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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Oncol.</journal-id>
<journal-title-group>
<journal-title>Frontiers in Oncology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Oncol.</abbrev-journal-title>
</journal-title-group>
<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.2025.1503615</article-id>
<article-version article-version-type="Version of Record" vocab="NISO-RP-8-2008"/>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Original Research</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Determining optimal clinical target volume margins based on microscopic tumor extension in patients with non-small-cell lung cancer undergoing chemotherapy or chemotherapy combined with immunotherapy</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Zhang</surname><given-names>Yujiao</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; original draft" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-original-draft/">Writing &#x2013; original draft</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &amp; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-review-editing/">Writing &#x2013; review &amp; editing</role>
</contrib>
<contrib contrib-type="author">
<name><surname>Song</surname><given-names>Xiao</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &amp; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-review-editing/">Writing &#x2013; review &amp; editing</role>
</contrib>
<contrib contrib-type="author">
<name><surname>Li</surname><given-names>Jiaran</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &amp; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-review-editing/">Writing &#x2013; review &amp; editing</role>
</contrib>
<contrib contrib-type="author">
<name><surname>Zhao</surname><given-names>Fen</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &amp; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-review-editing/">Writing &#x2013; review &amp; editing</role>
</contrib>
<contrib contrib-type="author">
<name><surname>Li</surname><given-names>Li</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1846487/overview"/>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &amp; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-review-editing/">Writing &#x2013; review &amp; editing</role>
</contrib>
<contrib contrib-type="author">
<name><surname>Liu</surname><given-names>Ning</given-names></name>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &amp; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-review-editing/">Writing &#x2013; review &amp; editing</role>
</contrib>
<contrib contrib-type="author">
<name><surname>Zhao</surname><given-names>Miaoqing</given-names></name>
<xref ref-type="aff" rid="aff5"><sup>5</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1509831/overview"/>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &amp; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-review-editing/">Writing &#x2013; review &amp; editing</role>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Yuan</surname><given-names>Shuanghu</given-names></name>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<xref ref-type="aff" rid="aff6"><sup>6</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>*</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/873614/overview"/>
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</contrib>
</contrib-group>
<aff id="aff1"><label>1</label><institution>Department of Oncology, Affiliated Qingdao Central Hospital of Qingdao University, Qingdao Central Hospital, University of Health and Rehabilitation Sciences</institution>, <city>Qingdao</city>, <state>Shandong</state>,&#xa0;<country country="cn">China</country></aff>
<aff id="aff2"><label>2</label><institution>Department of Radiation Oncology, Shandong Cancer Hospital and Institute, Shandong First Medical University and Shandong Academy of Medical Sciences, Shandong Cancer Hospital Affiliated to Shandong First Medical University</institution>, <city>Jinan</city>, <state>Shandong</state>,&#xa0;<country country="cn">China</country></aff>
<aff id="aff3"><label>3</label><institution>Department of Pathology, Rongcheng People&#x2032;s Hospital</institution>, <city>Weihai</city>, <state>Shandong</state>,&#xa0;<country country="cn">China</country></aff>
<aff id="aff4"><label>4</label><institution>Department of Radiation Oncology, The First Affiliated Hospital of USTC, Division of Life Sciences and Medicine, University of Science and Technology of China</institution>, <city>Hefei</city>, <state>Anhui</state>,&#xa0;<country country="cn">China</country></aff>
<aff id="aff5"><label>5</label><institution>Department of Pathology, Shandong Cancer Hospital and Institute, Shandong First Medical University and Shandong Academy of Medical Sciences</institution>, <city>Jinan</city>, <state>Shandong</state>,&#xa0;<country country="cn">China</country></aff>
<aff id="aff6"><label>6</label><institution>Department of Radiation Oncology, Shandong Cancer Hospital and Institute, Shandong First Medical University and Shandong Academy of Medical Sciences</institution>, <city>Jinan</city>, <state>Shandong</state>,&#xa0;<country country="cn">China</country></aff>
<author-notes>
<corresp id="c001"><label>*</label>Correspondence: Shuanghu Yuan, <email xlink:href="mailto:yuanshuanghu@sina.com">yuanshuanghu@sina.com</email></corresp>
</author-notes>
<pub-date publication-format="electronic" date-type="pub" iso-8601-date="2026-01-12">
<day>12</day>
<month>01</month>
<year>2026</year>
</pub-date>
<pub-date publication-format="electronic" date-type="collection">
<year>2025</year>
</pub-date>
<volume>15</volume>
<elocation-id>1503615</elocation-id>
<history>
<date date-type="received">
<day>29</day>
<month>09</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>17</day>
<month>12</month>
<year>2025</year>
</date>
<date date-type="rev-recd">
<day>03</day>
<month>12</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2026 Zhang, Song, Li, Zhao, Li, Liu, Zhao and Yuan.</copyright-statement>
<copyright-year>2026</copyright-year>
<copyright-holder>Zhang, Song, Li, Zhao, Li, Liu, Zhao and Yuan</copyright-holder>
<license>
<ali:license_ref start_date="2026-01-12">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>There is currently no unified understanding of the clinical target volume (CTV) margins for radiotherapy in non-small cell lung cancer (NSCLC), after chemotherapy or chemotherapy combined with immunotherapy. This study aimed to explore margins around the gross tumor volume (GTV) to infer the CTV in NSCLC, after chemotherapy or chemotherapy combined with immunotherapy, using microscopic tumor extension (ME).</p>
</sec>
<sec>
<title>Methods</title>
<p>We retrospectively analyzed 185 patients with stage II and III NSCLC who underwent surgery without neoadjuvant therapy or with neoadjuvant chemotherapy or chemotherapy combined with immunotherapy. We assessed the correlation between the radiological (last preoperative computed tomography image) and pathological (postoperative gross specimens) tumor size, measured the distance of ME under a digital microscope, and determined the correlation between clinicopathological characteristics and ME.</p>
</sec>
<sec>
<title>Results</title>
<p>For the same tumor sample, a significant correlation was observed between the radiological and macroscopic sizes (r=0.836). With a 5% error risk, we applied a margin of 6.80 mm and 6.00 mm to the adenocarcinoma (ADC) and squamous cell carcinoma (SCC) of direct surgery, respectively; a margin of 5.20 mm and 4.20 mm, to the ADC and SCC receiving chemotherapy, respectively; and a margin of 4.60 mm and 1.20 mm to the ADC and SCC receiving chemotherapy combined with immunotherapy, respectively. The ME value of a tumor correlated with the pathological type, tumor stage, and preoperative treatment methods.</p>
</sec>
<sec>
<title>Conclusions</title>
<p>Different CTV margins should be adopted for patients with NSCLC who are receiving different treatments.</p>
</sec>
</abstract>
<kwd-group>
<kwd>chemotherapy</kwd>
<kwd>chemotherapy combined with immunotherapy</kwd>
<kwd>clinical target volume</kwd>
<kwd>microscopic tumor extension</kwd>
<kwd>non-small-cell lung cancer</kwd>
</kwd-group>
<funding-group>
<funding-statement>The author(s) declared that financial support was received for this work and/or its publication. This study was supported in part by the National Natural Science Foundation of China (NSFC82073345), Natural Science Innovation and Development Joint Foundation of Shandong Province (ZR202209010002), Jinan Clinical Medicine Science and Technology Innovation Plan (202019060) and the Taishan Scholars Program to Shuanghu Yuan.</funding-statement>
</funding-group>
<counts>
<fig-count count="3"/>
<table-count count="3"/>
<equation-count count="0"/>
<ref-count count="31"/>
<page-count count="9"/>
<word-count count="4554"/>
</counts>
<custom-meta-group>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Radiation Oncology</meta-value>
</custom-meta>
</custom-meta-group>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>Lung cancer has the second-highest incidence rate and the highest mortality among all cancers worldwide (<xref ref-type="bibr" rid="B1">1</xref>), with non-small cell lung cancer (NSCLC) accounting for approximately 85% of all lung cancer cases (<xref ref-type="bibr" rid="B2">2</xref>). Radiotherapy has become one of the primary treatment modalities for NSCLC. The main mechanism of radiotherapy is that ionizing radiation directly or indirectly (through reactive oxygen species) damages Deoxyribonucleic acid, triggering a series of events that may lead to cell death (<xref ref-type="bibr" rid="B3">3</xref>). However, due to the non selective killing effect of radiotherapy on cells (<xref ref-type="bibr" rid="B3">3</xref>), if it extends too much outward on the base of gross tumor volume (GTV), it will increase the irradiation volume of healthy tissue, thereby increasing the risk of adverse reactions. Therefore, in radiotherapy, the precision of the target volume delineation greatly affects the safety and effectiveness of this treatment, especially the limits of the clinical target volume (CTV) (<xref ref-type="bibr" rid="B4">4</xref>). Giraud et&#xa0;al. (<xref ref-type="bibr" rid="B4">4</xref>) quantitatively evaluated the microscopic tumor extension (ME) of NSCLC by conducting a pathological analysis of specimens, after surgery from patients with NSCLC who underwent direct surgery (DS). Their findings suggest that the CTV of lung adenocarcinoma (ADC) and squamous cell carcinoma (SCC) should be extended outward by 8 mm and 6 mm, respectively, based on the GTV (<xref ref-type="bibr" rid="B4">4</xref>).</p>
<p>Recently, with the advancement of cancer research, preoperative neoadjuvant therapy has become the standard treatment method for operable NSCLC. Surgery after neoadjuvant chemotherapy (NAC) provides better survival benefits than does direct surgical treatment (<xref ref-type="bibr" rid="B5">5</xref>&#x2013;<xref ref-type="bibr" rid="B9">9</xref>). Additionally, with the rise in immunotherapy, several recent studies have demonstrated that patients receiving neoadjuvant chemotherapy combined with immunotherapy (NACI) have a more significant survival benefit than that of those receiving NAC (<xref ref-type="bibr" rid="B10">10</xref>&#x2013;<xref ref-type="bibr" rid="B12">12</xref>). However, some patients undergoing neoadjuvant therapy do not undergo surgical treatment for various reasons and choose to undergo radiotherapy. For inoperable NSCLC, sequential chemotherapy-radiotherapy has better therapeutic effects than radiotherapy alone (<xref ref-type="bibr" rid="B13">13</xref>, <xref ref-type="bibr" rid="B14">14</xref>). While the optimal timing and strategy for immunotherapy intervention require further investigation and validation, several studies have preliminarily confirmed the feasibility of the early immunotherapy application (<xref ref-type="bibr" rid="B15">15</xref>, <xref ref-type="bibr" rid="B16">16</xref>). Nevertheless, no studies have so far defined specific margins of GTV expansion for patients with NSCLC who receive chemotherapy or chemotherapy combined with immunotherapy followed by radiotherapy; thus, there is no clear optimal treatment plan. If these patients use the same CTV margin, it may increase their treatment toxicity and affect their quality of life, which is also contrary to the current personalized and precise treatment strategy.</p>
<p>Therefore, this study aimed to use postoperative anatomopathological slices to evaluate the expansion of NSCLC beyond the macroscopic visible tumor after NAC and NACI, so as to determine the optimal CTV margin for patients receiving chemotherapy or chemotherapy combined with immunotherapy.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<label>2</label>
<title>Materials and methods</title>
<sec id="s2_1">
<label>2.1</label>
<title>Patients</title>
<p>We conducted a retrospective analysis of patients with stage II and III NSCLC, who did not receive antitumor treatment before surgery and who received NAC or NACI before surgery at our institution from January 2022 to December 2023. We excluded patients who had previously received antitumor treatments and had pathological types other than ADC and SCC. We ultimately included 60 patients who did not receive anti-tumor therapy before surgery, 50 patients who received NAC before surgery, and 75 patients who received NACI before surgery. All patients underwent surgical resection either by pneumonectomy, lobectomy, segmental resection, or wedge resection based on tumor size and respiratory function. Pathological sections lacking sufficient normal tissues around the tumor body were excluded from the aforementioned patients, and 506 pathological sections (1 to 5 per patient) were finally included in the study. The patient characteristics of each group are provided in <xref ref-type="table" rid="T1"><bold>Table&#xa0;1</bold></xref>. All study procedures were performed in compliance with the Declaration of Helsinki and approved by the Ethical Review Board.</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Patient characteristics.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="center" rowspan="3">Characteristics</th>
<th valign="middle" colspan="2" align="center">DS</th>
<th valign="middle" colspan="2" align="center">NAC</th>
<th valign="middle" colspan="2" align="center">NACI</th>
<th valign="middle" align="center">Total</th>
</tr>
<tr>
<th valign="middle" align="left">ADC</th>
<th valign="middle" align="left">SCC</th>
<th valign="middle" align="left">ADC</th>
<th valign="middle" align="left">SCC</th>
<th valign="middle" align="left">ADC</th>
<th valign="middle" align="left">SCC</th>
<th valign="middle" align="left"/>
</tr>
<tr>
<th valign="middle" align="left">n (%)</th>
<th valign="middle" align="left">n (%)</th>
<th valign="middle" align="left">n (%)</th>
<th valign="middle" align="left">n (%)</th>
<th valign="middle" align="left">n (%)</th>
<th valign="middle" align="left">n (%)</th>
<th valign="middle" align="left">n (%)</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left">Patients</td>
<td valign="middle" align="left">37 (20.00)</td>
<td valign="middle" align="left">23 (12.43)</td>
<td valign="middle" align="left">27 (14.59)</td>
<td valign="middle" align="left">23 (12.43)</td>
<td valign="middle" align="left">21 (11.35)</td>
<td valign="middle" align="left">54 (29.19)</td>
<td valign="middle" align="left">185 (100)</td>
</tr>
<tr>
<td valign="middle" align="left">Slides</td>
<td valign="middle" align="left">100 (19.76)</td>
<td valign="middle" align="left">61 (12.06)</td>
<td valign="middle" align="left">86 (17.00)</td>
<td valign="middle" align="left">71 (14.03)</td>
<td valign="middle" align="left">61 (12.06)</td>
<td valign="middle" align="left">127 (25.10)</td>
<td valign="middle" align="left">506 (100)</td>
</tr>
<tr>
<td valign="middle" align="left">Age (mean)</td>
<td valign="middle" align="left">61.49</td>
<td valign="middle" align="left">65.87</td>
<td valign="middle" align="left">60.22</td>
<td valign="middle" align="left">63.17</td>
<td valign="middle" align="left">58.67</td>
<td valign="middle" align="left">63.07</td>
<td valign="middle" align="left">62.20</td>
</tr>
<tr>
<th valign="middle" colspan="8" align="left">Sex</th>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Male</td>
<td valign="middle" align="left">24 (64.86)</td>
<td valign="middle" align="left">18 (78.26)</td>
<td valign="middle" align="left">17 (62.96)</td>
<td valign="middle" align="left">21 (91.30)</td>
<td valign="middle" align="left">15 (71.43)</td>
<td valign="middle" align="left">50 (92.59)</td>
<td valign="middle" align="left">145 (78.38)</td>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Female</td>
<td valign="middle" align="left">13 (35.14)</td>
<td valign="middle" align="left">5 (21.74)</td>
<td valign="middle" align="left">10 (37.04)</td>
<td valign="middle" align="left">2 (8.70)</td>
<td valign="middle" align="left">6 (28.57)</td>
<td valign="middle" align="left">4 (7.41)</td>
<td valign="middle" align="left">40 (21.62)</td>
</tr>
<tr>
<th valign="middle" colspan="8" align="left">Smoking</th>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Yes</td>
<td valign="middle" align="left">19 (51.35)</td>
<td valign="middle" align="left">18 (78.26)</td>
<td valign="middle" align="left">11 (40.74)</td>
<td valign="middle" align="left">15 (65.22)</td>
<td valign="middle" align="left">10 (47.62)</td>
<td valign="middle" align="left">42 (77.78)</td>
<td valign="middle" align="left">115 (62.16)</td>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;No</td>
<td valign="middle" align="left">18 (48.65)</td>
<td valign="middle" align="left">5 (21.74)</td>
<td valign="middle" align="left">16 (59.26)</td>
<td valign="middle" align="left">8 (34.78)</td>
<td valign="middle" align="left">11 (52.38)</td>
<td valign="middle" align="left">12 (22.22)</td>
<td valign="middle" align="left">70 (37.84)</td>
</tr>
<tr>
<th valign="middle" colspan="8" align="left">Clinical stage</th>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;I</td>
<td valign="middle" align="left">13 (35.14)</td>
<td valign="middle" align="left">10 (43.48)</td>
<td valign="middle" align="left">0 (0.00)</td>
<td valign="middle" align="left">0 (0.00)</td>
<td valign="middle" align="left">0 (0.00)</td>
<td valign="middle" align="left">0 (0.00)</td>
<td valign="middle" align="left">23 (12.43)</td>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;II</td>
<td valign="middle" align="left">12 (32.43)</td>
<td valign="middle" align="left">9 (39.13)</td>
<td valign="middle" align="left">11 (40.74)</td>
<td valign="middle" align="left">10 (43.48)</td>
<td valign="middle" align="left">6 (28.57)</td>
<td valign="middle" align="left">21 (38.89)</td>
<td valign="middle" align="left">69 (37.30)</td>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;III</td>
<td valign="middle" align="left">12 (32.43)</td>
<td valign="middle" align="left">4 (17.39)</td>
<td valign="middle" align="left">16 (59.26)</td>
<td valign="middle" align="left">13 (56.52)</td>
<td valign="middle" align="left">15 (71.43)</td>
<td valign="middle" align="left">33 (61.11)</td>
<td valign="middle" align="left">93 (50.27)</td>
</tr>
<tr>
<th valign="middle" colspan="8" align="left">Pathological stage</th>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;PCR</td>
<td valign="middle" align="left">-</td>
<td valign="middle" align="left">-</td>
<td valign="middle" align="left">0 (0.00)</td>
<td valign="middle" align="left">3 (13.04)</td>
<td valign="middle" align="left">8 (38.10)</td>
<td valign="middle" align="left">27 (50.00)</td>
<td valign="middle" align="left">38 (20.54)</td>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;I</td>
<td valign="middle" align="left">0 (0.00)</td>
<td valign="middle" align="left">0 (0.00)</td>
<td valign="middle" align="left">7 (25.93)</td>
<td valign="middle" align="left">9 (39.13)</td>
<td valign="middle" align="left">3 (14.29)</td>
<td valign="middle" align="left">12 (22.22)</td>
<td valign="middle" align="left">31 (16.76)</td>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;II</td>
<td valign="middle" align="left">16 (43.24)</td>
<td valign="middle" align="left">16 (69.57)</td>
<td valign="middle" align="left">7 (25.93)</td>
<td valign="middle" align="left">9 (39.13)</td>
<td valign="middle" align="left">4 (19.05)</td>
<td valign="middle" align="left">6 (11.11)</td>
<td valign="middle" align="left">58 (31.35)</td>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;III</td>
<td valign="middle" align="left">21 (56.76)</td>
<td valign="middle" align="left">7 (30.43)</td>
<td valign="middle" align="left">13 (48.15)</td>
<td valign="middle" align="left">2 (8.70)</td>
<td valign="middle" align="left">6 (28.57)</td>
<td valign="middle" align="left">9 (16.67)</td>
<td valign="middle" align="left">58 (31.35)</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>DS, direct surgery; NAC, neoadjuvant chemotherapy; NACI, neoadjuvant chemotherapy combined with immunotherapy; ADC, adenocarcinoma; SCC, squamous cell carcinoma; NS, no significance; PCR, pathologic complete response.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Pathology</title>
<p>Collect macroscopic tumor size and pathological tumor-node-metastasis (pTNM) staging data from the initial pathological report. Collect postoperative tumor specimens fixed in formalin, embedded in paraffin, and stained with hematoxylin eosin. Using ZEISS AxioScan.Z1 slide scanner (Carl Zeiss, Jena, Germany), the pathological sections were scanned, and Zeiss Zen 3.8 microscopy software (Carl Zeiss) was used to observe the pathological sections after scanning. Two groups of tumors were defined according to the 5th World Health Organization classification of thoracic tumors: ADC and SCC. To ensure study uniformity, other histological diagnoses were excluded owing to the small sample size. Subsequently, Zeiss Zen 3.8 microscopy software was employed to observe and determine microscopically extended tumor cells (as shown in <xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1A</bold></xref>, <xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1B</bold></xref> for ADC and SCC, respectively). The tumor cell with the farthest microscopic extension from the boundary, between the tumor and normal tissue, was selected to measure its ME distance (<xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1C</bold></xref>). For each slice, the longest ME was used for the final analysis.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Metastatic tumor cells and measurement methods for microscopic tumor extension. <bold>(a)</bold> Microscopic tumor extension of adenocarcinoma (a: metastatic tumor cells). <bold>(b)</bold> Microscopic tumor extension of squamous cell carcinoma (b: metastatic tumor cells). <bold>(c)</bold> Measure the farthest microscopic extension from the boundary between the tumor and healthy tissue to metastatic tumor cells using a digital microscope.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fonc-15-1503615-g001.tif">
<alt-text content-type="machine-generated">After identifying metastatic tumor cells, a digital microscope was used to measure the distance from the tumor&#x2013;healthy tissue boundary to the farthest metastatic focus to determine the extent of microscopic tumor extension.</alt-text>
</graphic></fig>
</sec>
<sec id="s2_3">
<label>2.3</label>
<title>Clinico-radiologic study</title>
<p>The clinical staging was determined according to the latest classifications. A radiologist measured the maximum diameter of each tumor on preoperative computed tomography.</p>
</sec>
<sec id="s2_4">
<label>2.4</label>
<title>Statistical analysis</title>
<p>Statistical analysis was performed using the Statistical Package for the Social Sciences version 25.0 (IBM Corp., Armonk, N.Y., USA). The comparison of qualitative parameters was conducted using &#x3c7;<sup>2</sup> test. An independent sample t-test or Mann&#x2013;Whitney U-test was made to compare the differences between the two quantitative data samples. The relationship between the radiological and pathological size was evaluated using Spearman&#x2019;s rank correlation. The ME of all samples were analyzed to determine the margin required for a sample recovery rate of 95%. Univariate and multivariate linear regression models were used to identify independent factors related to ME distance. Statistical significance was set at p &lt; 0.05 significant.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<label>3</label>
<title>Results</title>
<sec id="s3_1">
<label>3.1</label>
<title>Patient and tumor characteristics</title>
<p>The basic characteristics of patients and tumors are provided in <xref ref-type="table" rid="T1"><bold>Table&#xa0;1</bold></xref>. In this study, we analyzed 100 slides made from 37 ADC and 61 slides made from 23 SCC in the DS group; 86 slides made from 27 ADC and 71 slides made from 23 SCC in the preoperative NAC group; and 61 slides made from 21 ADC and 127 slides made from 54 SCC in the preoperative NACI group. In general, the mean age of patients with SCC in each group was greater than that of patients with ADC. The proportion of male patients was significantly greater than female patients (78.38% vs. 21.62%), with male patients accounting for a larger proportion of patients in each group. Smokers constituted the majority (62.16% vs.37.84%), with a higher proportion of smokers with SCC than those with ADC. After neoadjuvant therapy, the pathologic complete response (PCR) rate of patients with SCC was significantly higher than that of patients with ADC (38.96% vs.16.67%; p=0.008).</p>
<p>The tumor sizes in each group of patients are shown in <xref ref-type="table" rid="T2"><bold>Table&#xa0;2</bold></xref>. Regarding radiography and pathology, the mean tumor size in the DS group was higher in patients with SCC than in those with ADC; however, the difference was statistically non-significant (p values = 0.90 and 0.16, respectively). The SCC of the NAC and NACI group were smaller than that of the ADC in both radiography and pathology; however, this difference lacked statistical significance (the p-values of the NAC group were 0.07 and 0.18, respectively; the p-values of the NACI group were 0.55 and 0.06, respectively).</p>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>Tumor size and microscopic extension according to histology.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="left"/>
<th valign="middle" align="center">n</th>
<th valign="middle" align="center">Number of slides</th>
<th valign="middle" align="center">Mean</th>
<th valign="middle" align="center">Median</th>
<th valign="middle" align="center">SD</th>
<th valign="middle" align="center">Range</th>
</tr>
</thead>
<tbody>
<tr>
<th valign="middle" colspan="7" align="left">DS</th>
</tr>
<tr>
<td valign="middle" align="left">ADC radiologic size (cm)</td>
<td valign="middle" align="center">37</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center">3.49</td>
<td valign="middle" align="center">3.40</td>
<td valign="middle" align="center">1.50</td>
<td valign="middle" align="center">1.20-7.00</td>
</tr>
<tr>
<td valign="middle" align="left">SCC radiologic size (cm)</td>
<td valign="middle" align="center">23</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center">3.87</td>
<td valign="middle" align="center">4.00</td>
<td valign="middle" align="center">1.57</td>
<td valign="middle" align="center">1.20-7.80</td>
</tr>
<tr>
<td valign="middle" align="left">ADC pathological size (cm)</td>
<td valign="middle" align="center">37</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center">3.49</td>
<td valign="middle" align="center">3.40</td>
<td valign="middle" align="center">1.43</td>
<td valign="middle" align="center">1.40-7.20</td>
</tr>
<tr>
<td valign="middle" align="left">SCC pathological size (cm)</td>
<td valign="middle" align="center">23</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center">4.28</td>
<td valign="middle" align="center">4.50</td>
<td valign="middle" align="center">1.98</td>
<td valign="middle" align="center">1.00-9.00</td>
</tr>
<tr>
<td valign="middle" align="left">ADC ME (mm)</td>
<td valign="middle" align="center">37</td>
<td valign="middle" align="center">100</td>
<td valign="middle" align="center">1.98</td>
<td valign="middle" align="center">1.38</td>
<td valign="middle" align="center">2.15</td>
<td valign="middle" align="center">0-8.67</td>
</tr>
<tr>
<td valign="middle" align="left">SCC ME (mm)</td>
<td valign="middle" align="center">23</td>
<td valign="middle" align="center">61</td>
<td valign="middle" align="center">1.26</td>
<td valign="middle" align="center">0.00</td>
<td valign="middle" align="center">2.81</td>
<td valign="middle" align="center">0-15.30</td>
</tr>
<tr>
<th valign="middle" colspan="7" align="left">NAC</th>
</tr>
<tr>
<td valign="middle" align="left">ADC radiologic size (cm)</td>
<td valign="middle" align="center">27</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center">3.21</td>
<td valign="middle" align="center">3.10</td>
<td valign="middle" align="center">1.48</td>
<td valign="middle" align="center">0.60-7.00</td>
</tr>
<tr>
<td valign="middle" align="left">SCC radiologic size (cm)</td>
<td valign="middle" align="center">23</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center">2.64</td>
<td valign="middle" align="center">2.30</td>
<td valign="middle" align="center">1.83</td>
<td valign="middle" align="center">0-8.90</td>
</tr>
<tr>
<td valign="middle" align="left">ADC pathological size (cm)</td>
<td valign="middle" align="center">27</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center">3.04</td>
<td valign="middle" align="center">2.50</td>
<td valign="middle" align="center">1.36</td>
<td valign="middle" align="center">1.20-6.50</td>
</tr>
<tr>
<td valign="middle" align="left">SCC pathological size (cm)</td>
<td valign="middle" align="center">23</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center">2.68</td>
<td valign="middle" align="center">2.50</td>
<td valign="middle" align="center">1.91</td>
<td valign="middle" align="center">0-9.00</td>
</tr>
<tr>
<td valign="middle" align="left">ADC ME (mm)</td>
<td valign="middle" align="center">27</td>
<td valign="middle" align="center">86</td>
<td valign="middle" align="center">1.58</td>
<td valign="middle" align="center">0.79</td>
<td valign="middle" align="center">1.86</td>
<td valign="middle" align="center">0-6.66</td>
</tr>
<tr>
<td valign="middle" align="left">SCC ME (mm)</td>
<td valign="middle" align="center">23</td>
<td valign="middle" align="center">71</td>
<td valign="middle" align="center">0.84</td>
<td valign="middle" align="center">0.00</td>
<td valign="middle" align="center">2.05</td>
<td valign="middle" align="center">0-13.70</td>
</tr>
<tr>
<th valign="middle" colspan="7" align="left">NACI</th>
</tr>
<tr>
<td valign="middle" align="left">ADC radiologic size (cm)</td>
<td valign="middle" align="center">21</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center">3.32</td>
<td valign="middle" align="center">2.80</td>
<td valign="middle" align="center">1.56</td>
<td valign="middle" align="center">1.10-6.50</td>
</tr>
<tr>
<td valign="middle" align="left">SCC radiologic size (cm)</td>
<td valign="middle" align="center">54</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center">2.68</td>
<td valign="middle" align="center">2.60</td>
<td valign="middle" align="center">1.55</td>
<td valign="middle" align="center">0-7.00</td>
</tr>
<tr>
<td valign="middle" align="left">ADC pathological size (cm)</td>
<td valign="middle" align="center">21</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center">3.62</td>
<td valign="middle" align="center">3.20</td>
<td valign="middle" align="center">1.77</td>
<td valign="middle" align="center">1.10-7.00</td>
</tr>
<tr>
<td valign="middle" align="left">SCC pathological size (cm)</td>
<td valign="middle" align="center">54</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center">2.42</td>
<td valign="middle" align="center">2.50</td>
<td valign="middle" align="center">1.40</td>
<td valign="middle" align="center">0-6.00</td>
</tr>
<tr>
<td valign="middle" align="left">ADC ME (mm)</td>
<td valign="middle" align="center">21</td>
<td valign="middle" align="center">61</td>
<td valign="middle" align="center">0.87</td>
<td valign="middle" align="center">0.00</td>
<td valign="middle" align="center">1.64</td>
<td valign="middle" align="center">0-6.33</td>
</tr>
<tr>
<td valign="middle" align="left">SCC ME (mm)</td>
<td valign="middle" align="center">54</td>
<td valign="middle" align="center">127</td>
<td valign="middle" align="center">0.14</td>
<td valign="middle" align="center">0.00</td>
<td valign="middle" align="center">0.61</td>
<td valign="middle" align="center">0-4.04</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>ME, microscopic tumor extension; SD, Standard deviation; Other abbreviations are the same as <xref ref-type="table" rid="T1"><bold>Table 1</bold></xref>.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>Radio-pathological correlations</title>
<p>Comparative analysis of tumor size between radiography and pathology revealed a significant correlation (p&lt;0.001) (<xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2A</bold></xref>) without considering the ME value. A Bland&#x2013;Altman plot was constructed to evaluate the consistency between the radiological and pathological sizes of the tumors (<xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2B</bold></xref>).</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Consistency test of radiologic and pathological size of tumors. <bold>(a)</bold> Correlation between radiologic size and pathological size on all samples (without considering microscopic tumor extension). <bold>(b)</bold> Bland-Altmann plots of radiologic size and pathological size of tumors.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fonc-15-1503615-g002.tif">
<alt-text content-type="machine-generated">Scatter plots show data on radiologic and pathological measurements. Plot a displays a positive correlation (r = 0.836) between radiologic size in centimeters and pathological size. Plot b is a Bland-Altman plot depicting the difference between measurement methods against their average, with data scattered around zero difference.</alt-text>
</graphic></fig>
</sec>
<sec id="s3_3">
<label>3.3</label>
<title>Clinicopathological factors associated with ME</title>
<p>The specific results of the univariate and multivariate analyses are displayed in <xref ref-type="table" rid="T3"><bold>Table&#xa0;3</bold></xref>. The clinicopathologic factors correlated with ME distance involved pathologic type, tumor grade, and preoperative treatment method (all p &lt; 0.05). In multivariate analysis, each of the above factors maintained significant independent correlation with ME distance, with a higher &#x3b2;-coefficient observed for the pathological type and preoperative treatment methods. Therefore, we determined the CTV margins based on the pathological type and preoperative treatment methods of NSCLC.</p>
<table-wrap id="T3" position="float">
<label>Table&#xa0;3</label>
<caption>
<p>Variables associated with microscopic tumor extension (ME) distance in univariate and multivariate linear regression model.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="center" rowspan="2">Variables</th>
<th valign="middle" colspan="3" align="center">Univariate analysis</th>
<th valign="middle" colspan="4" align="center">Multivariate analysis</th>
</tr>
<tr>
<th valign="middle" align="center">B (95% CI)</th>
<th valign="middle" align="center">&#x3b2;</th>
<th valign="middle" align="center">P value</th>
<th valign="middle" align="center">B (95% CI)</th>
<th valign="middle" align="center">&#x3b2;</th>
<th valign="middle" align="center">P value</th>
<th valign="middle" align="center">VIF</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left">Age (years)</td>
<td valign="middle" align="center">-0.005 (-0.027 to 0.017)</td>
<td valign="middle" align="center">-0.019</td>
<td valign="middle" align="center">0.677</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
</tr>
<tr>
<th valign="middle" colspan="8" align="left">Smoking</th>
</tr>
<tr>
<td valign="middle" align="left">Yes vs. No</td>
<td valign="middle" align="center">-0.209 (-0.559 to 0.140)</td>
<td valign="middle" align="center">-0.052</td>
<td valign="middle" align="center">0.240</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
</tr>
<tr>
<th valign="middle" colspan="8" align="left">Sex</th>
</tr>
<tr>
<td valign="middle" align="left">Male vs. Female</td>
<td valign="middle" align="center">-0.009 (-0.404 to 0.385)</td>
<td valign="middle" align="center">-0.002</td>
<td valign="middle" align="center">0.962</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
</tr>
<tr>
<th valign="middle" colspan="8" align="left">Pathologic types</th>
</tr>
<tr>
<td valign="middle" align="left">ADC vs. SCC</td>
<td valign="middle" align="center">-0.969 (-1.302 to -0.636)</td>
<td valign="middle" align="center">-0.247</td>
<td valign="middle" align="center">&lt;0.001</td>
<td valign="middle" align="center">-0.805 (-1.142 to -0.469)</td>
<td valign="middle" align="center">-0.205</td>
<td valign="middle" align="center">&lt;0.001</td>
<td valign="middle" align="center">1.091</td>
</tr>
<tr>
<th valign="middle" colspan="8" align="left">Tumor stage</th>
</tr>
<tr>
<td valign="middle" align="left">II vs. III</td>
<td valign="middle" align="center">-0.517 (-0.861 to -0.173)</td>
<td valign="middle" align="center">-0.131</td>
<td valign="middle" align="center">0.003</td>
<td valign="middle" align="center">-0.441 (-0.776 to -0.107)</td>
<td valign="middle" align="center">-0.111</td>
<td valign="middle" align="center">0.010</td>
<td valign="middle" align="center">1.061</td>
</tr>
<tr>
<td valign="middle" align="left">Treatment methods</td>
<td valign="middle" align="center">-0.671 (-0.870 to -0.472)</td>
<td valign="middle" align="center">-0.283</td>
<td valign="middle" align="center">&lt;0.001</td>
<td valign="middle" align="center">-0.501 (-0.706 to -0.295)</td>
<td valign="middle" align="center">-0.211</td>
<td valign="middle" align="center">&lt;0.001</td>
<td valign="middle" align="center">1.120</td>
</tr>
<tr>
<td valign="middle" align="left">DS vs. NAC</td>
<td valign="middle" align="center">-0.464 (-0.880 to -0.048)</td>
<td valign="middle" align="center">-0.109</td>
<td valign="middle" align="center">0.029</td>
<td valign="middle" align="center">-0.338 (-0.749 to 0.072)</td>
<td valign="middle" align="center">-0.080</td>
<td valign="middle" align="center">0.106</td>
<td valign="middle" align="center">1.392</td>
</tr>
<tr>
<td valign="middle" align="left">DS vs. NACI</td>
<td valign="middle" align="center">-1.332 (-1.730 to -0.934)</td>
<td valign="middle" align="center">-0.328</td>
<td valign="middle" align="center">&lt;0.001</td>
<td valign="middle" align="center">-0.996 (-1.407 to -0.585)</td>
<td valign="middle" align="center">-0.245</td>
<td valign="middle" align="center">&lt;0.001</td>
<td valign="middle" align="center">1.524</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>VIF, variance inflation factor; Other abbreviations are the same as <xref ref-type="table" rid="T1"><bold>Table&#xa0;1</bold></xref>.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s3_4">
<label>3.4</label>
<title>Direct surgery</title>
<p>For direct surgery, we observed that the ME distance was significantly different between ADC and SCC (<xref ref-type="table" rid="T2"><bold>Table&#xa0;2</bold></xref>), with a mean of 1.98 mm (standard deviation [SD] 2.15; minimum [min] = 0; maximum [max] = 8.67) for ADC and 1.26 mm (SD 2.81; min=0; max=15.30) for SCC (p&lt;0.001). We confirmed the differences between the two pathological types through analysis of the distribution of ME (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Table S1</bold></xref>). The median ME distance for ADC and SCC were 1.38 mm and 0 mm, respectively. The ME frequency tables were classified in increments of 1 mm (<xref ref-type="fig" rid="f3"><bold>Figures&#xa0;3A, B</bold></xref>); the ME cumulative frequency table is shown in <xref ref-type="fig" rid="f3"><bold>Figure&#xa0;3C</bold></xref>. We concluded that for untreated patients with NSCLC to fully cover 95% of the ME, the GTV for ADC and SCC should be expanded by 6.80 mm and 6.00 mm to the CTV, respectively.</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>The distribution of microscopic tumor extension in each group. Microscopic tumor extension (ME) distribution of adenocarcinoma (ADC) <bold>(a)</bold> and squamous cell carcinomas (SCC) <bold>(b)</bold> in the direct surgery group. <bold>(c)</bold> Cumulative distribution of ME in ADC and SCC in the direct surgery group. ME distribution of ADC <bold>(d)</bold> and SCC <bold>(e)</bold> in the preoperative neoadjuvant chemotherapy group. <bold>(f)</bold> Cumulative distribution of ME in ADC and SCC in the preoperative neoadjuvant chemotherapy group. ME distribution of ADC <bold>(g)</bold> and SCC <bold>(h)</bold> in the preoperative neoadjuvant chemotherapy combined with immunotherapy group. <bold>(i)</bold> Cumulative distribution of ME in ADC and SCC in the preoperative neoadjuvant chemotherapy combined with immunotherapy group.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fonc-15-1503615-g003.tif">
<alt-text content-type="machine-generated">This figure presents nine images comparing the distribution of microscopic tumor extension (ME) in adenocarcinoma (ADC) and squamous cell carcinoma (SCC) across different treatment groups. The histograms (panels a, b, d, e, g, h) visualize the frequency distribution of ME values for ADC and SCC in each group, while the cumulative percentage line charts (panels c, f, i) illustrate the overall trends in cumulative ME distribution. All measurements are reported in millimeters (mm).</alt-text>
</graphic></fig>
</sec>
<sec id="s3_5">
<label>3.5</label>
<title>Preoperative neoadjuvant chemotherapy</title>
<p>For preoperative neoadjuvant chemotherapy, we observed that the ME distance was significantly different between ADC and SCC (<xref ref-type="table" rid="T2"><bold>Table&#xa0;2</bold></xref>), with a mean of 1.58 mm (SD 1.86; min=0; max=6.66) for ADC and 0.84 mm (SD 2.05; min=0; max=13.70) for SCC (p&lt;0.001). We confirmed the differences between the two pathological types through analysis of the distribution of ME (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Table S2</bold></xref>). The median ME distance for ADC and SCC were 0.79 mm and 0 mm, respectively. The ME frequency tables were classified in increments of 1 mm (<xref ref-type="fig" rid="f3"><bold>Figures&#xa0;3D</bold></xref>, <xref ref-type="fig" rid="f3"><bold>3E</bold></xref>); the ME cumulative frequency table is shown in <xref ref-type="fig" rid="f3"><bold>Figure&#xa0;3F</bold></xref>. We concluded that for patients with NSCLC who have received chemotherapy to fully cover 95% of the ME, the GTV for ADC and SCC should be expanded by 5.20 mm and 4.20 mm to the CTV, respectively.</p>
</sec>
<sec id="s3_6">
<label>3.6</label>
<title>Preoperative neoadjuvant chemotherapy combined with immunotherapy</title>
<p>For preoperative neoadjuvant chemotherapy combined with immunotherapy, we observed that the ME distance was significantly different between ADC and SCC (<xref ref-type="table" rid="T2"><bold>Table&#xa0;2</bold></xref>), with a mean of 0.87 mm (SD 1.64; min=0; max=6.33) for ADC and 0.14 mm (SD 0.61; min=0; max=4.04) for SCC (p&lt;0.001). We confirmed the differences between the two pathological types through analysis of the distribution of ME (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Table S3</bold></xref>). The median ME distance for both ADC and SCC was 0 mm. The ME frequency tables were classified in increments of 1 mm (<xref ref-type="fig" rid="f3"><bold>Figures&#xa0;3G</bold></xref>, <xref ref-type="fig" rid="f3"><bold>H</bold></xref>); the ME cumulative frequency table is shown in <xref ref-type="fig" rid="f3"><bold>Figure&#xa0;3I</bold></xref>. We concluded that for patients with NSCLC who have received chemotherapy combined with immunotherapy to fully cover 95% of the ME, the GTV for ADC and SCC should be expanded by 4.60 mm and 1.20 mm to the CTV, respectively.</p>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<label>4</label>
<title>Discussion</title>
<p>ME is considered as the &#x201c;gold standard&#x201d; in radiotherapy for accurately defining the CTV (<xref ref-type="bibr" rid="B17">17</xref>). Previous studies have quantitatively evaluated the subclinical invasion of primary lesions into surrounding tissues in untreated NSCLC to plan external beam radiotherapy (<xref ref-type="bibr" rid="B4">4</xref>, <xref ref-type="bibr" rid="B18">18</xref>&#x2013;<xref ref-type="bibr" rid="B20">20</xref>). However, to date, there is extremely little data on the ME of NSCLC after neoadjuvant therapy, which has resulted in a lack of unified and standardized guidelines to recommend the delineation of CTV for patients with NSLCL, who have received chemotherapy or chemotherapy combined with immunotherapy.</p>
<p>To the best of our knowledge, this is the first time in literature, that the macro pathology of NSCLC after chemotherapy and chemotherapy combined with immunotherapy was analyzed and ME distance beyond distinguishable GTV margins quantified. There is limited data available to directly determine whether CT tumor size fully represents gross pathological tumor size in NSCLC (<xref ref-type="bibr" rid="B18">18</xref>). To ensure the feasibility of our methodology, we first analyzed the relationship between tumor size measured using imaging and pathology. We confirmed that radiologic tumor size was closely related to macro pathological size without ME, similar to the conclusion of previous studies (<xref ref-type="bibr" rid="B4">4</xref>, <xref ref-type="bibr" rid="B18">18</xref>, <xref ref-type="bibr" rid="B19">19</xref>).</p>
<p>Several previous articles have published the ME values or the optimal CTV margins related to lung cancer radiotherapy. Giraud et&#xa0;al. (<xref ref-type="bibr" rid="B4">4</xref>) showed that to cover 95% of ME, the GTV of ADC and SCC required an outward expansion margin of 8 mm and 6 mm, respectively. Li et&#xa0;al. (<xref ref-type="bibr" rid="B20">20</xref>) determined that in order to ensure coverage of 95% of the ME when depicting the CTV, the required margins were 7 mm and 5 mm for ADC and SCC, respectively. ME measurements in these two studies were conducted using a light microscope. In our study, ME was accurately measured using a digital microscope, which may account for the discrepancy between the ME in the DS group and their research results. Schmitt et&#xa0;al. (<xref ref-type="bibr" rid="B18">18</xref>) after analyzing patients with NSCLC with localized stage T1N0 or T2aN0 who had undergone surgical treatment, concluded that to achieve 95% ME coverage, the required margins for SCC and ADC were 4.4 mm and 2.9 mm, respectively. Notably, in the above study, patients did not receive any other antitumor treatment before surgery; therefore, their ME range may not be suitable for inferring the CTV after receiving chemotherapy or chemotherapy combined with immunotherapy. Charlie et&#xa0;al. (<xref ref-type="bibr" rid="B19">19</xref>) included patients with NSCLC receiving NAC in their study and found that 95% of the ADC receiving and not receiving NAC had ME less than 5.3 mm (6.5 mm in the subgroup not receiving NAC), and 95% of the SCC receiving and not receiving NAC had ME less than 3.5 mm (3.7 mm in the subgroup not receiving NAC). Unfortunately, the number of patients receiving neoadjuvant chemotherapy included in their study was very small, only 28 cases, and there was no separate analysis of ME for this group of patients. Hu et&#xa0;al. (<xref ref-type="bibr" rid="B21">21</xref>) prospectively enrolled eight patients with small cell lung cancer (SCLC) and found that in patients who did or did not undergo NAC, a margin of 1.4 mm and 10.2 mm could cover 95% of ME, respectively. However, their research was restricted to limited-stage SCLC; thus, their conclusions were not applicable to NSCLC.</p>
<p>Regarding ME of tumors, the present study determined that the distribution of ME varied among different individuals with NSCLC, which correlated with the tumor pathological type, tumor stage, and preoperative treatment methods. It is noteworthy that the pathological type and preoperative treatment methods were the two major factors that significantly affected the ME distance. Hence, we defined the margin of CTV in NSCLC based on treatment methods and pathological types. To cover 95% of subclinical lesions, 6.80 mm and 6.00 mm CTV margins are recommended for direct surgical ADC and SCC, 5.20 mm and 4.20 mm CTV margins are recommended for ADC and SCC receiving chemotherapy before radiotherapy, and 4.60 mm and 1.20 mm CTV margins are recommended for ADC and SCC receiving chemotherapy combined with immunotherapy before radiotherapy.</p>
<p>Our research results indicate that there is a substantial difference in the microscopic infiltration range between ADC and SCC, with ADC demonstrating a larger microscopic infiltration range than that of SCC, consistent with the findings reported by Giraud et&#xa0;al. (<xref ref-type="bibr" rid="B4">4</xref>). Kara et&#xa0;al. (<xref ref-type="bibr" rid="B22">22</xref>) revealed that the infiltration of tumor cells in the central bronchus is more common in SCC than in ADC. However, the infiltration range of SCC is smaller than that of ADC, which may be correlated with the more invasive biological characteristics of ADC. Angela et&#xa0;al. (<xref ref-type="bibr" rid="B23">23</xref>) highlighted that spread through air spaces, mainly observed in lung ADC, has been identified as a novel mechanism of invasion, and which may be one of the reasons for the difference in ME between ADC and SCC. We also found that the mean tumor size of patients with SCC who did not undergo preoperative treatment was larger than that of patients with ADC using both imaging and pathology, while patients with SCC who underwent preoperative neoadjuvant treatment had a smaller average tumor size than that of patients with ADC; moreover, after neoadjuvant treatment, the PCR rate of SCC was higher than that of patients with ADC. SCC is more sensitive to current neoadjuvant therapy strategies than is ADC, and its potential benefits may be better (<xref ref-type="bibr" rid="B24">24</xref>, <xref ref-type="bibr" rid="B25">25</xref>). Furthermore, this study demonstrated that tumor staging is related to ME size, which is consistent with the differences in ME research results of Schmitt et&#xa0;al. and Giraud et&#xa0;al. on NSCLC in stages I and I&#x2013;IV, respectively (<xref ref-type="bibr" rid="B4">4</xref>, <xref ref-type="bibr" rid="B18">18</xref>). This study also concluded that the ME size is related to the preoperative treatment received by the patients. The ME distance of the NAC group is smaller than that of the DS group, which may be due to the fact that chemotherapy drugs kill tumor cells by inhibiting key molecules and necessary cellular structures during cell replication (<xref ref-type="bibr" rid="B26">26</xref>). The ME distance of the NACI group is smaller than that of the NAC group. This is because programmed death receptor 1 (PD-1) and programmed death ligand 1 (PD-L1) inhibitors bind to PD-1 and PD-L1, respectively, preventing their interaction, restoring the recognition and killing effect of immune cells, avoiding immune escape of tumor cells, and thereby exerting anti-tumor effects (<xref ref-type="bibr" rid="B27">27</xref>). On the other hand, chemotherapy drugs can enhance anti-tumor immune responses through various mechanisms and to some extent inhibit the formation of immunosuppressive microenvironments (<xref ref-type="bibr" rid="B28">28</xref>&#x2013;<xref ref-type="bibr" rid="B31">31</xref>). Previous studies have reported that NAC has better survival benefits than surgery alone (<xref ref-type="bibr" rid="B5">5</xref>&#x2013;<xref ref-type="bibr" rid="B9">9</xref>), whereas subsequent studies have confirmed that NACI has better efficacy than NAC (<xref ref-type="bibr" rid="B10">10</xref>&#x2013;<xref ref-type="bibr" rid="B12">12</xref>), which is consistent with the conclusions drawn from our study.</p>
<p>This study has some limitations. First, after the surgical specimen is removed from the human body, the tissue size may change, leading to inaccurate ME measurements. The surgical specimens were not fixed by the perfusion method because there is currently no experimental technique in literature that can make lung tissue specimens that leave the human body, completely consistent in morphology and structure similar to that of those inside the human body. Second, our analysis did not control for confounding factors which may exist, such as the types of drugs used for neoadjuvant therapy, dosage, treatment cycle, and scope of specimen collection; thus, further exploration is needed in the future.</p>
</sec>
<sec id="s5" sec-type="conclusions">
<label>5</label>
<title>Conclusions</title>
<p>This research aimed to personalize the delineation of the CTV in precise radiotherapy, thereby increasing the radiation dose to tumors while reducing the radiation damage to normal tissues, which is the primary goal of precision radiotherapy. We measured ME in NSCLC using three different treatment methods to define the CTV for radiotherapy. We observed that the mean ME of samples after chemotherapy or chemotherapy combined with immunotherapy (especially the latter) was much lower than the commonly adopted CTV range and differed considerably between the two histological types we studied. Therefore, the CTV currently used in clinical practice may increase therapeutic toxicity in patients. In our study, the mean ME values of ADC and SCC in the DS group were 1.98 mm and 1.26 mm, respectively. The mean ME values of ADC and SCC in the NAC group were 1.58 mm and 0.84 mm, respectively. The mean ME values of ADC and SCC in the NACI group were 0.87 mm and 0.14 mm, respectively. In the more practical context of radiotherapy, these findings can be represented in terms of the probability in which the ME corresponds to a given margin, hinging on the acceptable error risk. In the case of accepting a 5% error risk, for example, it would be essential to apply a margin of 6.80 mm and 6.00 mm to the ADC and SCC of DS, respectively; a margin of 5.20 mm and 4.20 mm to the ADC and SCC receiving chemotherapy, respectively; and a margin of 4.60 mm and 1.20 mm to the ADC and SCC receiving chemotherapy combined with immunotherapy, respectively.</p>
</sec>
</body>
<back>
<sec id="s6" sec-type="data-availability">
<title>Data availability statement</title>
<p>The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.</p></sec>
<sec id="s7" sec-type="ethics-statement">
<title>Ethics statement</title>
<p>The studies involving humans were approved by Ethical Review Board of Shandong Cancer Hospital and Institute. The studies were conducted in accordance with the local legislation and institutional requirements. The human samples used in this study were acquired from postoperative HE staining pathological sections of patients. Written informed consent for participation was not required from the participants or the participants&#x2019; legal guardians/next of kin in accordance with the national legislation and institutional requirements.</p></sec>
<sec id="s8" sec-type="author-contributions">
<title>Author contributions</title>
<p>YZ: Writing &#x2013; original draft, Writing &#x2013; review &amp; editing. XS: Writing &#x2013; review &amp; editing. JL: Writing &#x2013; review &amp; editing. FZ: Writing &#x2013; review &amp; editing. LL: Writing &#x2013; review &amp; editing. NL: Writing &#x2013; review &amp; editing. MZ: Writing &#x2013; review &amp; editing. SY: Writing &#x2013; review &amp; editing.</p></sec>
<sec id="s10" sec-type="COI-statement">
<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 id="s11" 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="s12" sec-type="disclaimer">
<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 id="s13" 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.2025.1503615/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fonc.2025.1503615/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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<fn id="n1" fn-type="custom" custom-type="edited-by">
<p>Edited by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/247294">Eric Chi-ching Ko</ext-link>, Beth Israel Deaconess Medical Center Cancer Center, United States</p></fn>
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<p><ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/397655">Anhui Shi</ext-link>, Beijing Cancer Hospital, China</p></fn>
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<fn fn-type="abbr" id="abbrev1">
<label>Abbreviations:</label>
<p>CTV, clinical target volume; NSCLC, non-small cell lung cancer; GTV, gross tumor volume; ME, microscopic tumor extension; ADC, adenocarcinoma; SCC, squamous cell carcinoma; DS, direct surgery; NAC, neoadjuvant chemotherapy; NACI, neoadjuvant chemotherapy combined with immunotherapy; pTNM, pathological tumor-node-metastasis; PCR, pathologic complete response; SD, standard deviation; Min, minimum; Max, maximum; SCLC, small cell lung cancer.</p>
</fn>
</fn-group>
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