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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.2024.1405404</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: Possible role of low-dose PEM for avoiding unneeded procedures associated with false-positive or equivocal breast MRI results</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Rapley</surname>
<given-names>Madeline</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Freitas</surname>
<given-names>Vivianne</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Weinberg</surname>
<given-names>Irving N.</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
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<contrib contrib-type="author">
<name>
<surname>Baldassi</surname>
<given-names>Brandon</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
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<contrib contrib-type="author">
<name>
<surname>Poladyan</surname>
<given-names>Harutyun</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2255347"/>
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<contrib contrib-type="author">
<name>
<surname>Waterston</surname>
<given-names>Michael</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
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<contrib contrib-type="author">
<name>
<surname>Ghai</surname>
<given-names>Sandeep</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
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<contrib contrib-type="author">
<name>
<surname>Taeb</surname>
<given-names>Samira</given-names>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2696660"/>
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<contrib contrib-type="author">
<name>
<surname>Bubon</surname>
<given-names>Oleksandr</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
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<contrib contrib-type="author">
<name>
<surname>Reznik</surname>
<given-names>Alla</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
</xref>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Mulligan</surname>
<given-names>Anna Marie</given-names>
</name>
<xref ref-type="aff" rid="aff7">
<sup>7</sup>
</xref>
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<aff id="aff1">
<sup>1</sup>
<institution>Department of Physics, Lakehead University</institution>, <addr-line>Thunder Bay, ON</addr-line>, <country>Canada</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Temerty Faculty of Medicine, Joint Department of Medical Imaging, University of Toronto</institution>, <addr-line>Toronto, ON</addr-line>, <country>Canada</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Weinberg Medical Physics</institution>, <addr-line>Rockville, MD</addr-line>, <country>United States</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Radialis Inc.</institution>, <addr-line>Thunder Bay, ON</addr-line>, <country>Canada</country>
</aff>
<aff id="aff5">
<sup>5</sup>
<institution>Department of Research, Princess Margaret Cancer Centre, University Health Network</institution>, <addr-line>Toronto, ON</addr-line>, <country>Canada</country>
</aff>
<aff id="aff6">
<sup>6</sup>
<institution>Thunder Bay Regional Health Sciences Centre</institution>, <addr-line>Thunder Bay, ON</addr-line>, <country>Canada</country>
</aff>
<aff id="aff7">
<sup>7</sup>
<institution>Laboratory Medicine Program, University Health Network &#x2013; Toronto General Hospital Site, University of Toronto</institution>, <addr-line>Toronto, ON</addr-line>, <country>Canada</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Fabio Grizzi, Humanitas Research Hospital, Italy</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Ami Patel, NewYork-Presbyterian, United States</p>
<p>Min-Ying Lydia Su, University of California, Irvine, United States</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Madeline Rapley, <email xlink:href="mailto:mdrapley@lakeheadu.ca">mdrapley@lakeheadu.ca</email>
</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>18</day>
<month>07</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>14</volume>
<elocation-id>1405404</elocation-id>
<history>
<date date-type="received">
<day>22</day>
<month>03</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>05</day>
<month>07</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2024 Rapley, Freitas, Weinberg, Baldassi, Poladyan, Waterston, Ghai, Taeb, Bubon, Reznik and Mulligan</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Rapley, Freitas, Weinberg, Baldassi, Poladyan, Waterston, Ghai, Taeb, Bubon, Reznik and Mulligan</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>Contrast-enhanced breast magnetic resonance imaging (MRI) is currently recommended as a screening tool for high-risk women and has been advocated for women with radiologically dense breast tissue. While breast MRI is acknowledged for its high sensitivity (with an exception for lower-grade ductal carcinoma <italic>in situ</italic> (DCIS) where emerging techniques like diffusion-weighted imaging offer improvement), its limitations include sensitivity to hormonal changes and a relatively high false-positive rate, potentially leading to overdiagnosis, increased imaging uncertainty, and unnecessary biopsies. These factors can exacerbate patient anxiety and impose additional costs. Molecular imaging with breast-targeted Positron Emission Tomography (PET) has shown the capability to detect malignancy independent of breast density and hormonal changes. Furthermore, breast-targeted PET has shown higher specificity when compared with MRI. However, traditional PET technology is associated with high radiation dose, which can limit its widespread use particularly in repeated studies or for undiagnosed patients. In this case report, we present a clinical application of low-dose breast imaging utilizing a breast-targeted PET camera (Radialis PET imager, Radialis Inc). The case involves a 33-year-old female patient who had multiple enhanced lesions detected on breast MRI after surgical removal of a malignant phyllodes tumor from the right breast. A benign core biopsy was obtained from the largest lesion seen in the left breast. One month after the MRI, 18F-fluorodeoxyglucose (<sup>18</sup>F-FDG) PET imaging session was performed using the Radialis PET Imager. Although the Radialis PET Imager has proven high count sensitivity and the capability to detect breast lesions with low metabolic activity (at a dose similar to mammography), no areas of increased <sup>18</sup>F-FDG uptake were visualized in this particular case. The patient underwent a right-sided nipple-sparing mastectomy and left-sided lumpectomy, with bilateral reconstruction. The excised left breast tissue was completely benign, as suggested by both core biopsy and the PET results. The case presented highlights a promising clinical application of low-dose breast-targeted PET imaging to mitigate the uncertainty associated with MRI while keeping radiation doses within the safe range typically used in X-ray mammography.</p>
</abstract>
<kwd-group>
<kwd>low-dose positron emission mammography</kwd>
<kwd>organ-targeted positron emission tomography</kwd>
<kwd>breast MRI</kwd>
<kwd>high specificity breast imaging</kwd>
<kwd>breast cancer overdiagnosis with MRI</kwd>
</kwd-group>
<counts>
<fig-count count="4"/>
<table-count count="0"/>
<equation-count count="0"/>
<ref-count count="30"/>
<page-count count="6"/>
<word-count count="2172"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Cancer Imaging and Image-directed Interventions</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<title>Introduction</title>
<p>X-ray mammography is the mainstay of breast cancer screening. However, for high-risk women who require screening at a significantly younger age than those at average risk, and for women with radiologically extremely dense breast tissue, the sensitivity of X-ray mammography may be compromised due to the &#x2018;masking effect&#x2019; of dense breast tissue. In such cases, breast MRI (<xref ref-type="bibr" rid="B1">1</xref>) has been recommended as a supplementary imaging modality (<xref ref-type="bibr" rid="B2">2</xref>&#x2013;<xref ref-type="bibr" rid="B5">5</xref>).</p>
<p>Although very sensitive for detecting breast abnormalities before the occurrence of late-stage progression and increasing metastasis-free survival rates (<xref ref-type="bibr" rid="B4">4</xref>, <xref ref-type="bibr" rid="B6">6</xref>), contrast-enhanced breast MRI has a number of significant drawbacks (<xref ref-type="bibr" rid="B7">7</xref>). These include a high false-positive rate and high sensitivity to hormonal changes, which can result in imaging uncertainty (<xref ref-type="bibr" rid="B8">8</xref>&#x2013;<xref ref-type="bibr" rid="B10">10</xref>). These issues contribute to increasing the number of non-cancerous biopsies and may cause overdiagnosis.</p>
<p>Breast-targeted Positron Emission Tomography with 2-[fluorine-18]-fluoro-2-deoxy-D-glucose (<sup>18</sup>F-FDG) as a radiotracer (also known as Positron Emission Mammography (PEM)) is a dedicated molecular (or functional) breast imaging modality (<xref ref-type="bibr" rid="B11">11</xref>&#x2013;<xref ref-type="bibr" rid="B14">14</xref>), which detects small cancerous lesions based on their increased glucose metabolism. Moreover, breast-targeted PET is able to detect malignancy independent of breast density (<xref ref-type="bibr" rid="B15">15</xref>) and hormonal changes (<xref ref-type="bibr" rid="B16">16</xref>), addressing an important limitation of mammography (<xref ref-type="bibr" rid="B17">17</xref>, <xref ref-type="bibr" rid="B18">18</xref>).</p>
<p>However, one of the main challenges related to PET imaging is the significant dosage of the injected <sup>18</sup>F-FDG radiotracer, resulting in higher systemic radiation exposure. As a consequence, the widespread use of PET imaging for breast cancer diagnosis has been limited (<xref ref-type="bibr" rid="B16">16</xref>). Here, we present the case of a 33-year-old woman who presented with an increasing solid mass in her right breast. A 3.2 cm lump was excised and found to be a malignant phyllodes tumor with positive margins. Contrast-enhanced breast MRI and low-dose PEM were performed to screen for residual disease. Breast MRI results were positive, showing several bilaterally enhancing masses. The largest lesion in the left breast was biopsied and found to be a benign fibroadenoma. PEM images showed no areas of <sup>18</sup>F-FDG uptake above the background value in either breast. Based on the MRI results, the patient underwent left-sided lumpectomy despite the negative core biopsy result; according to final pathology report, the large lesion observed in the MRI images was a benign fibroepithelial lesion.</p>
<p>This case demonstrates the possibility of discriminating MRI false-positive lesions through the use of the low-dose breast-targeted Radialis PET Imager, while keeping radiation exposure within the limits used in X-ray mammography. It highlights a promising clinical application of a low-dose PEM device.</p>
</sec>
<sec id="s2">
<title>Case description</title>
<p>A 33-year-old woman presented with a progressively growing solid mass in her right breast. In September 2020, she underwent a right-sided lumpectomy. The excised lump, identified as a fibroepithelial lesion, along with the fibroepithelial cavity, was sent for pathological analysis. The pathology report revealed a 3.2 cm malignant phyllodes tumor with positive margins (<xref ref-type="fig" rid="f1">
<bold>Figures&#xa0;1A, B</bold>
</xref>). A differential diagnosis of a borderline phyllodes tumor was considered due to the lack of marked stromal cytologic atypia, but the presence of several malignant features lead to the diagnosis of malignancy for further management. Phyllodes comprised the entirety of the excised lesion, including multiple of the inked margins. The fibroepithelial lesion contained both uninvolved normal tissue and phyllodes.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>
<bold>(A)</bold> Low power view of right breast phyllodes tumor showing cellular leafy fronds composed of benign glands in cellular stroma. <bold>(B)</bold> High power view of right breast phyllodes tumor showing crowding of atypical stromal cells with frequent mitoses (up to 35 mitoses per 10 high power fields) including atypical forms. Grading is challenging in this case given that all features of malignancy are not identified; however, the overall features favored malignant phyllodes tumor in this case. <bold>(C)</bold> Core biopsy of left breast showing a fibroepithelial lesion with mild stromal cellularity. <bold>(D)</bold> Higher power view of left breast core biopsy showing benign glands with small amounts of intervening stroma. The features are compatible with fibroadenoma with some features raising the possibility of tubular adenoma. <bold>(E)</bold> Excision specimen of left breast lesion showing a well-circumscribed fibroepithelial lesion with clip site changes located on the left of the lesion. <bold>(F)</bold> Higher power view of left breast excision specimen demonstrates small round glands with variable amounts of mildly cellular stroma, in keeping with fibroadenoma.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fonc-14-1405404-g001.tif"/>
</fig>
<p>52 days after the lumpectomy, the patient underwent an MRI using a dedicated bilateral breast coil. The MRI sequences encompassed pre-contrast axial T1- and T2-weighted images with fat suppression, as well as dynamic contrast-enhanced (DCE) T1-weighted imaging sequences. The DCE sequence included a pre-contrast scan and four post-contrast scans. To minimize the enhancement of benign breast parenchyma, the MRI examination was scheduled during the second week of the menstrual cycle. The images displayed multiple enhanced masses bilaterally, classified as bi-rads 4 (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>). A core biopsy was taken from the largest lesion in the left breast visible on MRI (<xref ref-type="fig" rid="f1">
<bold>Figures&#xa0;1C, D</bold>
</xref>). The biopsy revealed benign features consistent with a diagnosis of fibroadenoma.</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>3D-MIP breast MRI showing bilateral enhancing lesions.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fonc-14-1405404-g002.tif"/>
</fig>
<p>After obtaining informed consent, the patient agreed to participate in a pilot single-center prospective clinical trial titled &#x201c;Evaluating Positron Emission Mammography Imaging of Suspicious Breast Abnormalities&#x201d; (<xref ref-type="bibr" rid="B19">19</xref>, <xref ref-type="bibr" rid="B20">20</xref>) (research ethics board no. #18&#x2013;5029). 79 days after the right-sided surgical excision, the patient was assigned to low-dose (37 MBq) FDG-PET breast imaging. 1 hour after injection, images in the craniocaudal (CC) and mediolateral oblique (MLO) views were acquired using the Radialis PET Imager (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>). PET images showed no regions of increased <sup>18</sup>F-FDG uptake, suggesting no malignancy in either breast.</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>MLO views of left <bold>(A)</bold> and right <bold>(B)</bold> breast acquired with Radialis PET Imager showing no regions of focal <sup>18</sup>F-FDG uptake.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fonc-14-1405404-g003.tif"/>
</fig>
<p>Despite the core biopsy and PET results, a left-sided lumpectomy was performed due to the suspicious washout pattern observed in the MRI kinetics. This surgery left the patient with breast asymmetry, requiring reconstructive plastic surgery to achieve a satisfactory cosmetic result. Final pathology agreed that the excised lesion was a benign fibroadenoma (<xref ref-type="fig" rid="f1">
<bold>Figures&#xa0;1E, F</bold>
</xref>), indicating a false-positive MRI finding and consequent overtreatment. Low-dose imaging with Radialis PET Imager provided accurate results demonstrating its potential clinical applicability to characterize false positive MRI results. With a lower required dose compared to whole body PET, Radialis PET technology may be introduced as a safe and useful tool in this setting. The additional diagnostic information provided by Radialis PET imaging could provide the necessary guidance for conclusive diagnosis and prevent future patients from undergoing needless surgery.</p>
<p>This case report follows the CARE (CAse REports) Guidelines. The timeline of the presented case is shown in <xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>.</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Timeline of the presented case.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fonc-14-1405404-g004.tif"/>
</fig>
</sec>
<sec id="s3" sec-type="discussion">
<title>Discussion</title>
<p>The Radialis PET Imager has demonstrated the ability to detect breast cancers that were not visible on X-ray mammography, using injected doses that were 90% less than are typically used in whole-body PET (<xref ref-type="bibr" rid="B12">12</xref>, <xref ref-type="bibr" rid="B13">13</xref>). At such low injected doses, the radiation exposure to the patient is similar to that for X-ray mammography (<xref ref-type="bibr" rid="B21">21</xref>).</p>
<p>In a clinical trial involving 25 patients recently diagnosed with breast cancer (<xref ref-type="bibr" rid="B19">19</xref>), the Radialis PET Imager showed a 96% sensitivity, similar to that of MRI, identifying 24 out of 25 invasive cancers. Its false-positive rate was only 16%, significantly lower than the 62% observed for MRI. The dose of the injected <sup>18</sup>F-FDG varied from 185 MBq (10 participants), to 74 MBq (10 participants), and 37 MBq (5 participants).</p>
<p>The high count sensitivity and signal-to-noise ratio of the Radialis PET Imager allowed a low <sup>18</sup>F-FDG dose to be administered (37 MBq) (<xref ref-type="bibr" rid="B22">22</xref>) addressing concerns related to radiation exposure. The standard dose administered for whole-body PET typically ranges between 370 to 400 MBq, resulting in an effective dose of 6.2&#x2013;8 mSv (<xref ref-type="bibr" rid="B18">18</xref>, <xref ref-type="bibr" rid="B23">23</xref>, <xref ref-type="bibr" rid="B24">24</xref>). To better understand the applicability of radiation medical imaging modalities for screening purposes, it is useful to compare the radiation doses from these examinations with those received from mammography [approximately 0.7 mSv (<xref ref-type="bibr" rid="B25">25</xref>), depending on tissue thickness and density, x-ray beam quality and output, and exposure time (<xref ref-type="bibr" rid="B26">26</xref>)]. Therefore, not only does 37 MBq of <sup>18</sup>F-FDG represent a 10-fold reduction compared to the standard whole-body PET dose, but it also remains within the range of the effective dose received during a routine mammographic examination. This opens up the possibility of using low-dose breast-targeted PET for breast cancer screening without exceeding the radiation exposure associated with mammography (<xref ref-type="bibr" rid="B22">22</xref>, <xref ref-type="bibr" rid="B27">27</xref>). Given the known issue of high false-positive rates associated with breast MRI, as exemplified by this case, the Radialis PET Imager may be considered as an intermediate step between positive breast MRI and surgery, or possibly as an alternative to MRI as an adjunctive imaging modality to X-ray mammography.</p>
<p>The surgical management of fibroepithelial lesions usually involves a distinct workflow. In the case of phyllodes tumors, surgical excision with a wide margin of at least 1cm is the standard of care (<xref ref-type="bibr" rid="B28">28</xref>). Re-excision or mastectomy are recommended for borderline and malignant phyllodes when positive margins are present, as these tumors have a high rate of local recurrence (<xref ref-type="bibr" rid="B29">29</xref>, <xref ref-type="bibr" rid="B30">30</xref>). Management of slow growing benign fibroadenomas is typically conservative. MRI is known to have limited capability to distinguish phyllodes tumors from other types of fibroepithelial lesions (<xref ref-type="bibr" rid="B28">28</xref>), which in this case lead to surgical excision and subsequent breast reconstruction. By employing a modality with a comparable sensitivity and higher specificity such as low-dose breast-targeted PET, it may be possible to confirm whether surgery is necessary or if a more conservative approach can be taken.</p>
<p>Overall, the presented case underscores the significance of false positive findings that might influence the treatment course, resulting in avoidable surgical interventions. Although the clinical utility of low-dose breast-targeted PET in breast cancer screening and diagnosis should be clarified with prospective clinical trials, the presented case suggests that its inclusion in clinical workflow may be useful when traditional mammography proves insufficient, when there is a high risk of false-positive MRI findings, and when biopsy is challenging or impossible. This will further advance personalized practice in breast cancer diagnosis, potentially providing the additional information required to help prevent life changing overtreatment.</p>
</sec>
<sec id="s4" sec-type="conclusion">
<title>Conclusion</title>
<p>The importance of early detection in breast cancer cannot be overstated. Mammography has long been recognized as a life-saving tool, and the introduction of breast MRI has further improved our ability to detect tumors in their early stages, particularly in high-risk settings. While the clinical perspective often focuses on the risks of underdiagnosis, patients not only value their lives but also prioritize the preservation of their breasts and the avoidance of unnecessary mastectomies. Striking a balance between effective screening and the potential harm of overdiagnosis is crucial.</p>
<p>By incorporating low-dose breast-targeted PET as a breast cancer diagnostic tool, we can enhance the specificity of tumor detection while reducing the likelihood of unnecessary interventions. This approach aligns with the growing trend of personalized or precision medical imaging, underscoring the significance of saving lives and prioritizing women&#x2019;s well-being in the pursuit of optimal outcomes in breast cancer screening and diagnosis.</p>
<p>Our case report presents preliminary evidence suggesting that low-dose breast imaging using the Radialis breast-targeted PET camera or similar technology may offer a valuable imaging solution in situations where there is a potential risk of overdiagnosis. Additionally, it could serve as an imaging tool for active surveillance in high-risk patients.</p>
</sec>
<sec id="s5" 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="s6" sec-type="ethics-statement">
<title>Ethics statement</title>
<p>The studies involving humans were approved by University Health Network Research Ethics Board (18-5029, 8 August 2018) Clinical Trial gov Identifier NCT03520218. 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>MR: Writing &#x2013; original draft, Writing &#x2013; review &amp; editing, Conceptualization, Data curation, Formal analysis, Validation. VF: Conceptualization, Formal analysis, Investigation, Methodology, Validation, Visualization, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing. IW: Writing &#x2013; original draft, Writing &#x2013; review &amp; editing, Conceptualization, Data curation, Methodology. BB: Formal analysis, Validation, Visualization, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing, Software. HP: Formal analysis, Investigation, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing, Validation, Visualization. MW: Writing &#x2013; original draft, Writing &#x2013; review &amp; editing, Conceptualization, Funding acquisition, Resources. SG: Formal analysis, Investigation, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing. ST: Writing &#x2013; original draft, Writing &#x2013; review &amp; editing, Formal analysis, Investigation, Project administration. OB: Methodology, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing, Supervision, Formal analysis, Investigation. AR: Conceptualization, Funding acquisition, Methodology, Resources, Supervision, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing. AM:  Writing - original draft, Writing &#x2013; review &amp; editing, Data curation.</p>
</sec>
</body>
<back>
<sec id="s8" sec-type="funding-information">
<title>Funding</title>
<p>The author(s) declare financial support was received for the research, authorship, and/or publication of this article. The authors declare that financial support was received for the research, authorship, and/or publication of this article from NSERC Discovery and Alliance programs, CIHR, MITACS IT30395, CCS, ORF-RE, Terry Fox Foundation and Research Institute, OICR, CRC-2018-00015.</p>
</sec>
<sec id="s9" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>AR and OB are co-founders of Radialis Inc. They each own 8% of the outstanding shares in Radialis Inc. MW and BB are employed by Radialis Inc.</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="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>
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