncology. However, its prognostic and predictive value in HCC remains underexplored. This meta-analysis aims to evaluate the prognostic impact of ctDNA in HCC and its predictive value for recurrence.</p>
</sec>
<sec>
<title>Methods</title>
<p>A systematic review and meta-analysis were performed following PRISMA guidelines. PubMed, Embase, Web of Science, and CNKI were searched up to 1 June 2025, for studies assessing ctDNA in HCC patients with reported survival outcomes or predictive accuracy. Studies reporting hazard ratios for overall or disease-free survival, or AUCs for prediction, were included. Two reviewers independently screened studies and assessed quality using the Newcastle-Ottawa Scale (NOS). Meta-analyses used random- or fixed-effects models depending on heterogeneity, with sensitivity analyses performed to assess robustness.</p>
</sec>
<sec>
<title>Results</title>
<p>A total of 219 records were screened from PubMed, Embase, Web of Science, and CNKI, and 8 studies comprising 1,907 patients were included. ctDNA positivity was significantly associated with poorer OS, with a pooled HR of 2.34 (95% CI 1.96&#x2013;2.78; p &#x3c; 0.0001). Moderate heterogeneity was observed (I<sup>2</sup> &#x3d; 32.2%). Sensitivity analyses confirmed the robustness of this finding. Two studies assessed the predictive value of ctDNA for RFS, yielding a pooled AUC of 0.66 (95% CI 0.47&#x2013;0.86; I<sup>2</sup> &#x3d; 65.7%). Discriminative accuracy was higher when ctDNA was detected postoperatively (AUC range: 0.57&#x2013;0.77), suggesting its potential role in identifying minimal residual disease.</p>
</sec>
<sec>
<title>Conclusion</title>
<p>ctDNA is associated with adverse prognosis in HCC and may offer moderate predictive accuracy for recurrence. Standardized protocols for sampling and analysis are required to facilitate broader clinical translation.</p>
</sec>
</abstract>
<kwd-group>
<kwd>circulating tumor DNA</kwd>
<kwd>hepatocellular carcinoma</kwd>
<kwd>liquid biopsy</kwd>
<kwd>meta-analysis</kwd>
<kwd>prognosis</kwd>
<kwd>recurrence</kwd>
<kwd>survival prediction</kwd>
</kwd-group>
<funding-group>
<funding-statement>The author(s) declared that financial support was not received for this work and/or its publication.</funding-statement>
</funding-group>
<counts>
<fig-count count="5"/>
<table-count count="1"/>
<equation-count count="0"/>
<ref-count count="28"/>
<page-count count="7"/>
</counts>
<custom-meta-group>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Cancer Genetics and Oncogenomics</meta-value>
</custom-meta>
</custom-meta-group>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="s1">
<title>Introduction</title>
<p>Hepatocellular carcinoma (HCC) is one of the most prevalent malignancies worldwide and represents a major cause of cancer-related mortality (<xref ref-type="bibr" rid="B9">Chen et al., 2020</xref>). Its global burden continues to rise, particularly in regions with high prevalence of chronic hepatitis B and C infection, as well as among populations affected by alcohol-related liver disease and non-alcoholic fatty liver disease (<xref ref-type="bibr" rid="B11">Court et al., 2018</xref>). Despite advances in surgical resection, liver transplantation, and systemic therapies, the prognosis for patients with HCC remains poor, characterized by high recurrence rates and limited overall survival, especially in advanced stages (<xref ref-type="bibr" rid="B13">El-Mezayen et al., 2022</xref>).</p>
<p>Accurate risk stratification and early recurrence detection are critical for improving clinical outcomes in HCC (<xref ref-type="bibr" rid="B17">Jiang et al., 2024</xref>). Conventional surveillance strategies, including imaging and serum biomarkers such as alpha-fetoprotein, often lack the sensitivity and specificity required for timely and individualized management (<xref ref-type="bibr" rid="B13">El-Mezayen et al., 2022</xref>). These limitations have prompted the search for novel, dynamic biomarkers capable of capturing the molecular and biological complexity of HCC throughout the disease course (<xref ref-type="bibr" rid="B17">Jiang et al., 2024</xref>).</p>
<p>Circulating tumor DNA (ctDNA), comprising fragments of tumor-derived genetic material released into the bloodstream, has emerged as a promising non-invasive biomarker (<xref ref-type="bibr" rid="B2">Alemayehu et al., 2024a</xref>). In HCC, growing evidence suggests that the presence and quantitative characteristics of ctDNA may be associated with clinical outcomes, including disease-free survival and overall survival. However, existing studies vary widely in methodology, detection techniques, and clinical endpoints, leading to inconsistent findings and uncertainty regarding the clinical utility of ctDNA in routine practice (<xref ref-type="bibr" rid="B3">Alemayehu et al., 2024b</xref>).</p>
<p>In this study, we conducted a comprehensive meta-analysis to evaluate the prognostic and predictive value of ctDNA in patients with HCC. By systematically synthesizing the current evidence, we aim to clarify the role of ctDNA in forecasting clinical outcomes and to support its potential integration into the prognostic framework of HCC management.</p>
</sec>
<sec sec-type="methods" id="s2">
<title>Methods</title>
<sec id="s2-1">
<title>Search strategy</title>
<p>We conducted a systematic review and meta-analysis in accordance with PRISMA guidelines. A comprehensive search was conducted in PubMed, Embase, Web of Science, and CNKI from inception to 1 June 2025, using combinations of the following terms: &#x201c;hepatocellular carcinoma&#x201d;, &#x201c;circulating tumor DNA&#x201d;, &#x201c;ctDNA&#x201d;, &#x201c;prognosis&#x201d;, &#x201c;survival&#x201d;, &#x201c;recurrence&#x201d;, and &#x201c;liquid biopsy&#x201d;. No language restrictions were applied. Additional studies were identified by screening reference lists of relevant articles and reviews. A complete list of search terms and strategies is provided in <xref ref-type="sec" rid="s11">Supplementary Table S1</xref>.</p>
</sec>
<sec id="s2-2">
<title>Selection criteria</title>
<p>Studies were included if they met the following criteria (<xref ref-type="bibr" rid="B9">Chen et al., 2020</xref>): patients were diagnosed with hepatocellular carcinoma based on pathological or radiological criteria (<xref ref-type="bibr" rid="B11">Court et al., 2018</xref>); ctDNA was evaluated after curative-intent therapy in peripheral blood using any validated molecular method. A sample was considered ctDNA-positive if at least one mutation was detected in ctDNA with the matched tumor (<xref ref-type="bibr" rid="B13">El-Mezayen et al., 2022</xref>); the study reported hazard ratios (HRs) with corresponding 95% confidence intervals (CIs) for overall survival (OS) and/or disease-free survival (DFS), or provided sufficient data to estimate HRs; and/or (<xref ref-type="bibr" rid="B17">Jiang et al., 2024</xref>) the study assessed the discriminatory ability of ctDNA for predicting survival outcomes using the time-dependent area under the curve (AUC). Case reports, reviews, conference abstracts without sufficient data, and studies with overlapping patient populations were excluded.</p>
</sec>
<sec id="s2-3">
<title>Data extraction and quality assessment</title>
<p>Two reviewers independently screened titles, abstracts, and full-text articles for eligibility. Discrepancies were resolved through discussion or consultation with a third reviewer. When multiple models were presented, the most adjusted HRs were prioritized. Study quality was assessed using the Newcastle-Ottawa Scale (NOS) for cohort studies.</p>
</sec>
<sec id="s2-4">
<title>Outcomes</title>
<p>The primary outcome was the association between ctDNA status (positive vs. negative or high vs. low levels) and survival outcomes, expressed as HRs for overall survival and disease-free survival. The secondary outcome was the predictive accuracy of ctDNA for recurrence-free survival, assessed by time-dependent AUCs.</p>
</sec>
<sec id="s2-5">
<title>Statistical analysis</title>
<p>Meta-analysis was performed using R software (version 4.3.3) with the &#x201c;meta&#x201d; and &#x201c;metafor&#x201d; packages. For predicted outcomes, the area under the curve (AUC) values were used, while for dichotomous outcomes, HR were calculated. The results were expressed as odds ratios with 95% confidence intervals (CIs). Heterogeneity was assessed using the I<sup>2</sup> statistic, with a random-effects model applied if I<sup>2</sup> &#x2265; 50%, and a fixed-effect model used if I<sup>2</sup> &#x3c; 50%. Sensitivity analysis was performed to assess the robustness of the results.</p>
</sec>
</sec>
<sec sec-type="results" id="s3">
<title>Results</title>
<sec id="s3-1">
<title>Study selection and characteristics</title>
<p>A total of 219 records were retrieved from PubMed, Embase, Web of Science, and China National Knowledge Infrastructure (CNKI). After removing 38 duplicates, we screened 181 unique articles by title and abstract, excluding 147 for irrelevance. We assessed the full texts of the remaining 34 articles and identified 8 eligible studies (<xref ref-type="bibr" rid="B6">Bolhuis et al., 2021</xref>; <xref ref-type="bibr" rid="B8">Chen and Kaiwen, 2021</xref>; <xref ref-type="bibr" rid="B14">Guo et al., 2024</xref>; <xref ref-type="bibr" rid="B16">Iwai et al., 2020</xref>; <xref ref-type="bibr" rid="B5">Li et al., 2025</xref>; <xref ref-type="bibr" rid="B24">Wang et al., 2024a</xref>; <xref ref-type="bibr" rid="B26">Xu et al., 2017</xref>; <xref ref-type="bibr" rid="B28">Zhu et al., 2022</xref>), comprising a combined total of 1,907 patients (<xref ref-type="fig" rid="F1">Figure 1</xref>). Quality assessment using the Newcastle-Ottawa Scale (NOS) indicated moderate to high methodological quality across all studies, with a median score of 7 (<xref ref-type="fig" rid="F2">Figure 2</xref>).</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Flow chart.</p>
</caption>
<graphic xlink:href="fgene-17-1767755-g001.tif">
<alt-text content-type="machine-generated">Flowchart illustrating a systematic review study selection process: 219 records identified; 38 duplicates removed; 181 records screened; 147 excluded; 34 reports sought; 0 full texts unavailable; 26 excluded for various reasons; 8 studies included.</alt-text>
</graphic>
</fig>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Summary of risk of bias.</p>
</caption>
<graphic xlink:href="fgene-17-1767755-g002.tif">
<alt-text content-type="machine-generated">Horizontal bar chart compares eight studies from 2012 to 2025, visually displaying NOS score components: selection, comparability, and outcome, with a color-coded legend on the right and scores ranging from zero to nine.</alt-text>
</graphic>
</fig>
<p>Baseline characteristics of the included cohorts are presented in <xref ref-type="table" rid="T1">Table 1</xref>. The pooled population was predominantly male (78.3%, 1,493/1,907), with a median age of 55&#xa0;years (range: 15&#x2013;85&#xa0;years). The included studies varied considerably in sample size, ranging from 23 to 1,098 participants (<xref ref-type="table" rid="T1">Table 1</xref>).</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Baseline characteristics.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th rowspan="2" align="center">First author</th>
<th rowspan="2" align="center">Publication year</th>
<th rowspan="2" align="center">Number of cases</th>
<th rowspan="2" align="center">Age (year)</th>
<th colspan="2" align="center">Gender</th>
<th rowspan="2" align="center">ctDNA calculating methods</th>
<th rowspan="2" align="center">Countries<break/>/Regions</th>
</tr>
<tr>
<th align="center">Male</th>
<th align="center">Female</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">
<xref ref-type="bibr" rid="B6">Bolhuis et al. (2021)</xref>
</td>
<td align="center">2021</td>
<td align="center">23</td>
<td align="center">63 (54&#x2013;76)</td>
<td align="center">8</td>
<td align="center">15</td>
<td align="left">ddPCR</td>
<td align="left">Netherlands</td>
</tr>
<tr>
<td align="center">
<xref ref-type="bibr" rid="B8">Chen and Kaiwen (2021)</xref>
</td>
<td align="center">2021</td>
<td align="center">208</td>
<td align="center">53.91 &#xb1; 8.24</td>
<td align="center">162</td>
<td align="center">46</td>
<td align="left">ddPCR</td>
<td align="left">China</td>
</tr>
<tr>
<td align="center">
<xref ref-type="bibr" rid="B14">Guo et al. (2024)</xref>
</td>
<td align="center">2024</td>
<td align="center">293</td>
<td align="center">51 (30&#x2013;81)</td>
<td align="center">246</td>
<td align="center">47</td>
<td align="left">qPCR</td>
<td align="left">China</td>
</tr>
<tr>
<td align="center">
<xref ref-type="bibr" rid="B16">Iwai et al. (2020)</xref>
</td>
<td align="center">2020</td>
<td align="center">41</td>
<td align="center">69 (18&#x2013;85)</td>
<td align="center">25</td>
<td align="center">16</td>
<td align="left">qPCR</td>
<td align="left">Japan</td>
</tr>
<tr>
<td align="center">
<xref ref-type="bibr" rid="B5">Li et al. (2025)</xref>
</td>
<td align="center">2025</td>
<td align="center">126</td>
<td align="center">Non-recurrence group 49.42 &#xb1; 10.07<break/>Recurrence group 52.31 &#xb1; 10.77</td>
<td align="center">96</td>
<td align="center">30</td>
<td align="left">ddPCR</td>
<td align="left">China</td>
</tr>
<tr>
<td align="center">
<xref ref-type="bibr" rid="B24">Wang et al. (2024a)</xref>
</td>
<td align="center">2024</td>
<td align="center">67</td>
<td align="center">&#x2265;60 27cases; &#x3c;60 40cases</td>
<td align="center">39</td>
<td align="center">28</td>
<td align="left">qPCR</td>
<td align="left">China</td>
</tr>
<tr>
<td align="center">
<xref ref-type="bibr" rid="B26">Xu et al. (2017)</xref>
</td>
<td align="center">2017</td>
<td align="center">1,098</td>
<td align="center">55 (15&#x2013;81)</td>
<td align="center">905</td>
<td align="center">130</td>
<td align="left">ddPCR</td>
<td align="left">China</td>
</tr>
<tr>
<td align="center">
<xref ref-type="bibr" rid="B28">Zhu et al. (2022)</xref>
</td>
<td align="center">2022</td>
<td align="center">41</td>
<td align="center">&#x3e;50 34cases; &#x3c;50 7cases</td>
<td align="center">35</td>
<td align="center">6</td>
<td align="left">ddPCR</td>
<td align="left">China</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s3-2">
<title>Prognostic impact of ctDNA on survival</title>
<p>Meta-analysis using a random-effects model demonstrated a significant association between ctDNA positivity and worse overall survival (OS), with a pooled hazard ratio (HR) of 2.34 (95% CI: 1.96&#x2013;2.78, p &#x3c; 0.0001; <xref ref-type="fig" rid="F3">Figure 3</xref>). Moderate heterogeneity was observed (I<sup>2</sup> &#x3d; 32.2%, &#x3c4;<sup>2</sup> &#x3d; 0.0280, p &#x3d; 0.17). Sensitivity analyses excluding each study in turn yielded consistent results, with HRs ranging from 2.26 to 2.58, indicating the robustness of the association (<xref ref-type="fig" rid="F4">Figure 4</xref>).</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Meta analysis for HR of prognosis.</p>
</caption>
<graphic xlink:href="fgene-17-1767755-g003.tif">
<alt-text content-type="machine-generated">Forest plot summarizing hazard ratios from eight studies, displaying logHR values, confidence intervals, and weights for each. Pooled hazard ratios for both common and random effects models are about two point four, showing moderate heterogeneity.</alt-text>
</graphic>
</fig>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Sensitive analysis for HR of prognosis.</p>
</caption>
<graphic xlink:href="fgene-17-1767755-g004.tif">
<alt-text content-type="machine-generated">Forest plot summarizing a leave-one-out meta-analysis for hazard ratios across eight studies, showing consistent pooled estimates with hazard ratios around 2.3, all confidence intervals excluding one, P-values less than 0.0001, and low to moderate heterogeneity.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s3-3">
<title>Predictive value for recurrence-free survival (RFS)</title>
<p>Two studies (<xref ref-type="bibr" rid="B16">Iwai et al., 2020</xref>; <xref ref-type="bibr" rid="B25">Wang et al., 2024b</xref>) reported on the predictive accuracy of ctDNA for RFS. The pooled area under the curve (AUC) was 0.66 (95% CI: 0.47&#x2013;0.86), with substantial heterogeneity (I<sup>2</sup> &#x3d; 65.7%, p &#x3d; 0.09; <xref ref-type="fig" rid="F5">Figure 5</xref>). Notably, the discriminative ability was higher in Iwai 2020 (AUC: 0.77 [0.56&#x2013;0.91]) than in Wang 2024 (AUC: 0.57 [0.43&#x2013;0.72]), which may reflect differences in ctDNA sampling timepoints or methodological approaches.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>Meta analysis of Recurrence-Free Survival.</p>
</caption>
<graphic xlink:href="fgene-17-1767755-g005.tif">
<alt-text content-type="machine-generated">Forest plot and table displaying meta-analysis of two studies, Wang 2024 and Iwai 2020, reporting AUC and confidence intervals. Pooled AUC is 0.65 for the common effect and 0.66 for the random effects model.</alt-text>
</graphic>
</fig>
</sec>
</sec>
<sec sec-type="discussion" id="s4">
<title>Discussion</title>
<p>This meta-analysis underscores the significant prognostic relevance of ctDNA in patients with HCC (<xref ref-type="bibr" rid="B15">Huang et al., 2022</xref>). The consistent association between ctDNA positivity and poor OS across studies suggests that ctDNA is not merely a reflection of tumor burden but a biologically meaningful marker of aggressive disease phenotypes (<xref ref-type="bibr" rid="B27">Zhang et al., 2021</xref>). It likely integrates multiple dimensions of tumor biology, including proliferative potential, vascular invasion, and metastatic propensity (<xref ref-type="bibr" rid="B1">Aalami et al., 2024</xref>). Notably, the prognostic value of ctDNA is not unique to HCC. A recent meta-analysis in pancreatic malignancies also reported that ctDNA-positive status was significantly associated with worse overall survival (HR &#x3d; 2.00), reinforcing the role of ctDNA as a robust, pan-cancer prognostic biomarker across different solid tumors (<xref ref-type="bibr" rid="B4">Arayici et al., 2024</xref>).</p>
<p>The biological rationale supporting the prognostic role of ctDNA lies in its origin and dynamics. ctDNA is released into circulation during cellular apoptosis, necrosis, or active secretion by tumor cells, with its abundance influenced by factors such as tumor size, vascularity, immune clearance, and cellular turnover (<xref ref-type="bibr" rid="B23">Tan et al., 2021</xref>). In HCC, where tumors are often heterogeneous and vascularized, ctDNA may serve as a proxy for intratumoral heterogeneity and the presence of aggressive subclones (<xref ref-type="bibr" rid="B10">Cheng et al., 2019</xref>). The observed association with OS may therefore reflect an underlying biological shift toward systemic dissemination and resistance to host defenses or therapy (<xref ref-type="bibr" rid="B12">Cui et al., 2020</xref>).</p>
<p>The moderate heterogeneity observed among included studies is likely attributable to differences in detection platforms, patient populations, and definitions of ctDNA positivity (<xref ref-type="bibr" rid="B7">Chandrapalan et al., 2022</xref>). Some studies utilized PCR-based methods, which target specific mutations with high sensitivity, while others applied broader sequencing techniques that allow for comprehensive mutation profiling but with variable analytical depth (<xref ref-type="bibr" rid="B19">Li et al., 2022</xref>). Despite these methodological differences, sensitivity analyses confirmed the robustness of the association with OS, suggesting that the prognostic value of ctDNA remains consistent regardless of assay modality (<xref ref-type="bibr" rid="B22">Oussalah et al., 2018</xref>).</p>
<p>In evaluating the predictive performance for RFS, the pooled AUC indicated only modest discriminative accuracy (<xref ref-type="bibr" rid="B20">Liu et al., 2022</xref>). This may reflect, in part, methodological heterogeneity among the included studies, particularly regarding the timing and frequency of ctDNA sampling. Studies that performed ctDNA detection during the postoperative or surveillance phase generally reported higher AUCs, suggesting a more effective role for ctDNA in identifying minimal residual disease. Mechanistically, this aligns with the concept that residual malignant clones shed fragmented DNA into the circulation before they are radiologically detectable. ctDNA may thus serve as a leading indicator of molecular relapse, offering a window for earlier intervention (<xref ref-type="bibr" rid="B21">Lumkul et al., 2024</xref>). In contrast, pre-treatment ctDNA levels may reflect bulk tumor burden rather than residual disease potential, limiting their utility in forecasting recurrence. These observations underscore the importance of temporal context in ctDNA interpretation and point to the need for standardized protocols regarding assay timing and clinical thresholds.</p>
<p>From a translational perspective, ctDNA holds several theoretical and practical advantages over conventional surveillance tools in hepatocellular carcinoma. Biologically, ctDNA reflects tumor-derived genetic and epigenetic alterations, such as mutations in TP53, TERT promoter, or CTNNB1, as well as methylation changes and fragmentomic signatures. These features allow for a more nuanced understanding of tumor behavior, clonal evolution, and response dynamics (<xref ref-type="bibr" rid="B21">Lumkul et al., 2024</xref>). Unlike static biomarkers such as AFP or imaging modalities that rely on structural changes, ctDNA enables real-time monitoring of tumor kinetics and treatment efficacy, potentially capturing molecular resistance before clinical progression (<xref ref-type="bibr" rid="B18">Jin et al., 2019</xref>). Furthermore, in patients with impaired hepatic function or elevated bleeding risk, where invasive biopsy is contraindicated, ctDNA offers a safe and repeatable alternative for tumor genotyping and longitudinal assessment. The ability to track tumor-specific molecular profiles through serial blood sampling may ultimately support a shift toward more personalized, adaptive management strategies in HCC (<xref ref-type="bibr" rid="B21">Lumkul et al., 2024</xref>). However, the implementation of ctDNA-based monitoring in routine practice requires rigorous validation of its sensitivity, specificity, and cost-effectiveness in prospective studies.</p>
<p>Despite these promising implications, this meta-analysis has several limitations. First, the number of included studies was limited, and their predominantly retrospective design may introduce bias and confounding. Additionally, substantial variability in ctDNA detection methods, thresholds, and sampling timepoints, coupled with the frequent lack of key methodological details such as the blood volume used for cfDNA isolation, may compromise the comparability and sensitivity of ctDNA assessments across studies. Moreover, most studies did not adjust for clinical variables such as tumor stage or treatment type, limiting interpretation of independent prognostic value. Furthermore, the assessment of ctDNA&#x2019;s predictive accuracy for recurrence was based on only two studies with significant heterogeneity, which precludes strong conclusions in this regard. Finally, the generalizability of our findings may be constrained by the geographical concentration of the included patient cohorts, which were primarily from Asian and European populations. Therefore, future research is needed to validate the prognostic value of ctDNA in broader geographical and ethnic cohorts.</p>
<p>In conclusion, this study supports ctDNA as a promising biomarker for prognostication and recurrence prediction in HCC. Its detection correlates with worse survival outcomes and shows potential for early identification of molecular relapse. However, broader validation in prospective, well-annotated cohorts is necessary. Standardized workflows, defined reporting frameworks, and integration with imaging and clinical parameters will be key to realizing the clinical utility of ctDNA in the management of HCC.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s5">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="sec" rid="s11">Supplementary Material</xref>, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec sec-type="author-contributions" id="s6">
<title>Author contributions</title>
<p>BW: Conceptualization, Data curation, Writing &#x2013; original draft, Writing &#x2013; review and editing. SK: Conceptualization, Data curation, Writing &#x2013; original draft, Writing &#x2013; review and editing. LZ: Conceptualization, Data curation, Writing &#x2013; original draft, Writing &#x2013; review and editing. RD: Conceptualization, Data curation, Writing &#x2013; original draft, Writing &#x2013; review and editing. JL: Data curation, Formal Analysis, Writing &#x2013; original draft, Writing &#x2013; review and editing.</p>
</sec>
<sec sec-type="COI-statement" id="s8">
<title>Conflict of interest</title>
<p>The 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 sec-type="ai-statement" id="s9">
<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 sec-type="disclaimer" id="s10">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec sec-type="supplementary-material" id="s11">
<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/fgene.2026.1767755/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fgene.2026.1767755/full&#x23;supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="Table1.docx" id="SM1" mimetype="application/docx" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
<fn-group>
<fn fn-type="custom" custom-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/788532/overview">Julie Earl</ext-link>, Ram&#xf3;n y Cajal Institute for Health Research, Spain</p>
</fn>
<fn fn-type="custom" custom-type="reviewed-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1841469/overview">Mehmet Emin Arayici</ext-link>, Dokuz Eyl&#xfc;l University Faculty of Medicine, T&#xfc;rkiye</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/3346773/overview">Emma Barreto</ext-link>, German Cancer Research Center (DKFZ), Germany</p>
</fn>
</fn-group>
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