<?xml version="1.0" encoding="UTF-8"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD JATS (Z39.96) Journal Publishing DTD v1.3 20210610//EN" "JATS-journalpublishing1-3-mathml3.dtd">
<article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:ali="http://www.niso.org/schemas/ali/1.0/" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" article-type="article-commentary" dtd-version="1.3" xml:lang="EN">
<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Immunol.</journal-id>
<journal-title-group>
<journal-title>Frontiers in Immunology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Immunol.</abbrev-journal-title>
</journal-title-group>
<issn pub-type="epub">1664-3224</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fimmu.2026.1793644</article-id>
<article-version article-version-type="Version of Record" vocab="NISO-RP-8-2008"/>
<article-categories>
<subj-group subj-group-type="heading">
<subject>General Commentary</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Commentary: A lung specific escape of intravascular metastatic breast cancer cells from cytotoxic T cell killing</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name><surname>Yin</surname><given-names>Ling</given-names></name>
<xref ref-type="corresp" rid="c001"><sup>*</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/2300502/overview"/>
<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="conceptualization" vocab-term-identifier="https://credit.niso.org/contributor-roles/conceptualization/">Conceptualization</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-group>
<aff id="aff1"><institution>Weill Cornell Medicine, Cornell University</institution>, <city>New York</city>, <state>NY</state>,&#xa0;<country country="us">United States</country></aff>
<author-notes>
<corresp id="c001"><label>*</label>Correspondence: Ling Yin, <email xlink:href="mailto:1987.yinling@163.com">1987.yinling@163.com</email></corresp>
</author-notes>
<pub-date publication-format="electronic" date-type="pub" iso-8601-date="2026-02-27">
<day>27</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>1793644</elocation-id>
<history>
<date date-type="received">
<day>22</day>
<month>01</month>
<year>2026</year>
</date>
<date date-type="accepted">
<day>16</day>
<month>02</month>
<year>2026</year>
</date>
<date date-type="rev-recd">
<day>13</day>
<month>02</month>
<year>2026</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2026 Yin.</copyright-statement>
<copyright-year>2026</copyright-year>
<copyright-holder>Yin</copyright-holder>
<license>
<ali:license_ref start_date="2026-02-27">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>
<related-article id="RA1" related-article-type="commentary-article" ext-link-type="doi" xlink:href="10.3389/fimmu.2025.1599751" journal-id="Front Immunol" journal-id-type="nlm-ta">A Commentary on: 
<article-title>A lung specific escape of intravascular metastatic breast cancer cells from cytotoxic T cell killing</article-title> By Kizner M, Levi N, Sochen C, Ryvkin J, Regev O, Zarbock A, Eisenbach L, Biton M and Alon R (2026) <italic>Front. Immunol.</italic> 16:1599751. doi:&#xa0;<object-id>10.3389/fimmu.2025.1599751</object-id>
</related-article>
<kwd-group>
<kwd>antigen presentation machinery (APM)</kwd>
<kwd>interferon-gamma (IFN-&#x3b3;) signaling</kwd>
<kwd>lung vascular niche</kwd>
<kwd>metastatic breast cancer</kwd>
<kwd>organ-specific immune evasion</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="0"/>
<table-count count="0"/>
<equation-count count="0"/>
<ref-count count="7"/>
<page-count count="3"/>
<word-count count="1121"/>
</counts>
<custom-meta-group>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Cancer Immunity and Immunotherapy</meta-value>
</custom-meta>
</custom-meta-group>
</article-meta>
</front>
<body>
<p>Metastases are the end products of a complex, multi-step process known as the invasion-metastasis cascade, which encompasses the dissemination of cancer cells to distant organs and their subsequent adaptation to foreign tissue microenvironments (<xref ref-type="bibr" rid="B1">1</xref>). This lethal process is driven by the acquisition of molecular alterations within tumor cells and the co-option of stromal components, endowing metastatic cells with the traits necessary to establish macroscopic secondary tumors. A critical, yet poorly understood, facet of this adaptation is how disseminated cells evade immune destruction in specific metastatic niches. In this context, the recent study by Kizner et&#xa0;al. provides a compelling examination of how breast cancer cells survive within the lung vasculature by escaping cytotoxic T lymphocyte (CTL) recognition (<xref ref-type="bibr" rid="B2">2</xref>).</p>
<p>The authors employ an innovative methodological approach to address a long-standing challenge in metastasis research: visualizing rare tumor cell populations within intact organs. By utilizing three-dimensional light-sheet fluorescence microscopy (LSFM) of cleared lung lobes, they leverage a technique that functions as a non-destructive optical microtome, using a thin plane of light to achieve deep-tissue imaging with subcellular resolution while minimizing photobleaching and phototoxicity (<xref ref-type="bibr" rid="B3">3</xref>). This approach allows them to establish a key spatial context: OVA-expressing E0771 breast cancer cells reside predominantly inside pulmonary blood vessels. This finding directly corroborates and extends the seminal &#x201c;intravascular origin of metastasis&#x201d; model proposed by Al-Mehdi et&#xa0;al., which, through real-time epifluorescence microscopy, demonstrated that early metastatic colonies in the lung originate from tumor cells that attach to and proliferate within the vascular endothelium, rather than following a mandatory extravasation step (<xref ref-type="bibr" rid="B4">4</xref>). The spatial precision afforded by LSFM is thus critical for validating this model and for enabling the study&#x2019;s central discovery: that these intravascular cells are not effectively engaged by circulating antigen-specific CTLs. Notably, this observation gains deeper significance in light of a contemporary study by Jakab et&#xa0;al., which revealed that the lung endothelium plays an active instructional role: through secretion of angiocrine Wnt factors, it directs arrested metastasizing tumor cells toward distinct fates&#x2014;either intravascular proliferation or extravasation leading to latency (<xref ref-type="bibr" rid="B7">7</xref>). Kizner et&#xa0;al.&#x2019;s finding that E0771 cells persist and evade immunity specifically within the vasculature aligns with the &#x201c;intravascular proliferation&#x201d; path defined by Jakab et&#xa0;al., suggesting their model may represent a subset of tumor cells pre-programmed or instructed to remain and thrive in the vascular niche.</p>
<p>The study&#x2019;s most significant contribution lies in its mechanistic dissection of this immune escape. The authors demonstrate that E0771 cells rapidly downregulate surface expression of the specific OVA-derived peptide-MHC-I complex upon entering the lung microenvironment, while retaining MHC-I molecule expression. Transcriptomic analysis reveals this loss is driven by the coordinated downregulation of key antigen processing and presentation components, including B2M (beta-2-microglobulin) and TAP1. This mechanism resonates strongly with established findings in other cancer types. For instance, in colorectal carcinomas, total loss of MHC class I surface expression has been attributed to two major pathways: biallelic inactivation of B2M in microsatellite instability-positive (MSI+) tumors, and downregulation of antigen processing machinery (APM) components like LMP7 and TAP2 in MSI-negative tumors (<xref ref-type="bibr" rid="B5">5</xref>). Kizner et&#xa0;al. identify a similar, albeit dynamically regulated, suppression of the APM in lung-resident breast cancer cells, suggesting a convergent evasion strategy across cancers.</p>
<p>This mechanistic finding aligns precisely with the established role of interferon-gamma (IFN-&#x3b3;) as the master transcriptional regulator of the MHC-I antigen processing machinery. As defined by Fr&#xfc;h and Yang, IFN-&#x3b3; drives the expression of proteasomal subunits (e.g., the immunoproteasome subunit PSMB8), the proteasome regulator PA28, and peptide transporters such as TAP, thereby governing the repertoire of peptides loaded onto MHC-I molecules (<xref ref-type="bibr" rid="B6">6</xref>). Critically, the specific downregulation of these exact IFN-&#x3b3;-responsive genes&#x2014;B2M, TAP1, and PSMB8&#x2014;in lung-resident E0771 cells provides strong indirect evidence of impaired IFN-&#x3b3; sensing or signaling within the lung vascular niche. This signaling deficit offers a compelling molecular rationale for metastatic site-specific immune evasion: the lung microenvironment may fail to provide or sustain the paracrine IFN-&#x3b3; signals necessary to maintain high-level antigen presentation, rendering intravascular tumor cells transiently &#x2018;invisible&#x2019; to circulating CTLs.</p>
<p>Notably, the immune evasion observed by Kizner et&#xa0;al. is reversible and niche-specific. E0771 cells at the primary site maintain antigen presentation and are killed by OT-I CTLs, whereas the same cells in the lungs become invisible to the same T cells. This plasticity underscores the concept that the lung vascular microenvironment actively instructs tumor cell state&#x2014;a concept powerfully supported by Jakab et&#xa0;al., who showed that endothelial-derived signals can dictate metastatic behavior based on the tumor cell&#x2019;s epigenetic predisposition (<xref ref-type="bibr" rid="B7">7</xref>). The findings by Kizner et&#xa0;al. thus add a crucial immunological dimension to this emerging paradigm of endothelial instruction. They reveal that residence within the lung vasculature, potentially guided by specific endothelial cues, not only influences proliferative versus latent fates but also confers an immune-evasive state, likely through modulation of cytokine signals like IFN-&#x3b3; (<xref ref-type="bibr" rid="B6">6</xref>) and consequent APM dysregulation analogous to mechanisms in other cancers (<xref ref-type="bibr" rid="B5">5</xref>).</p>
<p>The translational implications are immediate and multifaceted. First, the findings explain why T cell therapies targeting primary tumor neoantigens may fail against lung metastases, as antigen presentation can be dynamically silenced in the intravascular niche. This underscores the necessity of assessing antigen presentation in metastatic sites. Second, it suggests that therapeutic strategies could aim to restore IFN-&#x3b3; signaling or directly target the downregulated APM components within the metastatic niche. Third, the active role of the endothelium (<xref ref-type="bibr" rid="B4">4</xref>, <xref ref-type="bibr" rid="B7">7</xref>) presents it as a therapeutic target; modulating endothelial-derived signals or exploiting the intravascular location of these cells (<xref ref-type="bibr" rid="B4">4</xref>) for drug delivery could be synergistic. Fourth, Jakab et&#xa0;al.&#x2019;s discovery of epigenetic pre-determination (methylation status) governing responsiveness to niche signals (<xref ref-type="bibr" rid="B7">7</xref>) hints at the potential for patient stratification; tumors with epigenetic profiles predisposing them to intravascular proliferation and immune evasion might be identified for more aggressive or tailored combination therapies.</p>
<p>In summary, Kizner et&#xa0;al. provide a clear, mechanism-driven narrative that advances our understanding of metastatic site-specific immune evasion. By integrating advanced imaging such as LSFM (<xref ref-type="bibr" rid="B3">3</xref>), building upon the foundational intravascular metastasis model (<xref ref-type="bibr" rid="B4">4</xref>), connecting their findings to broader mechanisms of APM dysregulation (<xref ref-type="bibr" rid="B5">5</xref>) and its regulation by IFN-&#x3b3; (<xref ref-type="bibr" rid="B6">6</xref>), and situating it within the contemporary framework of endothelial instruction of metastasis (<xref ref-type="bibr" rid="B7">7</xref>), the study offers a coherent, multi-layered, and therapeutically insightful framework. It posits that the immune evasion of lung metastases is not a passive outcome but an active adaptation, shaped by the interplay between tumor cell intrinsic pathways and instructive signals from the specialized lung vascular niche.</p>
</body>
<back>
<sec id="s1" sec-type="author-contributions">
<title>Author contributions</title>
<p>LY: Writing &#x2013; original draft, Conceptualization, Writing &#x2013; review &amp; editing.</p></sec>
<sec id="s3" 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="s4" 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="s5" 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>
<ref-list>
<title>References</title>
<ref id="B1">
<label>1</label>
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Valastyan</surname> <given-names>S</given-names></name>
<name><surname>Weinberg</surname> <given-names>RA</given-names></name>
</person-group>. 
<article-title>Tumor metastasis: molecular insights and evolving paradigms</article-title>. <source>Cell</source>. (<year>2011</year>) <volume>147</volume>:<page-range>275&#x2013;92</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.cell.2011.09.024</pub-id>, PMID: <pub-id pub-id-type="pmid">22000009</pub-id>
</mixed-citation>
</ref>
<ref id="B2">
<label>2</label>
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Kizner</surname> <given-names>M</given-names></name>
<name><surname>Levi</surname> <given-names>N</given-names></name>
<name><surname>Sochen</surname> <given-names>C</given-names></name>
<name><surname>Ryvkin</surname> <given-names>J</given-names></name>
<name><surname>Regev</surname> <given-names>O</given-names></name>
<name><surname>Zarbock</surname> <given-names>A</given-names></name>
<etal/>
</person-group>. 
<article-title>A lung specific escape of intravascular metastatic breast cancer cells from cytotoxic T cell killing</article-title>. <source>Front Immunol</source>. (<year>2026</year>) <volume>16</volume>:<elocation-id>1599751</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.3389/fimmu.2025.1599751</pub-id>, PMID: <pub-id pub-id-type="pmid">41660608</pub-id>
</mixed-citation>
</ref>
<ref id="B3">
<label>3</label>
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Santi</surname> <given-names>PA</given-names></name>
</person-group>. 
<article-title>Light sheet fluorescence microscopy: a review</article-title>. <source>J Histochem Cytochem</source>. (<year>2011</year>) <volume>59</volume>:<page-range>129&#x2013;38</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1369/0022155410394857</pub-id>, PMID: <pub-id pub-id-type="pmid">21339178</pub-id>
</mixed-citation>
</ref>
<ref id="B4">
<label>4</label>
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Al-Mehdi</surname> <given-names>AB</given-names></name>
<name><surname>Tozawa</surname> <given-names>K</given-names></name>
<name><surname>Fisher</surname> <given-names>AB</given-names></name>
<name><surname>Shientag</surname> <given-names>L</given-names></name>
<name><surname>Lee</surname> <given-names>A</given-names></name>
<name><surname>Muschel</surname> <given-names>RJ</given-names></name>
</person-group>. 
<article-title>Intravascular origin of metastasis from the proliferation of endothelium-attached tumor cells: a new model for metastasis</article-title>. <source>Nat Med</source>. (<year>2000</year>) <volume>6</volume>:<page-range>100&#x2013;2</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/71429</pub-id>, PMID: <pub-id pub-id-type="pmid">10613833</pub-id>
</mixed-citation>
</ref>
<ref id="B5">
<label>5</label>
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Cabrera</surname> <given-names>CM</given-names></name>
<name><surname>Jim&#xe9;nez</surname> <given-names>P</given-names></name>
<name><surname>Cabrera</surname> <given-names>T</given-names></name>
<name><surname>Esparza</surname> <given-names>C</given-names></name>
<name><surname>Ruiz-Cabello</surname> <given-names>F</given-names></name>
<name><surname>Garrido</surname> <given-names>F</given-names></name>
</person-group>. 
<article-title>Total loss of MHC class I in colorectal tumors can be explained by two molecular pathways: beta2-microglobulin inactivation in MSI-positive tumors and LMP7/TAP2 downregulation in MSI-negative tumors</article-title>. <source>Tissue Antigens</source>. (<year>2003</year>) <volume>61</volume>:<page-range>211&#x2013;9</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1034/j.1399-0039.2003.00020.x</pub-id>, PMID: <pub-id pub-id-type="pmid">12694570</pub-id>
</mixed-citation>
</ref>
<ref id="B6">
<label>6</label>
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Fr&#xfc;h</surname> <given-names>K</given-names></name>
<name><surname>Yang</surname> <given-names>Y</given-names></name>
</person-group>. 
<article-title>Antigen presentation by MHC class I and its regulation by interferon gamma</article-title>. <source>Curr Opin Immunol</source>. (<year>1999</year>) <volume>11</volume>:<fpage>76</fpage>&#x2013;<lpage>81</lpage>. doi: <pub-id pub-id-type="doi">10.1016/s0952-7915(99)80014-4</pub-id>, PMID: <pub-id pub-id-type="pmid">10047537</pub-id>
</mixed-citation>
</ref>
<ref id="B7">
<label>7</label>
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Jakab</surname> <given-names>M</given-names></name>
<name><surname>Lee</surname> <given-names>KH</given-names></name>
<name><surname>Uvarovskii</surname> <given-names>A</given-names></name>
<name><surname>Ovchinnikova</surname> <given-names>S</given-names></name>
<name><surname>Kulkarni</surname> <given-names>SR</given-names></name>
<name><surname>Jakab</surname> <given-names>S</given-names></name>
<etal/>
</person-group>. 
<article-title>Lung endothelium exploits susceptible tumor cell states to instruct metastatic latency</article-title>. <source>Nat Cancer</source>. (<year>2024</year>) <volume>5</volume>:<page-range>716&#x2013;30</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/s43018-023-00716-7</pub-id>, PMID: <pub-id pub-id-type="pmid">38308117</pub-id>
</mixed-citation>
</ref>
</ref-list>
<fn-group>
<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/45020">Brian J Czerniecki</ext-link>, Moffitt Cancer Center, United States</p></fn>
<fn id="n2" fn-type="custom" custom-type="reviewed-by">
<p>Reviewed by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2611636">Tosin Akinsipe</ext-link>, Auburn University, United States</p></fn>
</fn-group>
</back>
</article>