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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Oncol.</journal-id>
<journal-title>Frontiers in Oncology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Oncol.</abbrev-journal-title>
<issn pub-type="epub">2234-943X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fonc.2025.1637999</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Oncology</subject>
<subj-group>
<subject>Case Report</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Case Report: Multi-cancer early detection utilizing blood-based genomics: Single-institution case series of novel cancer screening</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Khare</surname>
<given-names>Somya</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/3084526/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Burton</surname>
<given-names>Jason C.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>De Asis</surname>
<given-names>Francis</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Mekonnen</surname>
<given-names>Saron</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/3089318/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Stewart-McLellan</surname>
<given-names>Mason J.</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Potts</surname>
<given-names>Diana</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/3085233/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Howard</surname>
<given-names>Tiffani L.</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Nabavizadeh</surname>
<given-names>Nima</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Department of Radiation Medicine, Oregon Health &amp; Science University</institution>, <addr-line>Portland, OR</addr-line>,&#xa0;<country>United States</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Cancer Early Detection Advanced Research Center, Knight Cancer Institute, Oregon Health &amp; Science University</institution>, <addr-line>Portland, OR</addr-line>,&#xa0;<country>United States</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Department of Clinical Psychology, Midwestern University</institution>, <addr-line>Glendale, AZ</addr-line>,&#xa0;<country>United States</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Community Outreach and Engagement, Knight Cancer Institute, Oregon Health &amp; Science University</institution>, <addr-line>Portland, OR</addr-line>,&#xa0;<country>United States</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/562951/overview">Elisa Frullanti</ext-link>, University of Siena, Italy</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/690281/overview">Vera Mugoni</ext-link>, University of Turin, Italy</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/115523/overview">Ramakrishna Sompallae</ext-link>, The University of Iowa, United States</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Nima Nabavizadeh, <email xlink:href="mailto:nabaviza@ohsu.edu">nabaviza@ohsu.edu</email>
</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>18</day>
<month>08</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>15</volume>
<elocation-id>1637999</elocation-id>
<history>
<date date-type="received">
<day>30</day>
<month>05</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>31</day>
<month>07</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2025 Khare, Burton, De Asis, Mekonnen, Stewart-McLellan, Potts, Howard and Nabavizadeh.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Khare, Burton, De Asis, Mekonnen, Stewart-McLellan, Potts, Howard and Nabavizadeh</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<sec>
<title>Purpose/Objective(s)</title>
<p>Cancer screening continues to be a major challenge, with reliable tests only being available for very few cancers. Multi-cancer early detection (MCED) genomic tests are being developed that allow for blood-based screening of multiple cancers simultaneously. The PATHFINDER study was a multi-institution prospective cohort study in healthy participants over the age of 50 years (no cancer history, or history of treated cancer &gt; 3 years prior), investigating the feasibility of the Galleri (GRAIL, LLC) cfDNA methylation MCED blood test. For participants in which the Galleri MCED test revealed methylation signatures indicative of cancer, predicted cancer signal origins were provided to the clinicians to assist with further diagnostic workup. Our institution was the highest accruing site nationally. Here, we describe our institutional test performance and provide informative case vignettes.</p>
</sec>
<sec>
<title>Materials/Methods</title>
<p>Under IRB approval, a retrospective chart review of participants enrolled in the PATHFINDER study was performed. Cancer risk factors, outcomes of tests and studies performed due to MCED signal positive, time to diagnostic resolution, and treatment outcomes were obtained from chart-review.</p>
</sec>
<sec>
<title>Results</title>
<p>From January 2020 to December 2020, our institution enrolled 1735 participants (26% of total study enrollment), 27 of which returned a signal positive for cancer suspicion (1.6%), and ultimately 12 diagnosed cancers (true positives) for a positive predictive value of 44%. Four of 12 were recurrent cancers in participants more than three years from cancer therapy. There were 15 signal positives without cancer diagnoses (false positives), with one patient receiving extensive work-up for possible uterus, breast or lung cancer origin. Six of 15 false positive results correlated to monoclonal B-cell lymphocytosis (chronic lymphocytic leukemia precursor). During the course of 12-month follow-up for signal negatives, 19 additional participants were diagnosed with a cancer (sensitivity: 39%, specificity: 99.1%).</p>
</sec>
<sec>
<title>Conclusion</title>
<p>Our institutional experience demonstrates the feasibility of MCED testing. Additional prospective randomized clinical trials are needed before widespread adoption. The information and data included in this manuscript was previously presented as a poster (e612 Poster Q&amp;A Sessions) at the 2024 American Society for Radiation Oncology Annual Meeting.</p>
</sec>
</abstract>
<kwd-group>
<kwd>cancer early detection</kwd>
<kwd>pathfinder</kwd>
<kwd>cancer genomics</kwd>
<kwd>retrospective study</kwd>
<kwd>cancer screening</kwd>
<kwd>precision oncology</kwd>
<kwd>blood-based screening</kwd>
</kwd-group>
<counts>
<fig-count count="1"/>
<table-count count="2"/>
<equation-count count="0"/>
<ref-count count="7"/>
<page-count count="6"/>
<word-count count="2109"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Cancer Genetics</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<title>Introduction</title>
<p>Cancer screening continues to be a major challenge, with reliable evidence-based tests only being available for breast, lung, cervical, and colorectal cancer. These screening strategies have made great strides in reducing the cancer burden, morbidity, and mortality of these disease sites; however, in 2023 roughly 60% of the new cancer cases and 60% of cancer-related deaths in the United States are due to types of cancer for which we do not have reliable screening methods (<xref ref-type="bibr" rid="B1">1</xref>).</p>
<p>Using the advances of machine learning and high-throughput genomics, Multi-Cancer Early Detection (MCED) tests are being developed that allow for rapid screening of multiple cancer types concurrently through blood tests. These tests are designed on the principle that all tumors have shared biological features with a common set of cellular products accessible through the circulatory system (<xref ref-type="bibr" rid="B2">2</xref>). The PATHFINDER study was a prospective return-of results MCED study that enrolled healthy participants over the age of 50 years to assess the safety and feasibility of the Galleri (GRAIL LLC, Menlo Park, CA, USA) MCED cell-free DNA methylation testing for cancer screening. If a cell-free DNA methylation signature was indicative of cancer, up to 2 cancer signal origin(s) informed further clinician diagnostic assessment (<xref ref-type="bibr" rid="B3">3</xref>).</p>
<p>Our institution was the highest recruiting center on the PATHFINDER study, enrolling 1735 participants (26% of total trial enrollment). Here, we report our single institution experience participating in the PATHFINDER study and provide interesting case reports. We aim to illustrate the clinical scenarios and describe potential challenges and considerations in interpreting MCED test results to provide insights into its role in the future of cancer care.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<title>Materials/methods</title>
<p>Under IRB approval, a retrospective chart review of participants enrolled in the PATHFINDER study was performed. The MCED test used in this case series is based on targeted methylation analysis of cell-free DNA in peripheral blood, using next general sequencing to identify methylation patterns characteristic of cancer and predictive of cancer types. A machine learning classifier determines the presence of a cancer signal and predicts the likely cancer signal origin (CSO), guiding further diagnostic evaluation (<xref ref-type="bibr" rid="B4">4</xref>). Cancer risk factors, outcomes of tests and studies performed due to MCED signal positive, time to diagnostic resolution, and treatment outcomes were obtained from chart-review. Cases were selected to illustrate a range of clinical scenarios encountered during the early implementation of MCED testing at our institution.</p>
</sec>
<sec id="s3" sec-type="results">
<title>Results</title>
<p>From January 2020 to December 2020, our institution enrolled 1735 participants (26% of total study enrollment), 27 of which returned a signal positive for cancer suspicion (1.6%), and ultimately 12 diagnosed cancers (true positives) for a positive predictive value of 44% (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). Two of 12 were recurrent cancers in participants &gt; 3 years from cancer therapy. There were 15 signal positives without cancer diagnoses (false positives, <xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>). Six of 15 false positive results correlated to monoclonal B-cell lymphocytosis (CLL precursor). During the course of 12-month follow-up for signal negatives (n=1708 participants), 19 were diagnosed with a cancer (site-specific sensitivity: 39%, specificity: 99.1%).</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>OHSU PATHFINDER study true positives.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="left">Age</th>
<th valign="middle" align="left">Sex</th>
<th valign="middle" align="left">Prior cancer history or risk factors</th>
<th valign="middle" align="left">Top signal allocation</th>
<th valign="middle" align="left">Final diagnosis</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="right">61</td>
<td valign="middle" align="left">F</td>
<td valign="middle" align="left">Breast Cancer</td>
<td valign="middle" align="left">Breast</td>
<td valign="middle" align="left">Breast Cancer, Recurrent; Stage 4</td>
</tr>
<tr>
<td valign="middle" align="right">72</td>
<td valign="middle" align="left">F</td>
<td valign="middle" align="left">Breast Cancer</td>
<td valign="middle" align="left">Breast</td>
<td valign="middle" align="left">Breast Cancer, Recurrent; Stage 4</td>
</tr>
<tr>
<td valign="middle" align="right">89</td>
<td valign="middle" align="left">F</td>
<td valign="middle" align="left">Thymus cancer, Former smoker</td>
<td valign="middle" align="left">Colon</td>
<td valign="middle" align="left">Colon Cancer; Staging deferred</td>
</tr>
<tr>
<td valign="middle" align="right">83</td>
<td valign="middle" align="left">F</td>
<td valign="middle" align="left">No Cancer History</td>
<td valign="middle" align="left">Upper GI</td>
<td valign="middle" align="left">Colon Cancer; Staging deferred</td>
</tr>
<tr>
<td valign="middle" align="right">72</td>
<td valign="middle" align="left">F</td>
<td valign="middle" align="left">Breast Cancer</td>
<td valign="middle" align="left">Sarcoma</td>
<td valign="middle" align="left">Dedifferentiated Chondrosarcoma</td>
</tr>
<tr>
<td valign="middle" align="right">60</td>
<td valign="middle" align="left">F</td>
<td valign="middle" align="left">No Cancer History</td>
<td valign="middle" align="left">Lymphoid</td>
<td valign="middle" align="left">Follicular Lymphoma; Grade 1-2</td>
</tr>
<tr>
<td valign="middle" align="right">74</td>
<td valign="middle" align="left">F</td>
<td valign="middle" align="left">No Cancer History</td>
<td valign="middle" align="left">Lymphoid</td>
<td valign="middle" align="left">Hodgkin Lymphoma; Stage 1a</td>
</tr>
<tr>
<td valign="middle" align="right">69</td>
<td valign="middle" align="left">M</td>
<td valign="middle" align="left">Tonsil Cancer</td>
<td valign="middle" align="left">Lymphoid</td>
<td valign="middle" align="left">B-Cell NHL; Stage 4</td>
</tr>
<tr>
<td valign="middle" align="right">71</td>
<td valign="middle" align="left">M</td>
<td valign="middle" align="left">Basal Cell Carcinoma, Current smoker</td>
<td valign="middle" align="left">Lymphoid</td>
<td valign="middle" align="left">Follicular Lymphoma; Grade 1-2</td>
</tr>
<tr>
<td valign="middle" align="right">58</td>
<td valign="middle" align="left">M</td>
<td valign="middle" align="left">Former smoker</td>
<td valign="middle" align="left">Head and Neck</td>
<td valign="middle" align="left">Oropharyngeal Cancer; Stage 1</td>
</tr>
<tr>
<td valign="middle" align="right">79</td>
<td valign="middle" align="left">M</td>
<td valign="middle" align="left">Leukemia</td>
<td valign="middle" align="left">Indeterminate</td>
<td valign="middle" align="left">Prostate Cancer; Stage 2, Relapsed AML</td>
</tr>
<tr>
<td valign="middle" align="right">62</td>
<td valign="middle" align="left">M</td>
<td valign="middle" align="left">No Cancer History</td>
<td valign="middle" align="left">Plasma Cell</td>
<td valign="middle" align="left">Macroglobulinemia; SWM</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>NHL, Non-Hodgkins Lymphoma; SWM, Smoldering Waldenstrom&#x2019;s Macroglobulinemia; AML, Acute Myeloid Leukemia.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>OHSU PATHFINDER study false positives.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="left">Age</th>
<th valign="middle" align="left">Sex</th>
<th valign="middle" align="left">Prior cancer history or risk factors</th>
<th valign="middle" align="left">Top signal allocation</th>
<th valign="middle" align="left">Final diagnosis</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="right">78</td>
<td valign="middle" align="left">M</td>
<td valign="middle" align="left">SCC, BCC of the skin, Current smoker</td>
<td valign="middle" align="left">Lymphoid</td>
<td valign="middle" align="left">Monoclonal B-cell lymphocytosis</td>
</tr>
<tr>
<td valign="middle" align="right">71</td>
<td valign="middle" align="left">F</td>
<td valign="middle" align="left">No Cancer History</td>
<td valign="middle" align="left">Lymphoid</td>
<td valign="middle" align="left">Monoclonal B-cell lymphocytosis</td>
</tr>
<tr>
<td valign="middle" align="right">70</td>
<td valign="middle" align="left">M</td>
<td valign="middle" align="left">Prostate Cancer</td>
<td valign="middle" align="left">Lymphoid</td>
<td valign="middle" align="left">Monoclonal B-cell lymphocytosis</td>
</tr>
<tr>
<td valign="middle" align="right">76</td>
<td valign="middle" align="left">M</td>
<td valign="middle" align="left">Prostate Cancer</td>
<td valign="middle" align="left">Lymphoid</td>
<td valign="middle" align="left">Monoclonal B-cell lymphocytosis</td>
</tr>
<tr>
<td valign="middle" align="right">70</td>
<td valign="middle" align="left">M</td>
<td valign="middle" align="left">No Cancer History</td>
<td valign="middle" align="left">Lymphoid</td>
<td valign="middle" align="left">Monoclonal B-cell lymphocytosis</td>
</tr>
<tr>
<td valign="middle" align="right">68</td>
<td valign="middle" align="left">F</td>
<td valign="middle" align="left">No Cancer History</td>
<td valign="middle" align="left">Lymphoid</td>
<td valign="middle" align="left">Monoclonal B-cell lymphocytosis</td>
</tr>
<tr>
<td valign="middle" align="right">75</td>
<td valign="middle" align="left">M</td>
<td valign="middle" align="left">No Cancer History</td>
<td valign="middle" align="left">Lymphoid</td>
<td valign="middle" align="left">No Cancer Diagnosis</td>
</tr>
<tr>
<td valign="middle" align="right">77</td>
<td valign="middle" align="left">F</td>
<td valign="middle" align="left">No Cancer History</td>
<td valign="middle" align="left">Breast</td>
<td valign="middle" align="left">No Cancer Diagnosis</td>
</tr>
<tr>
<td valign="middle" align="right">83</td>
<td valign="middle" align="left">F</td>
<td valign="middle" align="left">No Cancer History</td>
<td valign="middle" align="left">Lung</td>
<td valign="middle" align="left">No Cancer Diagnosis</td>
</tr>
<tr>
<td valign="middle" align="right">68</td>
<td valign="middle" align="left">F</td>
<td valign="middle" align="left">No Cancer History</td>
<td valign="middle" align="left">Uterus</td>
<td valign="middle" align="left">No Cancer Diagnosis</td>
</tr>
<tr>
<td valign="middle" align="right">55</td>
<td valign="middle" align="left">F</td>
<td valign="middle" align="left">No Cancer History</td>
<td valign="middle" align="left">Kidney</td>
<td valign="middle" align="left">No Cancer Diagnosis</td>
</tr>
<tr>
<td valign="middle" align="right">62</td>
<td valign="middle" align="left">F</td>
<td valign="middle" align="left">No Cancer History</td>
<td valign="middle" align="left">Breast</td>
<td valign="middle" align="left">No Cancer Diagnosis</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>SCC, Squamous Cell Carcinoma; BCC, Basal Cell Carcinoma.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<sec id="s3_1">
<title>Case #1, true positive, Stage I Hodgkins lymphoma</title>
<p>A 74-year-old female with past medical history of ANCA vasculitis, who was asymptomatic at the time of testing, had a signal positive result with cancer signal origin consistent with a lymphoid malignancy. She was referred for a PET scan which showed an FDG-avid 1.8 x 1.6 cm axillary lymph node and biopsy (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>) was consistent with Stage I (early-stage favorable-risk) classical Hodgkins&#x2019;s lymphoma. She achieved diagnostic resolution within 3 months and ultimately received combined modality therapy with 2 cycles of adriamycin, bleomycin, vinblastine and dacarbazine chemotherapy and involved-site radiation therapy. She remains in complete remission 4 years following therapy.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>FDG-avid right axillary lymph nodes, biopsy-proven Stage I Hodgkin lymphoma.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fonc-15-1637999-g001.tif">
<alt-text content-type="machine-generated">PET/CT image showing a transverse cross-section of the chest, highlighting metabolic activity in the right axilla.  This area is marked with a white arrow.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s3_2">
<title>Case #2, true positive, Stage I HPV-related head and neck squamous cell carcinoma</title>
<p>A 58-yo-male with a history of smoking and drinking had MCED testing with a signal positive result with cancer signal origin of head and neck. The patient noted a right cervical lymph node without dysphagia or constitutional symptoms. Ultrasound revealed multiple enlarged right cervical lymph nodes. CT scan showed a 22 mm enhancing right base of tongue mass, as well as enlarged ipsilateral cervical lymph nodes measuring 24 mm in maximal dimension. Fine needle aspiration of a right cervical lymph node revealed p16 positive nonkeratinized squamous cell carcinoma. No distant metastases were noted on PET/CT. He received a formal diagnosis within 3 weeks of initial MCED testing. He received definitive chemoradiation for a Stage I (cT2cN1cM0) p16 positive squamous cell carcinoma of right tonsil/right lateral oropharyngeal wall with right sided cervical lymphadenopathy. He had a complete clinical response to therapy and continues to have no evidence of disease 4 years following therapy.</p>
</sec>
<sec id="s3_3">
<title>Case #3, true positive, Stage 2 prostate cancer and relapsed acute myeloid leukemia</title>
<p>A 79-year-old male with a history of acute myeloid leukemia, asymptomatic and in remission following allogeneic stem cell transplant 6 years prior had a signal positive result with an indeterminate cancer signal origin. Given his age and sex, PSA was obtained and was elevated at 17.3 ng/ml. Urologic oncology performed a transrectal ultrasound-guided biopsy which showed a Stage 2 (cT2N0M0) prostatic adenocarcinoma with Gleason grade 4 + 3 in 5 out of 8 cores. Follow up FDG PET scan showed an ill-defined hypermetabolic osseous lesion along the left lateral aspect of the L4 and L5 vertebrae surrounding the intervertebral space but no other evidence of avid disease. Further evaluation included a core needle biopsy of the L4/L5 lesion which was positive for myeloid leukemia cells and negative for adenocarcinoma. He then underwent treatment with external beam radiation therapy for his isolated and relapsed myeloid leukemia at L4/L5 (24 Gy in 12 fractions) and localized prostate adenocarcinoma (79.2 Gy in 44 fractions) with 16 total months of androgen deprivation therapy and continues to have no evidence of disease from either his prostate cancer or AML 4 years following therapy.</p>
</sec>
<sec id="s3_4">
<title>Case #4, false positive, three cancer signal origins provided, no cancer detected</title>
<p>An 83-year-old female with a history of multiple cutaneous squamous cell carcinomas had a signal positive result with top cancer signal origin of lung. Additional cancer signal origins detected included breast and head and neck. Her workup lasted 3 months and included a chest CT which showed multiple enlarged right axillary and retro-pectoral lymph nodes concerning for possible underlying malignancy. PET/CT confirmed hypermetabolic right axillary and subpectoral lymph nodes with no other PET-avid lesions concerning for malignancy. Biopsy of right axillary lymph nodes was negative. The patient underwent mammography which showed heterogeneously dense breasts possibly obscuring small masses. Therefore, the patient underwent breast MRI which showed no evidence of breast malignancy. After negative workup 3 months following enrollment date, patient and provider were amenable to halting further investigations due to no cancer diagnosis being found. The patient underwent follow up PET/CT 1 year later which showed no evidence of metabolically active disease, and the patient continues to have no cancer diagnosis 4 years after initial workup.</p>
</sec>
<sec id="s3_5">
<title>Case #5, true positive, colon cancer not completely staged nor treated</title>
<p>A 89-year-old woman with past medical history of thymoma with myasthenic gravis on chronic prednisone, status post thymectomy and thoracic radiation 12 years prior, had a signal positive result with cancer signal origin of colon. Due to cardiac history, she underwent CT colonography in place of endoscopy, which identified multifocal large polyps in multiple segments of the colon which were highly suspicious for a colon malignancy. She was referred to surgery, who recommended that she undergo colonoscopy to determine the best treatment path forward. Colonoscopy showed marked diverticulosis involving 6mm polyps in the sigmoid colon, and 5mm polyps in the descending colon and hepatic flexure, from which samples were obtained for biopsy. Biopsy results were inconclusive, and the surgeon recommended laparoscopic right colectomy. Ultimately, the patient chose not to undergo surgical resection and elected for palliative care due to her comorbidities.</p>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<title>Discussion</title>
<p>Our single-institution experience highlights one of the first comprehensive applications of multi-cancer early detection testing within the framework of the PATHFINDER study, offering key insights into clinical utility, diagnostic challenges, and patient impact. Through the evaluation of 27 signal positive patient cases, we observed a spectrum of outcomes, illustrating key aspects of MCED testing&#x2019;s potential integration into clinical care, underscoring potential benefits of early detection, and highlighting challenges of interpreting results.</p>
<p>There is a paucity of literature detailing patient-specific pathways for those with an MCED signal positive test (<xref ref-type="bibr" rid="B3">3</xref>, <xref ref-type="bibr" rid="B5">5</xref>). Among our cases was a true positive detection of stage 2 prostate cancer and relapsed acute myeloid leukemia after bone marrow transplant. Given the early-stage diagnosis in a clinically asymptomatic patient, the patient underwent successful and localized radiation with no evidence of disease for 4 years following treatment. This case exemplifies the power of MCED testing in its ability to detect subclinical relapse before overt clinical symptoms or major hematologic abnormalities. Our two additional true positive cases with stage I diagnoses of Hodgkins Lymphoma and HPV-related head and neck squamous cell carcinoma demonstrate the value of early detection with early intervention leading to patients experiencing fewer complications and maintaining a longer period of disease control.</p>
<p>While MCED testing identified true positive cases leading to successful early intervention, one true positive detection of colon cancer in a 90-year-old woman with complex past medical history raised ethical and clinical considerations regarding screening in patients who, even if diagnosed with cancer, may not be candidates for definitive treatment. In this patient, significant comorbidities and advanced age yielded challenges in aggressive therapy and they ultimately chose not to proceed with curative treatment. Another particularly challenging case involved a false positive for an 83-year-old female who underwent extensive workup, including CT, PET-CT, biopsy, mammography, and a breast MRI. Her workup was complicated by the multiple cancer signal origin signals provided, and while no malignancy was found, the psychological distress and financial impact is non-trivial. These types of challenges with medical workup and psychosocial distress from diagnostic workups have been previously reported (<xref ref-type="bibr" rid="B6">6</xref>, <xref ref-type="bibr" rid="B7">7</xref>).</p>
<p>Overall, our case series contributes to the growing body of literature on MCED implementation by providing a nuanced perspective on potential benefits and considerations. Future research should focus on establishing clear clinical pathways to manage indeterminate or false-positive results. As MCED testing continues to evolve, its integration into routine cancer screening will require careful calibration to maximize benefits while minimizing potential harms.</p>
</sec>
</body>
<back>
<sec id="s5" sec-type="data-availability">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/supplementary material. Further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="s6" sec-type="ethics-statement">
<title>Ethics statement</title>
<p>The studies involving humans were approved by Oregon Health and Science University Institutional Review Board. The studies were conducted in accordance with the local legislation and institutional requirements. The participants provided their written informed consent to participate in this study. Written informed consent was obtained from the individual(s) for the publication of any potentially identifiable images or data included in this article.</p>
</sec>
<sec id="s7" sec-type="author-contributions">
<title>Author contributions</title>
<p>SK: Writing &#x2013; review &amp; editing, Writing &#x2013; original draft. JB: Writing &#x2013; review &amp; editing, Writing &#x2013; original draft. FA: Writing &#x2013; review &amp; editing. SM: Writing &#x2013; review &amp; editing. MS-M: Writing &#x2013; review &amp; editing. DP: Writing &#x2013; review &amp; editing. TH: Writing &#x2013; review &amp; editing. NN: Writing &#x2013; review &amp; editing, Writing &#x2013; original draft.</p>
</sec>
<sec id="s8" sec-type="funding-information">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research and/or publication of this article. The authors would like to thank the generosity of Robin and Roald Pettersen for their financial support for the publishing of this article.</p>
</sec>
<sec id="s9" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>NN serves as a consultant to GRAIL, LLC.</p>
<p>The remaining authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="s10" sec-type="ai-statement">
<title>Generative AI statement</title>
<p>The author(s) declare that no Generative AI was used in the creation of this manuscript. </p>
<p>Any alternative text (alt text) provided alongside figures in this article has been generated by Frontiers with the support of artificial intelligence and reasonable efforts have been made to ensure accuracy, including review by the authors wherever possible. If you identify any issues, please contact us.</p>
</sec>
<sec id="s11" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<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>
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