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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Endocrinol.</journal-id>
<journal-title-group>
<journal-title>Frontiers in Endocrinology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Endocrinol.</abbrev-journal-title>
</journal-title-group>
<issn pub-type="epub">1664-2392</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fendo.2026.1691578</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>Clinical-radiologic-pathologic characterization of diabetic mastopathy: an analysis of 21 cases</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name><surname>Chen</surname><given-names>Juan</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>*</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/3176939/overview"/>
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<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Data curation" vocab-term-identifier="https://credit.niso.org/contributor-roles/data-curation/">Data curation</role>
</contrib>
<contrib contrib-type="author">
<name><surname>Zhang</surname><given-names>Chao</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="methodology" vocab-term-identifier="https://credit.niso.org/contributor-roles/methodology/">Methodology</role>
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<contrib contrib-type="author">
<name><surname>Liu</surname><given-names>Zhilong</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
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</contrib>
<contrib contrib-type="author">
<name><surname>Qi</surname><given-names>Zhuojun</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
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</contrib>
<contrib contrib-type="author">
<name><surname>Song</surname><given-names>Lele</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
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<aff id="aff1"><label>1</label><institution>Department of Ultrasonography, Shanxi Provincial People&#x2019;s Hospital</institution>, <city>Taiyuan</city>,&#xa0;<country country="cn">China</country></aff>
<aff id="aff2"><label>2</label><institution>Department of Ultrasonography, Shanxi Provincial Cancer Hospital</institution>, <city>Taiyuan</city>,&#xa0;<country country="cn">China</country></aff>
<aff id="aff3"><label>3</label><institution>Department of Interventional Ultrasonography, First Hospital of Shanxi Medical University</institution>, <city>Taiyuan</city>,&#xa0;<country country="cn">China</country></aff>
<author-notes>
<corresp id="c001"><label>*</label>Correspondence: Juan Chen, <email xlink:href="mailto:940488427@qq.com">940488427@qq.com</email></corresp>
</author-notes>
<pub-date publication-format="electronic" date-type="pub" iso-8601-date="2026-01-21">
<day>21</day>
<month>01</month>
<year>2026</year>
</pub-date>
<pub-date publication-format="electronic" date-type="collection">
<year>2026</year>
</pub-date>
<volume>17</volume>
<elocation-id>1691578</elocation-id>
<history>
<date date-type="received">
<day>24</day>
<month>08</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>05</day>
<month>01</month>
<year>2026</year>
</date>
<date date-type="rev-recd">
<day>01</day>
<month>01</month>
<year>2026</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2026 Chen, Zhang, Liu, Qi and Song.</copyright-statement>
<copyright-year>2026</copyright-year>
<copyright-holder>Chen, Zhang, Liu, Qi and Song</copyright-holder>
<license>
<ali:license_ref start_date="2026-01-21">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>Objective</title>
<p>To characterize the clinic-radiologic features of diabetic mastopathy (DMP), with a focus on distinctive ultrasound findings that may aid in differential diagnosis and reduce unnecessary interventions.</p>
</sec>
<sec>
<title>Methods</title>
<p>A retrospective multicenter analysis was performed on 21 pathologically confirmed DMP lesions from 17 patients (2014&#x2013;2024). Mammographic and ultrasonographic features were independently assessed by two radiologists according to the Breast Imaging Reporting and Data System (BI-RADS, 5th edition). Clinical data including diabetes history were reviewed.</p>
</sec>
<sec>
<title>Results</title>
<p>The median patient age was 58 years, with a median diabetes duration of 23.3 years. Most patients presented with a palpable mass (94.1%). Mammography showed probably benign findings (BI-RADS 3) in 73.7% of lesions, with an additional 10.5% assessed as benign (BI-RADS 2). In contrast, ultrasound revealed suspicious features: all mass-forming lesions had irregular margins (100%), 89.5% showed posterior shadowing, and critically, 78.9% demonstrated an infiltrative growth pattern with an absence of space-occupying effect. One atypical case presented with bilateral ductal dilation. Core needle biopsy yielded a specific DMP diagnosis in only 68.4% of lesions. Surgical excision was performed in 76.2% of lesions, with recurrence in 23.1% during a median follow-up of 33.5 months.</p>
</sec>
<sec>
<title>Conclusion</title>
<p>DMP presents a diagnostic paradox of benign mammographic but suspicious sonographic appearances. The characteristic &#x201c;absence of space-occupying effect&#x201d; on ultrasound is a key differentiating feature from breast carcinoma. Recognizing this sign, along with atypical patterns like ductal dilation, can increase pre-biopsy diagnostic suspicion in patients with long-standing diabetes, potentially guiding more conservative management. Histopathological confirmation remains essential.</p>
</sec>
</abstract>
<kwd-group>
<kwd>breast</kwd>
<kwd>diabetic mastopathy</kwd>
<kwd>diagnosis</kwd>
<kwd>mammography</kwd>
<kwd>ultrasound</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="2"/>
<table-count count="4"/>
<equation-count count="0"/>
<ref-count count="30"/>
<page-count count="10"/>
<word-count count="4354"/>
</counts>
<custom-meta-group>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Clinical Diabetes</meta-value>
</custom-meta>
</custom-meta-group>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>Diabetic mastopathy (DMP) is a rare benign breast lesion marked primarily by stromal fibrosis and sclerosis (<xref ref-type="bibr" rid="B1">1</xref>). This non-suppurative inflammatory condition is typically found in patients with long-standing diabetes mellitus (<xref ref-type="bibr" rid="B2">2</xref>, <xref ref-type="bibr" rid="B3">3</xref>). First described by Soler and Khardori in 1984 (<xref ref-type="bibr" rid="B4">4</xref>), DMP was initially reported in 12 cases of type 1 diabetic patients presenting with breast masses, where histopathological examination revealed stromal fibrosis and lymphocytic infiltration. Subsequent studies have confirmed its occurrence in type 2 diabetic patients as well (<xref ref-type="bibr" rid="B5">5</xref>). The incidence of DMP is relatively low, accounting for approximately 1% of all benign breast lesions (<xref ref-type="bibr" rid="B6">6</xref>). Owing to its distinct histopathological appearance, it is also termed sclerosing lymphocytic lobulitis in the literature.</p>
<p>Clinically, DMP often presents as a painless, firm, and poorly mobile mass. Diagnosis remains challenging because mammographic findings are frequently nonspecific, whereas sonographic features can closely mimic those of breast malignancy. This imaging overlap not only leads to diagnostic uncertainty but also often results in unnecessary invasive procedures&#x2014;including core needle biopsy or even surgical excision&#x2014;to establish a definitive diagnosis. The pathological features of DMP evolve with disease progression (<xref ref-type="bibr" rid="B7">7</xref>, <xref ref-type="bibr" rid="B8">8</xref>). Early stages exhibit marked lobular hyperplasia accompanied by extensive periductal and intralobular lymphocytic infiltration and mild fibroconnective tissue proliferation. In advanced stages, breast lobules may show significant atrophy or even disappearance, along with prominent stromal fibroconnective tissue hyperplasia, hyalinization, increased lymphocytic infiltration forming lymphoid follicles, and the presence of numerous epithelioid fibroblasts within the stroma.</p>
<p>This study retrospectively analyzed the clinical, mammographic, and ultrasonographic characteristics of 21 DMP lesions, aiming to elucidate their distinguishing features and improve diagnostic accuracy. Given the benign yet clinically deceptive nature of DMP, enhancing its differentiation from breast cancer is essential to guide appropriate management and reduce the risk of overtreatment.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<label>2</label>
<title>Material and methods</title>
<sec id="s2_1">
<label>2.1</label>
<title>Ethical approval</title>
<p>This retrospective study was reviewed and approved by the Institutional Review Board (IRB) of Shanxi Provincial People&#x2019;s Hospital. Due to the retrospective nature of the study and the use of anonymized data, the requirement for informed consent was waived by the IRB.</p>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Study population and case identification</title>
<p>A retrospective review was performed on the pathology databases (2014&#x2013;2024) of three tertiary hospitals in Shanxi Province (Shanxi Provincial People&#x2019;s Hospital, First Hospital of Shanxi Medical University, and Shanxi Provincial Cancer Hospital). The databases were searched using a combination of the following keywords: &#x201c;diabetic mastopathy&#x201d;, &#x201c;sclerosing lymphocytic lobulitis&#x201d;, &#x201c;lymphocytic mastitis&#x201d;, &#x201c;fibrous disease of the breast&#x201d;, and &#x201c;diabetic breast disease&#x201d;.</p>
<p>All retrieved pathology reports were independently screened by two researchers. Inclusion criteria were: a pathology report with a definitive diagnosis of either &#x201c;diabetic mastopathy&#x201d; or &#x201c;sclerosing lymphocytic lobulitis.&#x201d; Exclusion criteria included: (1) pathology reports containing only descriptive diagnoses (e.g., &#x201c;breast fibrosis with lymphocytic infiltration,&#x201d; &#x201c;chronic mastitis&#x201d;) without a conclusive link to DMP and lacking supportive immunohistochemistry or clinical correlation; (2) incomplete clinical data. Based on these criteria, a total of 82 pathology records were excluded due to descriptive-only pathology reports that lacked a definitive diagnosis of DMP. Ultimately, 21 pathologically verified lesions (from 17 patients) were included in the final study cohort.</p>
</sec>
<sec id="s2_3">
<label>2.3</label>
<title>Mammography and ultrasonography</title>
<p>Among the 17 patients, 15 underwent mammography using GE Senograph 2000D and Hologic Lorad Selenia digital mammography systems. Standard craniocaudal (CC) and mediolateral oblique (MLO) views were obtained to evaluate lesion location, size, margins, calcifications, abnormal vascularity, and axillary lymph nodes.</p>
<p>Additionally, all patients underwent ultrasonography. The following ultrasound systems were used: GE LOGIQ E9 with an ML6&#x2013;15 MHz transducer, HITACHI Aloka ARIETTA 70 with an L441 transducer,</p>
<p>Supersonic Aixplorer with an SL15&#x2013;4 transducer, Siemens Acuson Sequoia with an 18L6 transducer, Philips EPIQ 5 with an eL18&#x2013;4 transducer.</p>
<p>Patients were placed in the supine position, with both breasts and axillae fully exposed. Radial scanning was performed in a clockwise manner centered on the nipple to assess lesion location, size, echogenicity, margins, calcifications, posterior acoustic shadowing, vascularity, and axillary lymph node status. The sonographic feature &#x201c;absence of a space-occupying effect&#x201d; was specifically evaluated. It was defined as the lack of displacement, compression, or bulging distortion of the surrounding normal breast parenchyma and Cooper&#x2019;s ligaments by the lesion. During scanning, this feature was assessed through dynamic multi-planar observation, confirming an &#x201c;infiltrative&#x201d; or &#x201c;blending&#x201d; growth pattern of the lesion with the surrounding tissues, rather than an &#x201c;expansile&#x201d; mass effect.</p>
</sec>
<sec id="s2_4">
<label>2.4</label>
<title>Ultrasound-guided core needle biopsy</title>
<p>CNBs were performed with a 14-gauge automated core biopsy needle (22-mm throw; Bard<sup>&#xae;</sup> Magnum<sup>&#xae;</sup> Reusable Core Biopsy System, Bard Medical, Tempe, AZ, USA). The retrospective pathological reports were reviewed by a pathologist with 10 years of breast pathology experience.</p>
</sec>
<sec id="s2_5">
<label>2.5</label>
<title>Image interpretation and clinical data collection</title>
<p>Image interpretation was performed independently by two radiologists (Dr. Chen and Dr. Zhang, with 8 and 20 years of experience in breast imaging, respectively). Both radiologists were blinded to the final pathological results during the initial imaging review. Each radiologist independently evaluated all mammographic and sonographic images, assessing features including lesion location, size, margins, echotexture, posterior acoustic features, calcifications, and vascularity, and assigned a category according to the Breast Imaging Reporting and Data System (BI-RADS, 5th edition) guidelines (<xref ref-type="bibr" rid="B9">9</xref>).</p>
<p>Following the independent reviews, any discrepancies in BI-RADS assessment or key feature description were resolved through a consensus discussion between the two radiologists, with reference to the BI-RADS atlas. A final agreed-upon assessment was recorded for each lesion.</p>
<p>A formal quantitative assessment of inter-reader agreement (e.g., using kappa statistics) was not performed due to the retrospective study design and the primary goal of establishing a consensus diagnosis for clinical correlation. This represents a methodological limitation of our study.</p>
<p>Clinical information was obtained by reviewing medical records, including chief complaints, symptoms, and diabetes history. The diagnosis and classification of diabetes mellitus&#x2014;type 1 (T1DM) versus type 2 (T2DM)&#x2014;for each patient were retrospectively confirmed based on the following information documented in the medical records: clinical diagnosis, age at onset, treatment regimen (specifically, insulin dependence from diagnosis for type 1 diabetes mellitus, T1DM), and relevant laboratory findings, for example, the presence of autoantibodies such as glutamic acid decarboxylase 65-kDa antibody (GAD65) in T1DM, when available. Data regarding glycated hemoglobin A1c (HbA1c) levels and the presence of diabetes-related complications were also extracted from the records when documented; the absence of such data for some patients is acknowledged as a limitation. Missing data were classified as &#x201c;unknown&#x201d; and excluded from analysis.</p>
</sec>
<sec id="s2_6">
<label>2.6</label>
<title>Statistical analysis</title>
<p>Given the exploratory and descriptive nature of this study and the relatively small sample size (21 lesions from 17 patients), the data are summarized using descriptive statistics. Continuous variables are presented as median (range) or mean &#xb1; standard deviation, as appropriate, and categorical variables are expressed as frequencies (percentages). Formal inferential statistical tests or correlation analyses (e.g., between diabetes duration and imaging patterns) were not performed. This approach was chosen to avoid overinterpreting the findings from a limited cohort and to provide a clear, foundational description of the clinicopathologic and imaging spectrum of DMP, which remains underreported. All analyses were performed using SPSS (version 26).</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<label>3</label>
<title>Results</title>
<sec id="s3_1">
<label>3.1</label>
<title>Clinical characteristics</title>
<p>This study included a total of 17 patients with pathologically confirmed DMP, comprising 21 lesions, of which 4 patients (23.5%) had bilateral involvement. The clinical characteristics of the 17 patients at initial presentation are summarized in <xref ref-type="table" rid="T1"><bold>Table&#xa0;1</bold></xref>. All patients were female with a median age of 58 years (range: 43&#x2013;68 years). The majority (16/17, 94.1%) presented with a palpable breast mass, while one patient (5.9%) exhibited nipple discharge as the primary symptom. Diabetes mellitus history revealed type 1 DM in 5 cases (29.4%) and type 2 DM in 11 cases (64.7%), with one case (5.9%) of unspecified type. The median diabetes duration prior to DMP diagnosis was 23.3 years (range: 5&#x2013;49 years). Treatment regimens included insulin therapy (10 cases, 58.8%) and oral hypoglycemic agents (3 cases, 17.6%), while 4 cases (23.5%) had undocumented treatment. Diabetes-related complications were documented in 7 patients (41.2%), with unavailable data for the remaining cases.</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Clinical characteristics of 17 DMP patients.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="left">Characteristic</th>
<th valign="middle" align="left">Number (%)</th>
</tr>
</thead>
<tbody>
<tr>
<th valign="middle" colspan="2" align="left">Chief complaint</th>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Palpable mass</td>
<td valign="middle" align="left">16, 94.1%</td>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Nipple discharge</td>
<td valign="middle" align="left">1, 5.9%</td>
</tr>
<tr>
<th valign="middle" colspan="2" align="left">Diabetes type</th>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Type 1 DM</td>
<td valign="middle" align="left">5, 29.4%</td>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Type 2 DM</td>
<td valign="middle" align="left">11, 64.7%</td>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Unknown</td>
<td valign="middle" align="left">1, 5.9%</td>
</tr>
<tr>
<th valign="middle" colspan="2" align="left">Diabetes treatment</th>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Oral hypoglycemic agents</td>
<td valign="middle" align="left">3, 17.6%</td>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Insulin-dependent</td>
<td valign="middle" align="left">10, 58.8%</td>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Unknown</td>
<td valign="middle" align="left">4, 23.5%</td>
</tr>
<tr>
<th valign="middle" colspan="2" align="left">Diabetes complications</th>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Present</td>
<td valign="middle" align="left">7, 41.2%</td>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Unknown</td>
<td valign="middle" align="left">10, 58.8%</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>DMP, diabetic mastopathy; DM, diabetes mellitus.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>Mammographic characteristics</title>
<p>In this study, 19 out of 21 DMP lesions underwent mammography. Two lesions (10.5%) were categorized as BI-RADS 0 due to focal glandular thickening and increased density, which obscured clear assessment. One lesion, located in the right breast, presented as a large (approximately 72 &#xd7; 64 mm), high-density mass with smooth and well-defined margins, lacking spiculated borders. Given its considerable size, it was classified as BI-RADS 4b. Two lesions (10.5%) were assessed as benign (BI-RADS 2) due to the presence of coarse calcifications visible bilaterally. The remaining 14 lesions (73.7%) demonstrated dense glandular tissue without any suspicious features (e.g., mass, microcalcifications, distortion) and were therefore classified as probably benign (BI-RADS 3).</p>
</sec>
<sec id="s3_3">
<label>3.3</label>
<title>Ultrasonographic features</title>
<p>In this study, all 21 DMP lesions underwent ultrasonographic examination. Of these, 16 patients (19 lesions) presented with palpable breast masses (<xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1</bold></xref>), while one patient (bilateral lesions) presented with nipple discharge as the primary symptom, without a discrete palpable mass (<xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2</bold></xref>).</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>A 68-year-old woman (Patient 1, <xref ref-type="table" rid="T3"><bold>Table&#xa0;3</bold></xref>) with 20-year history of type 2 diabetes mellitus (10 years insulin therapy) presenting with a left breast mass. <bold>(A, B)</bold> Transverse <bold>(A)</bold> and longitudinal <bold>(B)</bold> ultrasound images show a heterogeneous, ill-defined lesion (calipers). The lesion blends with the parenchyma without displacing it (arrows), exemplifying the absence of a space-occupying effect. Posterior acoustic shadowing is present. These features are consistent with a BI-RADS 4b assessment. <bold>(C, D)</bold> Mammographic CC <bold>(C)</bold> and MLO <bold>(D)</bold> views reveal focal glandular thickening with increased density in the left breast (BI-RADS 0), with no discrete mass. <bold>(E)</bold> Histopathological examination (H&amp;E stain) shows marked stromal hyalinization and sclerosis with lymphocytic infiltration around breast lobules, diagnostic of diabetic mastopathy.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fendo-17-1691578-g001.tif">
<alt-text content-type="machine-generated">Five-panel image showing medical scans and a histological slide. Panel A and B are ultrasound images of the left breast, with arrows indicating a mass. Panel C and D show mammogram images of the breast, highlighting dense areas. Panel E is a histological slide stained pink and purple, showing cellular structures and tissue detail.</alt-text>
</graphic></fig>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>A 51-year-old woman (Patient 17, <xref ref-type="table" rid="T3"><bold>Table&#xa0;3</bold></xref>) with 22-year history of type 2 diabetes mellitus (12 years insulin therapy) presenting with persistent nipple discharge for 9 months. <bold>(A, B)</bold> Ultrasonographic images demonstrate bilateral ductal dilatation, with solid intraductal echogenic material in the left breast <bold>(A)</bold> and echogenic debris in the right breast <bold>(B)</bold>, both classified as BI-RADS 4a. <bold>(C, D)</bold> Mammographic CC views of the left <bold>(C)</bold> and right <bold>(D)</bold> breasts show dense parenchyma without suspicious findings (BI-RADS 3 bilaterally). <bold>(E, F)</bold> Histopathological sections reveal characteristic features of diabetic mastopathy, including lobular atrophy, stromal sclerosis, ductal ectasia with secretory retention <bold>(E)</bold>, and periductal lymphocytic infiltration <bold>(F)</bold>.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fendo-17-1691578-g002.tif">
<alt-text content-type="machine-generated">Ultrasound and mammogram images in panels A and B show breast tissue with labeled measurements, while panels C and D display further mammogram images. Panels E and F show histological sections of breast tissue stained with hematoxylin and eosin, highlighting glandular and fibrous structures.</alt-text>
</graphic></fig>
<p>The sonographic characteristics of the 19 mass-forming lesions are synthetically detailed in <xref ref-type="table" rid="T2"><bold>Table&#xa0;2</bold></xref>. The lesions ranged in size from 21 to 65 mm, with a median size of 36 mm, and all were solid masses. All lesions (100%) exhibited irregular margins. Echotexture varied: the majority (78.9%, 15/19) presented as a heterogeneous, ill-defined area that intermingled with and did not distort the surrounding glandular architecture, demonstrating a clear absence of a space-occupying effect. The remaining lesions (21.1%, 4/19) were discrete hypoechoic masses. Posterior acoustic shadowing was a prominent feature, present in 89.5% (17/19) of cases. On Doppler imaging, all lesions were avascular (100%). Coarse calcifications were absent in 94.7% (18/19) of lesions; and similarly, axillary lymphadenopathy was not observed in any case (100%). </p>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>Ultrasonographic features of 19 mass-forming DMP lesions.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="left">Characteristic</th>
<th valign="middle" align="left">Number (%)</th>
</tr>
</thead>
<tbody>
<tr>
<th valign="middle" colspan="2" align="left">Nature</th>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Solid</td>
<td valign="middle" align="left">19 (100%)</td>
</tr>
<tr>
<th valign="middle" colspan="2" align="left">Lesion type</th>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Infiltrative heterogeneous area (ill-defined, blending with parenchyma)</td>
<td valign="middle" align="left">15 (78.9%)</td>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Discrete hypoechoic mass</td>
<td valign="middle" align="left">4 (21.1%)</td>
</tr>
<tr>
<th valign="middle" colspan="2" align="left">Shape</th>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Irregular</td>
<td valign="middle" align="left">19 (100%)</td>
</tr>
<tr>
<th valign="middle" colspan="2" align="left">Posterior acoustic shadowing</th>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Present</td>
<td valign="middle" align="left">17 (89.5%)</td>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Absent</td>
<td valign="middle" align="left">2 (10.5%)</td>
</tr>
<tr>
<th valign="middle" colspan="2" align="left">Orientation</th>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Parallel to skin</td>
<td valign="middle" align="left">19 (100%)</td>
</tr>
<tr>
<th valign="middle" colspan="2" align="left">Calcifications</th>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Absent</td>
<td valign="middle" align="left"/>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Coarse</td>
<td valign="middle" align="left">1 (5.3%)</td>
</tr>
<tr>
<th valign="middle" colspan="2" align="left">Vascularity</th>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Avascular</td>
<td valign="middle" align="left">19 (100%)</td>
</tr>
<tr>
<th valign="middle" colspan="2" align="left">Axillary lymphadenopathy</th>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Absent</td>
<td valign="middle" align="left">19 (100%)</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>DMP, diabetic mastopathy.</p></fn>
</table-wrap-foot>
</table-wrap>
<p>Based on these features, the mass lesions were classified as follows: 14 (73.7%) as BI-RADS 4a, 4 (21.1%) as BI-RADS 4b, and 1 (5.3%) as BI-RADS 5. In the patient with bilateral, non-mass lesions, ultrasonography revealed multiple dilated ducts containing intraductal material, and both were classified as BI-RADS 4a (<xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2</bold></xref>). The detailed clinical and imaging characteristics of all 21 DMP lesions are summarized in <xref ref-type="table" rid="T3"><bold>Table 3</bold></xref>.</p>
<table-wrap id="T3" position="float">
<label>Table&#xa0;3</label>
<caption>
<p>Clinical and imaging characteristics of 21 DMP lesions.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="left">Patient number</th>
<th valign="middle" align="left">Age (years)</th>
<th valign="middle" align="left">Lesion number</th>
<th valign="middle" align="left">Size (mm)<sup>&#x2020;</sup></th>
<th valign="middle" align="left">Lesion type</th>
<th valign="middle" align="left">US BI-RADS</th>
<th valign="middle" align="left">MG BI-RADS</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left">1</td>
<td valign="middle" align="left">68</td>
<td valign="middle" align="left">1</td>
<td valign="middle" align="left">33</td>
<td valign="middle" align="left">Palpable mass</td>
<td valign="middle" align="left">BI-RADS 4b</td>
<td valign="middle" align="left">BI-RADS 0</td>
</tr>
<tr>
<td valign="middle" align="left">2</td>
<td valign="middle" align="left">66</td>
<td valign="middle" align="left">2</td>
<td valign="middle" align="left">38</td>
<td valign="middle" align="left">Palpable mass</td>
<td valign="middle" align="left">BI-RADS 4a</td>
<td valign="middle" align="left">&#x2014;</td>
</tr>
<tr>
<td valign="middle" align="left">3</td>
<td valign="middle" align="left">57</td>
<td valign="middle" align="left">3</td>
<td valign="middle" align="left">65</td>
<td valign="middle" align="left">Palpable mass</td>
<td valign="middle" align="left">BI-RADS 4b</td>
<td valign="middle" align="left">BI-RADS 4b</td>
</tr>
<tr>
<td valign="middle" align="left">4</td>
<td valign="middle" align="left">50</td>
<td valign="middle" align="left">4</td>
<td valign="middle" align="left">53</td>
<td valign="middle" align="left">Palpable mass</td>
<td valign="middle" align="left">BI-RADS 5</td>
<td valign="middle" align="left">BI-RADS 0</td>
</tr>
<tr>
<td valign="middle" align="left">5</td>
<td valign="middle" align="left">62</td>
<td valign="middle" align="left">5</td>
<td valign="middle" align="left">41</td>
<td valign="middle" align="left">Palpable mass</td>
<td valign="middle" align="left">BI-RADS 4a</td>
<td valign="middle" align="left">BI-RADS 3</td>
</tr>
<tr>
<td valign="middle" align="left">6</td>
<td valign="middle" align="left">58</td>
<td valign="middle" align="left">6</td>
<td valign="middle" align="left">26</td>
<td valign="middle" align="left">Palpable mass</td>
<td valign="middle" align="left">BI-RADS 4a</td>
<td valign="middle" align="left">BI-RADS 3</td>
</tr>
<tr>
<td valign="middle" align="left">7</td>
<td valign="middle" align="left">43</td>
<td valign="middle" align="left">7</td>
<td valign="middle" align="left">36</td>
<td valign="middle" align="left">Palpable mass</td>
<td valign="middle" align="left">BI-RADS 4b</td>
<td valign="middle" align="left">BI-RADS 3</td>
</tr>
<tr>
<td valign="middle" align="left">8</td>
<td valign="middle" align="left">58</td>
<td valign="middle" align="left">8</td>
<td valign="middle" align="left">27</td>
<td valign="middle" align="left">Palpable mass</td>
<td valign="middle" align="left">BI-RADS 4b</td>
<td valign="middle" align="left">BI-RADS 3</td>
</tr>
<tr>
<td valign="middle" align="left">9</td>
<td valign="middle" align="left">55</td>
<td valign="middle" align="left">9</td>
<td valign="middle" align="left">26</td>
<td valign="middle" align="left">Palpable mass</td>
<td valign="middle" align="left">BI-RADS 4a</td>
<td valign="middle" align="left">BI-RADS 3</td>
</tr>
<tr>
<td valign="middle" align="left">10</td>
<td valign="middle" align="left">51</td>
<td valign="middle" align="left">10</td>
<td valign="middle" align="left">60</td>
<td valign="middle" align="left">Palpable mass</td>
<td valign="middle" align="left">BI-RADS 4a</td>
<td valign="middle" align="left">BI-RADS 3</td>
</tr>
<tr>
<td valign="middle" align="left">11</td>
<td valign="middle" align="left">66</td>
<td valign="middle" align="left">11</td>
<td valign="middle" align="left">39</td>
<td valign="middle" align="left">Palpable mass</td>
<td valign="middle" align="left">BI-RADS 4a</td>
<td valign="middle" align="left">BI-RADS 3</td>
</tr>
<tr>
<td valign="middle" align="left">12</td>
<td valign="middle" align="left">60</td>
<td valign="middle" align="left">12</td>
<td valign="middle" align="left">32</td>
<td valign="middle" align="left">Palpable mass</td>
<td valign="middle" align="left">BI-RADS 4a</td>
<td valign="middle" align="left">BI-RADS 3</td>
</tr>
<tr>
<td valign="middle" align="left">13</td>
<td valign="middle" align="left">58</td>
<td valign="middle" align="left">13</td>
<td valign="middle" align="left">63</td>
<td valign="middle" align="left">Palpable mass</td>
<td valign="middle" align="left">BI-RADS 4b</td>
<td valign="middle" align="left">&#x2014;</td>
</tr>
<tr>
<td valign="middle" rowspan="2" align="left">14</td>
<td valign="middle" rowspan="2" align="left">62</td>
<td valign="middle" align="left">14</td>
<td valign="middle" align="left">30</td>
<td valign="middle" align="left">Palpable mass</td>
<td valign="middle" align="left">BI-RADS 4a</td>
<td valign="middle" align="left">BI-RADS 3</td>
</tr>
<tr>
<td valign="middle" align="left">15</td>
<td valign="middle" align="left">35</td>
<td valign="middle" align="left">Palpable mass</td>
<td valign="middle" align="left">BI-RADS 4a</td>
<td valign="middle" align="left">BI-RADS 3</td>
</tr>
<tr>
<td valign="middle" rowspan="2" align="left">15</td>
<td valign="middle" rowspan="2" align="left">56</td>
<td valign="middle" align="left">16</td>
<td valign="middle" align="left">25</td>
<td valign="middle" align="left">Palpable mass</td>
<td valign="middle" align="left">BI-RADS 4a</td>
<td valign="middle" align="left">BI-RADS 3</td>
</tr>
<tr>
<td valign="middle" align="left">17</td>
<td valign="middle" align="left">27</td>
<td valign="middle" align="left">Palpable mass</td>
<td valign="middle" align="left">BI-RADS 4a</td>
<td valign="middle" align="left">BI-RADS 3</td>
</tr>
<tr>
<td valign="middle" rowspan="2" align="left">16</td>
<td valign="middle" rowspan="2" align="left">55</td>
<td valign="middle" align="left">18</td>
<td valign="middle" align="left">51</td>
<td valign="middle" align="left">Palpable mass</td>
<td valign="middle" align="left">BI-RADS 4a</td>
<td valign="middle" align="left">BI-RADS 3</td>
</tr>
<tr>
<td valign="middle" align="left">19</td>
<td valign="middle" align="left">37</td>
<td valign="middle" align="left">Palpable mass</td>
<td valign="middle" align="left">BI-RADS 4a</td>
<td valign="middle" align="left">BI-RADS 2</td>
</tr>
<tr>
<td valign="middle" rowspan="2" align="left">17</td>
<td valign="middle" rowspan="2" align="left">51</td>
<td valign="middle" align="left">20</td>
<td valign="middle" align="left">&#x2014;<sup>&#x2021;</sup></td>
<td valign="middle" align="left">Nipple discharge</td>
<td valign="middle" align="left">BI-RADS 4a</td>
<td valign="middle" align="left">BI-RADS 3</td>
</tr>
<tr>
<td valign="middle" align="left">21</td>
<td valign="middle" align="left">&#x2014;<sup>&#x2021;</sup></td>
<td valign="middle" align="left">Nipple discharge</td>
<td valign="middle" align="left">BI-RADS 4a</td>
<td valign="middle" align="left">BI-RADS 2</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p><sup>&#x2020;</sup> Size, greatest diameter measured on ultrasound.</p></fn>
<fn>
<p><sup>&#x2021;</sup> Not applicable for non-mass lesions.</p></fn>
<fn>
<p>&#x2014; Not performed, not applicable, or data unavailable.</p></fn>
<fn>
<p>BI-RADS, Breast Imaging Reporting and Data System; US, ultrasonography; MG, mammography.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s3_4">
<label>3.4</label>
<title>Pathologic diagnosis and follow-up</title>
<p>The detailed pathological diagnosis, core needle biopsy correlation, and follow-up data for each lesion are summarized in <xref ref-type="table" rid="T4"><bold>Table 4</bold></xref>. All 21 lesions were ultimately confirmed as diabetic mastopathy (DMP) through definitive pathological assessment. Surgical excision served as the diagnostic reference standard for 16 lesions. Among the remaining 5 lesions managed non-operatively, diagnosis was established via concordant clinical, imaging, and core needle biopsy findings.</p>
<table-wrap id="T4" position="float">
<label>Table&#xa0;4</label>
<caption>
<p>Pathological diagnosis and follow-up results of 21 DMP lesions.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="left">Patient</th>
<th valign="middle" align="left">Lesion</th>
<th valign="middle" align="left">CNB Result</th>
<th valign="middle" align="left">Surgical Result</th>
<th valign="middle" align="left">Follow-up (months)</th>
<th valign="middle" align="left">Outcome</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left">1</td>
<td valign="middle" align="left">1</td>
<td valign="middle" align="left">Marked sclerosis</td>
<td valign="middle" align="left">DMP</td>
<td valign="middle" align="left">18.6</td>
<td valign="middle" align="left">No recurrence</td>
</tr>
<tr>
<td valign="middle" align="left">2</td>
<td valign="middle" align="left">2</td>
<td valign="middle" align="left">DMP</td>
<td valign="middle" align="left">DMP</td>
<td valign="middle" align="left">20</td>
<td valign="middle" align="left">New lesion</td>
</tr>
<tr>
<td valign="middle" align="left">3</td>
<td valign="middle" align="left">3</td>
<td valign="middle" align="left">Sclerosing adenosis</td>
<td valign="middle" align="left">DMP</td>
<td valign="middle" align="left">42</td>
<td valign="middle" align="left">No recurrence</td>
</tr>
<tr>
<td valign="middle" align="left">4</td>
<td valign="middle" align="left">4</td>
<td valign="middle" align="left">DMP</td>
<td valign="middle" align="left">DMP</td>
<td valign="middle" align="left">Lost</td>
<td valign="middle" align="left">Lost to follow-up</td>
</tr>
<tr>
<td valign="middle" align="left">5</td>
<td valign="middle" align="left">5</td>
<td valign="middle" align="left">DMP</td>
<td valign="middle" align="left">No surgery</td>
<td valign="middle" align="left">74.2</td>
<td valign="middle" align="left">Lesion resolved</td>
</tr>
<tr>
<td valign="middle" align="left">6</td>
<td valign="middle" align="left">6</td>
<td valign="middle" align="left">DMP</td>
<td valign="middle" align="left">DMP</td>
<td valign="middle" align="left">35</td>
<td valign="middle" align="left">New lesion</td>
</tr>
<tr>
<td valign="middle" align="left">7</td>
<td valign="middle" align="left">7</td>
<td valign="middle" align="left">DMP</td>
<td valign="middle" align="left">DMP</td>
<td valign="middle" align="left">Lost</td>
<td valign="middle" align="left">Lost to follow-up</td>
</tr>
<tr>
<td valign="middle" align="left">8</td>
<td valign="middle" align="left">8</td>
<td valign="middle" align="left">Lymphocyte infiltration</td>
<td valign="middle" align="left">DMP</td>
<td valign="middle" align="left">40</td>
<td valign="middle" align="left">No recurrence</td>
</tr>
<tr>
<td valign="middle" align="left">9</td>
<td valign="middle" align="left">9</td>
<td valign="middle" align="left">DMP</td>
<td valign="middle" align="left">No surgery</td>
<td valign="middle" align="left">37</td>
<td valign="middle" align="left">Size increased</td>
</tr>
<tr>
<td valign="middle" align="left">10</td>
<td valign="middle" align="left">10</td>
<td valign="middle" align="left">DMP</td>
<td valign="middle" align="left">DMP</td>
<td valign="middle" align="left">Lost</td>
<td valign="middle" align="left">Lost to follow-up</td>
</tr>
<tr>
<td valign="middle" align="left">11</td>
<td valign="middle" align="left">11</td>
<td valign="middle" align="left">DMP</td>
<td valign="middle" align="left">No surgery</td>
<td valign="middle" align="left">15</td>
<td valign="middle" align="left">Size increased</td>
</tr>
<tr>
<td valign="middle" align="left">12</td>
<td valign="middle" align="left">12</td>
<td valign="middle" align="left">DMP</td>
<td valign="middle" align="left">DMP</td>
<td valign="middle" align="left">65</td>
<td valign="middle" align="left">New lesion</td>
</tr>
<tr>
<td valign="middle" align="left">13</td>
<td valign="middle" align="left">13</td>
<td valign="middle" align="left">Chronic mastitis</td>
<td valign="middle" align="left">DMP</td>
<td valign="middle" align="left">5</td>
<td valign="middle" align="left">No recurrence</td>
</tr>
<tr>
<td valign="middle" rowspan="2" align="left">14</td>
<td valign="middle" align="left">14</td>
<td valign="middle" align="left">DMP</td>
<td valign="middle" align="left">DMP</td>
<td valign="middle" align="left">19.5</td>
<td valign="middle" align="left">No recurrence</td>
</tr>
<tr>
<td valign="middle" align="left">15</td>
<td valign="middle" align="left">DMP</td>
<td valign="middle" align="left">DMP</td>
<td valign="middle" align="left">19.5</td>
<td valign="middle" align="left">No recurrence</td>
</tr>
<tr>
<td valign="middle" rowspan="2" align="left">15</td>
<td valign="middle" align="left">16</td>
<td valign="middle" align="left">DMP</td>
<td valign="middle" align="left">No surgery</td>
<td valign="middle" align="left">23.0</td>
<td valign="middle" align="left">No change</td>
</tr>
<tr>
<td valign="middle" align="left">17</td>
<td valign="middle" align="left">DMP</td>
<td valign="middle" align="left">No surgery</td>
<td valign="middle" align="left">23.0</td>
<td valign="middle" align="left">No change</td>
</tr>
<tr>
<td valign="middle" rowspan="2" align="left">16</td>
<td valign="middle" align="left">18</td>
<td valign="middle" align="left">Nonspecific fibrosis</td>
<td valign="middle" align="left">DMP</td>
<td valign="middle" align="left">40.6</td>
<td valign="middle" align="left">No recurrence</td>
</tr>
<tr>
<td valign="middle" align="left">19</td>
<td valign="middle" align="left">Nonspecific fibrosis</td>
<td valign="middle" align="left">DMP</td>
<td valign="middle" align="left">40.6</td>
<td valign="middle" align="left">No recurrence</td>
</tr>
<tr>
<td valign="middle" rowspan="2" align="left">17</td>
<td valign="middle" align="left">20</td>
<td valign="middle" align="left">&#x2014;</td>
<td valign="middle" align="left">DMP</td>
<td valign="middle" align="left">33.5</td>
<td valign="middle" align="left">No recurrence</td>
</tr>
<tr>
<td valign="middle" align="left">21</td>
<td valign="middle" align="left">&#x2014;</td>
<td valign="middle" align="left">DMP</td>
<td valign="middle" align="left">33.5</td>
<td valign="middle" align="left">No recurrence</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>&#x2014; Not performed.</p></fn>
<fn>
<p>CNB, core needle biopsy; DMP, diabetic mastopathy.</p></fn>
</table-wrap-foot>
</table-wrap>
<p>Ultrasound-guided core needle biopsy (CNB) was performed on 19 lesions. It yielded a specific histological diagnosis of DMP in 13 cases (68.4%). In the remaining 6 cases (31.6%), CNB results were non-specific, reporting fibro-inflammatory changes (e.g., marked sclerosis, chronic inflammation). All 6 lesions with non-specific CNB results underwent surgical excision for definitive diagnosis, contributing to the overall surgical rate.</p>
<p>During a median imaging follow-up of 33.5 months (range: 5&#x2013;74.2 months) available for 18 lesions, clinical outcomes differed between management groups. Among the 13 surgically treated lesions with follow-up, 10 (76.9%) remained recurrence-free, while 3 (23.1%) developed new ipsilateral lesions radiologically suggestive of DMP, all confirmed by repeat CNB. In the non-surgical group (n=5), two lesions progressed in size, two remained stable, and one resolved spontaneously. Importantly, no breast carcinoma was detected during follow-up in any patient.</p>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<label>4</label>
<title>Discussion</title>
<sec id="s4_1">
<label>4.1</label>
<title>Key findings and diagnostic paradox</title>
<p>This multi-center analysis of 21 DMP lesions from 17 patients highlights its diagnostically challenging nature. Key findings include: 1) a notable predominance of type 2 diabetes (64.7%) in our cohort, which may reflect the increasing global prevalence of T2DM and the extended lifespan of patients with chronic diabetes; 2) a characteristic imaging paradox: mammography was predominantly benign (BI-RADS 3), whereas ultrasound revealed suspicious solid masses. Importantly, most (78.9%) of these masses displayed an infiltrative growth pattern with a distinctive &#x201c;absence of space-occupying effect,&#x201d; serving as a crucial sonographic clue to distinguish DMP from malignant lesions; 3) identification of an atypical, non&#x2212;mass presentation featuring ductal dilatation and intraductal debris; and 4) a high surgical intervention rate (76.2%), largely attributable to diagnostic uncertainty despite the benign nature of DMP. The diagnostic accuracy of core&#x2212;needle biopsy was suboptimal (68.4%), and post&#x2212;surgical recurrence was observed in 23.1% of cases.</p>
</sec>
<sec id="s4_2">
<label>4.2</label>
<title>Contextualizing novelty within the existing literature</title>
<p>Our findings corroborate and extend the established understanding of DMP. While the condition has historically been associated with long-standing type 1 diabetes (T1DM) (<xref ref-type="bibr" rid="B4">4</xref>, <xref ref-type="bibr" rid="B10">10</xref>), our cohort demonstrated a predominance of type 2 diabetes (T2DM) (64.7%). This discrepancy is not contradictory but may reflect the contemporary epidemiological shift and improved longevity in diabetes care. Given the increased global incidence of type 2 diabetes mellitus (T2DM) (<xref ref-type="bibr" rid="B11">11</xref>) and the prolonged survival of patients with long-standing diabetes due to advancements in management (<xref ref-type="bibr" rid="B12">12</xref>, <xref ref-type="bibr" rid="B13">13</xref>), T2DM now constitutes a larger pool of patients at risk for chronic complications such as DMP. This supports the hypothesis that the pathogenesis of DMP is more closely linked to chronic hyperglycemia and its autoimmune sequelae than to the specific diabetes type (<xref ref-type="bibr" rid="B14">14</xref>, <xref ref-type="bibr" rid="B15">15</xref>).</p>
<p>The classic imaging paradox&#x2014;benign mammographic findings alongside suspicious sonographic masses&#x2014;is well-documented (<xref ref-type="bibr" rid="B14">14</xref>, <xref ref-type="bibr" rid="B15">15</xref>). Beyond confirming known features such as irregular margins and posterior shadowing, a key contribution of this study is the systematic evaluation of a predominant sonographic pattern observed in 78.9% of mass-forming lesions: an infiltrative heterogeneous area with ill-defined margins that seamlessly blends with the surrounding parenchymal architecture. We define this pattern as the direct imaging correlate of the &#x201c;absence of a space-occupying effect,&#x201d; characterized by the lack of displacement or architectural distortion of normal tissue. Pathologically, this sign is grounded in the diffusely infiltrative stromal fibrosis characteristic of DMP (<xref ref-type="bibr" rid="B16">16</xref>, <xref ref-type="bibr" rid="B17">17</xref>), which permeates rather than displaces normal tissue. This stands in contrast to the expansile growth of breast carcinoma, which typically presents as a discrete mass causing architectural distortion. Thus, the &#x201c;absence of a space-occupying effect&#x201d; provides a critical differential diagnostic clue. While previous literature (<xref ref-type="bibr" rid="B15">15</xref>, <xref ref-type="bibr" rid="B18">18</xref>) has sporadically noted that DMP lesions may be &#x201c;ill-defined,&#x201d; this study is among the first to clearly delineate and operationalize this specific sign as a distinct, observable, and highly suggestive imaging feature, providing radiologists with a practical pre-biopsy clue that may help reduce unnecessary interventions.</p>
<p>Furthermore, the atypical presentation of DMP as ductal dilatation with intraductal debris, which we report, expands the known sonographic spectrum of this disease. While atypical presentations such as clustered microcalcifications (<xref ref-type="bibr" rid="B19">19</xref>) and diffuse hyperechogenicity (<xref ref-type="bibr" rid="B20">20</xref>) on ultrasound without discrete masses have been documented in isolated case reports, this specific duct-centric pattern has not, to our knowledge, been previously described.</p>
<p>The primary differential for mass-forming DMP is breast cancer (<xref ref-type="bibr" rid="B21">21</xref>, <xref ref-type="bibr" rid="B22">22</xref>). Key distinctions include clinical history (long-standing diabetes <italic>vs</italic>. family history of cancer) (<xref ref-type="bibr" rid="B23">23</xref>, <xref ref-type="bibr" rid="B24">24</xref>), sonographic features (infiltrative growth without mass effect <italic>vs</italic>. space-occupying hypoechoic masses) (<xref ref-type="bibr" rid="B25">25</xref>, <xref ref-type="bibr" rid="B26">26</xref>), and imaging findings (rare calcifications and typically negative mammography in DMP <italic>vs</italic>. frequent calcifications and positive mammography in cancer) (<xref ref-type="bibr" rid="B27">27</xref>). Pathological confirmation remains paramount, noting the established limitation of CNB in DMP due to its patchy fibrosis, which often yields non-specific results and may lead to surgical excision for diagnosis.</p>
<p>Beyond ultrasound and mammography, breast magnetic resonance imaging (MRI) plays an important role in the diagnostic workup of ambiguous breast lesions. Recent literature (<xref ref-type="bibr" rid="B10">10</xref>) has delineated characteristic MRI features of DMP, including persistent (Type I) enhancement kinetics and non-mass-like enhancement, which help differentiate it from breast cancer. In clinical practice, MRI may be particularly useful in specific scenarios, such as cases with imaging&#x2013;pathology discordance after core needle biopsy, persistently equivocal or suspicious findings on ultrasound), or when evaluating the extent of suspected infiltrative lesions. Therefore, in the diagnostic workup of DMP, MRI can be best viewed as a complementary problem-solving tool rather than a first-line modality. Its value lies in aiding critical management decisions&#x2014;such as choosing between conservative follow-up and proceeding to targeted biopsy or surgical planning&#x2014;in complex or equivocal cases. Integrating MRI in these situations can provide valuable adjunctive information to guide further management decisions.</p>
<p>The diagnostic challenge of DMP extends to its histopathologic confirmation. The suboptimal accuracy of ultrasound-guided core needle biopsy (CNB) in our series&#x2014;yielding a specific diagnosis in only 68.4% (13/19) of lesions&#x2014;aligns with and quantifies a well-documented hurdle in the literature (<xref ref-type="bibr" rid="B14">14</xref>, <xref ref-type="bibr" rid="B15">15</xref>). Prior studies (<xref ref-type="bibr" rid="B28">28</xref>) have similarly reported frequent non-specific results, often described as &#x201c;fibrosis&#x201d; or &#x201c;chronic inflammation,&#x201d; due to the patchy and infiltrative nature of the disease which eludes definitive sampling by percutaneous needles. This inherent limitation has significant management implications. In our cohort, diagnostic uncertainty was a direct driver of intervention, as all lesions with non-specific CNB results proceeded to surgical excision. This pattern reinforces the established clinical pathway where excisional biopsy often remains necessary for definitive diagnosis, despite initial percutaneous sampling (<xref ref-type="bibr" rid="B29">29</xref>, <xref ref-type="bibr" rid="B30">30</xref>).</p>
<p>This diagnostic ambiguity necessitates a clear understanding of the relationship between DMP and breast cancer risk. It is well-established that DMP is a benign, non-premaliant entity, and its histologic features are not considered direct precursors to malignancy (<xref ref-type="bibr" rid="B14">14</xref>, <xref ref-type="bibr" rid="B15">15</xref>). The absence of breast cancer in our cohort aligns with this consensus. However, it is crucial to recognize that patients with long-standing diabetes (the population at risk for DMP) may have independent risk factors for breast cancer, and the two conditions can co-exist. As highlighted by Mariano et&#xa0;al. (<xref ref-type="bibr" rid="B10">10</xref>), breast cancer can occur independently in patients with DMP. Therefore, the clinical focus should be on differentiation and co-detection rather than implying a causal link. A dual management strategy is recommended (<xref ref-type="bibr" rid="B1">1</xref>): a thorough initial diagnostic workup, including pathological verification, to reliably distinguish DMP from carcinoma and rule out concurrent malignancy; and (2) adherence by patients with DMP to standard, population-based breast cancer screening protocols, as their underlying risk profile warrants continued surveillance.</p>
</sec>
<sec id="s4_3">
<label>4.3</label>
<title>Clinical implications and integration into practice</title>
<p>This study highlights key considerations for managing DMP. Clinicians should suspect DMP in patients with long-standing diabetes (both type 1 and type 2) and a firm breast mass, particularly given the expanding population of patients with long-duration type 2 diabetes. Radiologists can use the &#x201c;absence of a space-occupying effect&#x201d; as a specific clue for DMP when assessing solid masses in diabetic patients, aiding biopsy decisions. Awareness of the ductal dilatation pattern is crucial to avoid misdiagnosis in cases with nipple discharge. Given the limited accuracy of core needle biopsy, nonspecific results in suggestive cases should prompt consideration of DMP, possibly favoring repeat biopsy or surveillance over immediate surgery, especially considering recurrence risks. Overall, a conservative, multidisciplinary approach is recommended.</p>
</sec>
<sec id="s4_4">
<label>4.4</label>
<title>Study limitations</title>
<p>This study has several limitations. The retrospective, multi-center design may introduce selection bias and data heterogeneity. Excluding cases with only descriptive pathology reports could have omitted atypical presentations. The small sample size limits statistical power and generalizability, particularly for rare findings like the ductal pattern. The absence of a standardized MRI protocol represents a significant methodological gap, preventing us from evaluating its potential to improve diagnostic accuracy in our cohort. Finally, variability in ultrasound equipment and the absence of formal inter-reader agreement assessment may affect reproducibility.</p>
</sec>
<sec id="s4_5">
<label>4.5</label>
<title>Future research directions</title>
<p>Future prospective, multi-center studies with standardized imaging (including MRI) are needed to validate our findings, especially the &#x201c;absence of space-occupying effect&#x201d; and ductal patterns, in larger cohorts. Research should establish evidence-based imaging criteria to improve pre-biopsy diagnosis. Investigating links between glycemic control, diabetic complications, and DMP phenotype could clarify pathogenesis. Large-scale, long-term cohorts are essential to define any relationship between DMP and breast cancer risk, guiding surveillance strategies.</p>
</sec>
</sec>
</body>
<back>
<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>Ethical approval was not required for the study involving humans in accordance with the local legislation and institutional requirements. Written informed consent to participate in this study was not required from the participants or the participants&#x2019; legal guardians/next of kin in accordance with the national legislation and the institutional requirements. 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>CJ: Conceptualization, Methodology, Writing &#x2013; review &amp; editing, Writing &#x2013; original draft, Data curation. ZC: Methodology, Writing &#x2013; review &amp; editing, Investigation. LZ: Writing &#x2013; review &amp; editing, Data curation, Methodology. QZ: Writing &#x2013; review &amp; editing, Investigation, Methodology, Data curation. SL: Writing &#x2013; review &amp; editing, Formal Analysis, Data curation.</p></sec>
<sec id="s9" 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="s10" 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="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>
<ref-list>
<title>References</title>
<ref id="B1">
<label>1</label>
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Saleh</surname> <given-names>MM</given-names></name>
<name><surname>Abdelwahab</surname> <given-names>K</given-names></name>
<name><surname>Ellabban</surname> <given-names>M</given-names></name>
<name><surname>Hassan</surname> <given-names>A</given-names></name>
<name><surname>Elnahas</surname> <given-names>W</given-names></name>
</person-group>. 
<article-title>Diabetic mastopathy: reporting an unusual scenario of a rare disease</article-title>. <source>Indian J Surg Oncol</source>. (<year>2021</year>) <volume>12</volume>:<page-range>359&#x2013;61</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/s13193-021-01337-1</pub-id>, PMID: <pub-id pub-id-type="pmid">35035171</pub-id>
</mixed-citation>
</ref>
<ref id="B2">
<label>2</label>
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Sato</surname> <given-names>LT</given-names></name>
<name><surname>de Mello</surname> <given-names>GGN</given-names></name>
<name><surname>Stiepcich</surname> <given-names>MMA</given-names></name>
<name><surname>Tucunduva</surname> <given-names>TCDM</given-names></name>
<name><surname>Torres</surname> <given-names>US</given-names></name>
<name><surname>Reis</surname> <given-names>AF</given-names></name>
<etal/>
</person-group>. 
<article-title>Ultrasound as a valuable imaging modality in sclerosing lymphocytic lobulitis: imaging features based on a retrospective cohort analysis of 51 cases</article-title>. <source>Can Assoc Radiologists J</source>. (<year>2021</year>) <volume>72</volume>:<page-range>767&#x2013;74</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1177/0846537120983122</pub-id>, PMID: <pub-id pub-id-type="pmid">33461324</pub-id>
</mixed-citation>
</ref>
<ref id="B3">
<label>3</label>
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Leroux-Stewart</surname> <given-names>J</given-names></name>
<name><surname>Rabasa-Lhoret</surname> <given-names>R</given-names></name>
</person-group>. 
<article-title>Diabetic mastopathy: case report and summary of literature</article-title>. <source>Can J Diabetes</source>. (<year>2014</year>) <volume>38</volume>:<page-range>305&#x2013;6</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.jcjd.2013.12.008</pub-id>, PMID: <pub-id pub-id-type="pmid">24821390</pub-id>
</mixed-citation>
</ref>
<ref id="B4">
<label>4</label>
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Soler</surname> <given-names>NG</given-names></name>
<name><surname>Khardori</surname> <given-names>R</given-names></name>
</person-group>. 
<article-title>Fibrous disease of the breast, thyroiditis, and cheiroarthropathy in type I diabetes mellitus</article-title>. <source>Lancet</source>. (<year>1984</year>) <volume>1</volume>:<page-range>193&#x2013;5</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/s0140-6736(84)92114-7</pub-id>, PMID: <pub-id pub-id-type="pmid">6141337</pub-id>
</mixed-citation>
</ref>
<ref id="B5">
<label>5</label>
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Accurso</surname> <given-names>A</given-names></name>
<name><surname>Della Corte</surname> <given-names>GA</given-names></name>
<name><surname>Rocco</surname> <given-names>N</given-names></name>
<name><surname>Varone</surname> <given-names>V</given-names></name>
<name><surname>Buonaiuto</surname> <given-names>R</given-names></name>
<name><surname>Compagna</surname> <given-names>R</given-names></name>
<etal/>
</person-group>. 
<article-title>Unusual breast lesion mimicking cancer: diabetic mastopathy</article-title>. <source>Int J Surg</source>. (<year>2014</year>) <volume>12 Suppl 1</volume>:<page-range>S79&#x2013;82</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.ijsu.2014.05.048</pub-id>, PMID: <pub-id pub-id-type="pmid">24862664</pub-id>
</mixed-citation>
</ref>
<ref id="B6">
<label>6</label>
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Guzik</surname> <given-names>P</given-names></name>
<name><surname>G&#x119;ca</surname> <given-names>T</given-names></name>
<name><surname>Topolewski</surname> <given-names>P</given-names></name>
<name><surname>Harpula</surname> <given-names>M</given-names></name>
<name><surname>Pirowski</surname> <given-names>W</given-names></name>
<name><surname>Kozie&#x142;ek</surname> <given-names>K</given-names></name>
<etal/>
</person-group>. 
<article-title>Diabetic mastopathy. Review of diagnostic methods and therapeutic options</article-title>. <source>Int J Environ Res Public Health</source>. (<year>2021</year>) <volume>19</volume>. doi:&#xa0;<pub-id pub-id-type="doi">10.3390/ijerph19010448</pub-id>, PMID: <pub-id pub-id-type="pmid">35010708</pub-id>
</mixed-citation>
</ref>
<ref id="B7">
<label>7</label>
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Ng</surname> <given-names>WK</given-names></name>
<name><surname>Chan</surname> <given-names>SK</given-names></name>
<name><surname>Kwok</surname> <given-names>KM</given-names></name>
<name><surname>Fung</surname> <given-names>PY</given-names></name>
</person-group>. 
<article-title>Diabetic mastopathy: A breast carcinoma mimic</article-title>. <source>Hong Kong Med J</source>. (<year>2019</year>), <volume>25</volume>:<page-range>251.e1&#x2013;.e3</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.12809/hkmj187514</pub-id>, PMID: <pub-id pub-id-type="pmid">31182674</pub-id>
</mixed-citation>
</ref>
<ref id="B8">
<label>8</label>
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Camuto</surname> <given-names>PM</given-names></name>
<name><surname>Zetrenne</surname> <given-names>E</given-names></name>
<name><surname>Ponn</surname> <given-names>T</given-names></name>
</person-group>. 
<article-title>Diabetic mastopathy: A report of 5 cases and a review of the literature</article-title>. <source>Arch Surg</source>. (<year>2000</year>) <volume>135</volume>:<page-range>1190&#x2013;3</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1001/archsurg.135.10.1190</pub-id>, PMID: <pub-id pub-id-type="pmid">11030878</pub-id>
</mixed-citation>
</ref>
<ref id="B9">
<label>9</label>
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Spak</surname> <given-names>DA</given-names></name>
<name><surname>Plaxco</surname> <given-names>JS</given-names></name>
<name><surname>Santiago</surname> <given-names>L</given-names></name>
<name><surname>Dryden</surname> <given-names>MJ</given-names></name>
<name><surname>Dogan</surname> <given-names>BE</given-names></name>
</person-group>. 
<article-title>Bi-rads(<sup>&#xae;</sup>) fifth edition: A summary of changes</article-title>. <source>Diagn Interv Imaging</source>. (<year>2017</year>) <volume>98</volume>:<page-range>179&#x2013;90</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.diii.2017.01.001</pub-id>, PMID: <pub-id pub-id-type="pmid">28131457</pub-id>
</mixed-citation>
</ref>
<ref id="B10">
<label>10</label>
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Mariano</surname> <given-names>L</given-names></name>
<name><surname>Nicosia</surname> <given-names>L</given-names></name>
<name><surname>Scolari</surname> <given-names>S</given-names></name>
<name><surname>Pasi</surname> <given-names>S</given-names></name>
<name><surname>Netti</surname> <given-names>S</given-names></name>
<name><surname>Mazzarol</surname> <given-names>G</given-names></name>
<etal/>
</person-group>. 
<article-title>Diabetic mastopathy: A monocentric study to explore this uncommon breast disease</article-title>. <source>Diagnostics (Basel)</source>. (<year>2024</year>) <volume>14</volume>. doi:&#xa0;<pub-id pub-id-type="doi">10.3390/diagnostics14232749</pub-id>, PMID: <pub-id pub-id-type="pmid">39682657</pub-id>
</mixed-citation>
</ref>
<ref id="B11">
<label>11</label>
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Ruze</surname> <given-names>R</given-names></name>
<name><surname>Liu</surname> <given-names>T</given-names></name>
<name><surname>Zou</surname> <given-names>X</given-names></name>
<name><surname>Song</surname> <given-names>J</given-names></name>
<name><surname>Chen</surname> <given-names>Y</given-names></name>
<name><surname>Xu</surname> <given-names>R</given-names></name>
<etal/>
</person-group>. 
<article-title>Obesity and type 2 diabetes mellitus: connections in epidemiology, pathogenesis, and treatments</article-title>. <source>Front Endocrinol (Lausanne)</source>. (<year>2023</year>) <volume>14</volume>:<elocation-id>1161521</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.3389/fendo.2023.1161521</pub-id>, PMID: <pub-id pub-id-type="pmid">37152942</pub-id>
</mixed-citation>
</ref>
<ref id="B12">
<label>12</label>
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Jin</surname> <given-names>C</given-names></name>
<name><surname>Lai</surname> <given-names>Y</given-names></name>
<name><surname>Li</surname> <given-names>Y</given-names></name>
<name><surname>Teng</surname> <given-names>D</given-names></name>
<name><surname>Yang</surname> <given-names>W</given-names></name>
<name><surname>Teng</surname> <given-names>W</given-names></name>
<etal/>
</person-group>. 
<article-title>Changes in the prevalence of diabetes and control of risk factors for diabetes among chinese adults from 2007 to 2017: an analysis of repeated national cross-sectional surveys</article-title>. <source>J Diabetes</source>. (<year>2024</year>) <volume>16</volume>:<fpage>e13492</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1111/1753-0407.13492</pub-id>, PMID: <pub-id pub-id-type="pmid">37927176</pub-id>
</mixed-citation>
</ref>
<ref id="B13">
<label>13</label>
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Cerono</surname> <given-names>G</given-names></name>
<name><surname>Chicco</surname> <given-names>D</given-names></name>
</person-group>. 
<article-title>Ensemble machine learning reveals key features for diabetes duration from electronic health records</article-title>. <source>PeerJ Comput Sci</source>. (<year>2024</year>) <volume>10</volume>:<fpage>e1896</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.7717/peerj-cs.1896</pub-id>, PMID: <pub-id pub-id-type="pmid">38435625</pub-id>
</mixed-citation>
</ref>
<ref id="B14">
<label>14</label>
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Kim</surname> <given-names>J</given-names></name>
<name><surname>Kim</surname> <given-names>E-K</given-names></name>
<name><surname>Kim</surname> <given-names>MJ</given-names></name>
<name><surname>Moon</surname> <given-names>HJ</given-names></name>
<name><surname>Yoon</surname> <given-names>JH</given-names></name>
</person-group>. 
<article-title>Diabetic mastopathy: imaging features and the role of image-guided biopsy in its diagnosis</article-title>. <source>Ultrasonography</source>. (<year>2016</year>) <volume>35</volume>:<page-range>140&#x2013;7</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.14366/usg.15052</pub-id>, PMID: <pub-id pub-id-type="pmid">26810194</pub-id>
</mixed-citation>
</ref>
<ref id="B15">
<label>15</label>
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Suvannarerg</surname> <given-names>V</given-names></name>
<name><surname>Claimon</surname> <given-names>T</given-names></name>
<name><surname>Sitthinamsuwan</surname> <given-names>P</given-names></name>
<name><surname>Thiravit</surname> <given-names>S</given-names></name>
<name><surname>Muangsomboon</surname> <given-names>K</given-names></name>
<name><surname>Korpraphong</surname> <given-names>P</given-names></name>
</person-group>. 
<article-title>Clinical, mammographic, and ultrasonographic characteristics of diabetic mastopathy: A case series</article-title>. <source>Clin Imaging</source>. (<year>2019</year>) <volume>53</volume>:<page-range>204&#x2013;9</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.clinimag.2018.11.002</pub-id>, PMID: <pub-id pub-id-type="pmid">30423508</pub-id>
</mixed-citation>
</ref>
<ref id="B16">
<label>16</label>
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Patel</surname> <given-names>PB</given-names></name>
<name><surname>Carter</surname> <given-names>GJ</given-names></name>
<name><surname>Berg</surname> <given-names>WA</given-names></name>
</person-group>. 
<article-title>Diabetic fibrous mastopathy: imaging features with histopathologic correlation</article-title>. <source>J Breast Imaging</source>. (<year>2023</year>) <volume>5</volume>:<page-range>585&#x2013;90</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1093/jbi/wbad033</pub-id>, PMID: <pub-id pub-id-type="pmid">38416913</pub-id>
</mixed-citation>
</ref>
<ref id="B17">
<label>17</label>
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Boumarah</surname> <given-names>DN</given-names></name>
<name><surname>AlSinan</surname> <given-names>AS</given-names></name>
<name><surname>AlMaher</surname> <given-names>EM</given-names></name>
<name><surname>Mashhour</surname> <given-names>M</given-names></name>
<name><surname>AlDuhileb</surname> <given-names>M</given-names></name>
</person-group>. 
<article-title>Diabetic mastopathy: A rare clinicopathologic entity with considerable autoimmune potential</article-title>. <source>Int J Surg Case Rep</source>. (<year>2022</year>) <volume>95</volume>:<elocation-id>107151</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.ijscr.2022.107151</pub-id>, PMID: <pub-id pub-id-type="pmid">35576751</pub-id>
</mixed-citation>
</ref>
<ref id="B18">
<label>18</label>
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Lin</surname> <given-names>W</given-names></name>
<name><surname>Bao</surname> <given-names>L</given-names></name>
</person-group>. 
<article-title>Mammography and ultrasonography manifestations of sclerosing lymphocytic lobulitis of the breast: A series of seven case reports</article-title>. <source>Curr Med Imaging Formerly Curr Med Imaging Rev</source>. (<year>2023</year>) <volume>20</volume>. doi:&#xa0;<pub-id pub-id-type="doi">10.2174/1573405620666230904104346</pub-id>, PMID: <pub-id pub-id-type="pmid">37670714</pub-id>
</mixed-citation>
</ref>
<ref id="B19">
<label>19</label>
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Park</surname> <given-names>SH</given-names></name>
<name><surname>Choi</surname> <given-names>SJ</given-names></name>
<name><surname>Jung</surname> <given-names>HK</given-names></name>
</person-group>. 
<article-title>Sclerosing lymphocytic lobulitis manifesting as suspicious microcalcifications with hashimoto&#x2019;s thyroiditis in a young woman</article-title>. <source>Breast J</source>. (<year>2013</year>) <volume>19</volume>:<page-range>539&#x2013;41</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1111/tbj.12156</pub-id>, PMID: <pub-id pub-id-type="pmid">23834442</pub-id>
</mixed-citation>
</ref>
<ref id="B20">
<label>20</label>
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Wood</surname> <given-names>E</given-names></name>
<name><surname>Propeck</surname> <given-names>P</given-names></name>
</person-group>. 
<article-title>Atypical sonographic presentation of diabetic mastopathy: A case report and literature review</article-title>. <source>J Clin Imaging Sci</source>. (<year>2021</year>) <volume>11</volume>. doi:&#xa0;<pub-id pub-id-type="doi">10.25259/jcis_111_2021</pub-id>, PMID: <pub-id pub-id-type="pmid">34877067</pub-id>
</mixed-citation>
</ref>
<ref id="B21">
<label>21</label>
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Allu&#xe9;</surname> <given-names>M</given-names></name>
<name><surname>Arribas</surname> <given-names>MD</given-names></name>
<name><surname>Guemes</surname> <given-names>A</given-names></name>
</person-group>. 
<article-title>Diabetic mastopathy: differential diagnosis of breast carcinoma</article-title>. <source>Breast J</source>. (<year>2020</year>) <volume>26</volume>:<page-range>1416&#x2013;7</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1111/tbj.13785</pub-id>, PMID: <pub-id pub-id-type="pmid">32067328</pub-id>
</mixed-citation>
</ref>
<ref id="B22">
<label>22</label>
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Chen</surname> <given-names>XX</given-names></name>
<name><surname>Shao</surname> <given-names>SJ</given-names></name>
<name><surname>Wan</surname> <given-names>H</given-names></name>
</person-group>. 
<article-title>Diabetic mastopathy in an elderly woman misdiagnosed as breast cancer: A case report and review of the literature</article-title>. <source>World J Clin cases</source>. (<year>2021</year>) <volume>9</volume>:<page-range>3458&#x2013;65</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.12998/wjcc.v9.i14.3458</pub-id>, PMID: <pub-id pub-id-type="pmid">34002158</pub-id>
</mixed-citation>
</ref>
<ref id="B23">
<label>23</label>
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Wang</surname> <given-names>H</given-names></name>
<name><surname>MacInnis</surname> <given-names>RJ</given-names></name>
<name><surname>Li</surname> <given-names>S</given-names></name>
</person-group>. 
<article-title>Family history and breast cancer risk for asian women: A systematic review and meta-analysis</article-title>. <source>BMC Med</source>. (<year>2023</year>) <volume>21</volume>:<fpage>239</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1186/s12916-023-02950-3</pub-id>, PMID: <pub-id pub-id-type="pmid">37400822</pub-id>
</mixed-citation>
</ref>
<ref id="B24">
<label>24</label>
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Liu</surname> <given-names>L</given-names></name>
<name><surname>Hao</surname> <given-names>X</given-names></name>
<name><surname>Song</surname> <given-names>Z</given-names></name>
<name><surname>Zhi</surname> <given-names>X</given-names></name>
<name><surname>Zhang</surname> <given-names>S</given-names></name>
<name><surname>Zhang</surname> <given-names>J</given-names></name>
</person-group>. 
<article-title>Correlation between family history and characteristics of breast cancer</article-title>. <source>Sci Rep</source>. (<year>2021</year>) <volume>11</volume>:<fpage>6360</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/s41598-021-85899-8</pub-id>, PMID: <pub-id pub-id-type="pmid">33737705</pub-id>
</mixed-citation>
</ref>
<ref id="B25">
<label>25</label>
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Nicholson</surname> <given-names>WK</given-names></name>
<name><surname>Silverstein</surname> <given-names>M</given-names></name>
<name><surname>Wong</surname> <given-names>JB</given-names></name>
<name><surname>Barry</surname> <given-names>MJ</given-names></name>
<name><surname>Chelmow</surname> <given-names>D</given-names></name>
<name><surname>Coker</surname> <given-names>TR</given-names></name>
<etal/>
</person-group>. 
<article-title>Screening for breast cancer: us preventive services task force recommendation statement</article-title>. <source>Jama</source>. (<year>2024</year>) <volume>331</volume>:<page-range>1918&#x2013;30</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1001/jama.2024.5534</pub-id>, PMID: <pub-id pub-id-type="pmid">38687503</pub-id>
</mixed-citation>
</ref>
<ref id="B26">
<label>26</label>
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Guo</surname> <given-names>R</given-names></name>
<name><surname>Lu</surname> <given-names>G</given-names></name>
<name><surname>Qin</surname> <given-names>B</given-names></name>
<name><surname>Fei</surname> <given-names>B</given-names></name>
</person-group>. 
<article-title>Ultrasound imaging technologies for breast cancer detection and management: A review</article-title>. <source>Ultrasound Med Biol</source>. (<year>2018</year>) <volume>44</volume>:<fpage>37</fpage>&#x2013;<lpage>70</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.ultrasmedbio.2017.09.012</pub-id>, PMID: <pub-id pub-id-type="pmid">29107353</pub-id>
</mixed-citation>
</ref>
<ref id="B27">
<label>27</label>
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Farkas</surname> <given-names>AH</given-names></name>
<name><surname>Nattinger</surname> <given-names>AB</given-names></name>
</person-group>. 
<article-title>Breast cancer screening and prevention</article-title>. <source>Ann Intern Med</source>. (<year>2023</year>) <volume>176</volume>:<page-range>Itc161&#x2013;itc76</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.7326/aitc202311210</pub-id>, PMID: <pub-id pub-id-type="pmid">37956433</pub-id>
</mixed-citation>
</ref>
<ref id="B28">
<label>28</label>
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>D&#x2019;Alfonso</surname> <given-names>TM</given-names></name>
<name><surname>Ginter</surname> <given-names>PS</given-names></name>
<name><surname>Shin</surname> <given-names>SJ</given-names></name>
</person-group>. 
<article-title>A review of inflammatory processes of the breast with a focus on diagnosis in core biopsy samples</article-title>. <source>. J Pathol Transl Med</source>. (<year>2015</year>) <volume>49</volume>:<page-range>279&#x2013;87</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.4132/jptm.2015.06.11</pub-id>, PMID: <pub-id pub-id-type="pmid">26095437</pub-id>
</mixed-citation>
</ref>
<ref id="B29">
<label>29</label>
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Ricart Selma</surname> <given-names>V</given-names></name>
<name><surname>Camps Herrero</surname> <given-names>J</given-names></name>
<name><surname>Mart&#xed;nez Rubio</surname> <given-names>C</given-names></name>
<name><surname>Cano Mu&#xf1;oz</surname> <given-names>R</given-names></name>
<name><surname>Gonz&#xe1;lez Noguera</surname> <given-names>PJ</given-names></name>
<name><surname>Forment Navarro</surname> <given-names>M</given-names></name>
<etal/>
</person-group>. 
<article-title>Diabetic mastopathy: clinical presentation, imaging and histologic findings, and treatment</article-title>. <source>Radiologia</source>. (<year>2011</year>) <volume>53</volume>:<page-range>349&#x2013;54</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.rx.2011.01.003</pub-id>, PMID: <pub-id pub-id-type="pmid">21530989</pub-id>
</mixed-citation>
</ref>
<ref id="B30">
<label>30</label>
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Agochukwu</surname> <given-names>NB</given-names></name>
<name><surname>Wong</surname> <given-names>L</given-names></name>
</person-group>. 
<article-title>Diabetic mastopathy: A systematic review of surgical management of a rare breast disease</article-title>. <source>Ann Plast Surg</source>. (<year>2017</year>) <volume>78</volume>:<page-range>471&#x2013;5</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1097/sap.0000000000000879</pub-id>, PMID: <pub-id pub-id-type="pmid">28272124</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/3110295">Lulu Wang</ext-link>, Reykjav&#xed;k University, Iceland</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/2822090">Luciano Mariano</ext-link>, European Institute of Oncology (IEO), Italy</p>
<p><ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2983498">Ermias Teklehaimanot Yefter</ext-link>, University of Gondar, Ethiopia</p></fn>
</fn-group>
<fn-group>
<fn fn-type="abbr" id="abbrev1">
<label>Abbreviations:</label>
<p>BI-RADS, Breast Imaging Reporting and Data System; CC, Craniocaudal; CNB, Core needle biopsy; DM, Diabetes mellitus; DMP, Diabetic mastopathy; GAD65, Glutamic acid decarboxylase; 5-kDa, autoantibody; HbA1c, Glycated Hemoglobin A1c; MG, Mammography; MLO, Mediolateral oblique; MRI, Magnetic; esonance imaging; T1DM, Insulin-treated type 1 diabetes mellitus; T2DM, Insulin-treated type 2 diabetes mellitus; US, Ultrasonography.</p>
</fn>
</fn-group>
</back>
</article>