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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>
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<issn pub-type="epub">1664-2392</issn>
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<publisher-name>Frontiers Media S.A.</publisher-name>
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<article-meta>
<article-id pub-id-type="doi">10.3389/fendo.2026.1743975</article-id>
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<article-categories>
<subj-group subj-group-type="heading">
<subject>Original Research</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Ultrasonographic differentiation of diffuse large B-cell lymphoma and mucosa-associated lymphoid tissue lymphoma in primary thyroid lymphoma</article-title>
</title-group>
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<name><surname>He</surname><given-names>Xining</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
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<name><surname>Bai</surname><given-names>Ying</given-names></name>
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<name><surname>Wang</surname><given-names>Si-fan</given-names></name>
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<name><surname>Chen</surname><given-names>Qianyuan</given-names></name>
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<name><surname>Cao</surname><given-names>Haiyan</given-names></name>
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<name><surname>Yao</surname><given-names>Mengyun</given-names></name>
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<name><surname>Zhang</surname><given-names>Wenjing</given-names></name>
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<name><surname>Wang</surname><given-names>Zhen</given-names></name>
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<contrib contrib-type="author">
<name><surname>Wang</surname><given-names>Xiuhua</given-names></name>
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<name><surname>Xiong</surname><given-names>Jiajia</given-names></name>
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<name><surname>Xiang</surname><given-names>Feixiang</given-names></name>
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<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
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<name><surname>Yu</surname><given-names>Cheng</given-names></name>
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<name><surname>Shi</surname><given-names>Jia-wei</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
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<aff id="aff1"><label>1</label><institution>Department of Ultrasound Medicine, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology</institution>, <city>Wuhan</city>,&#xa0;<country country="cn">China</country></aff>
<aff id="aff2"><label>2</label><institution>Chongqing Hospital, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology</institution>, <city>Chongqing</city>,&#xa0;<country country="cn">China</country></aff>
<aff id="aff3"><label>3</label><institution>Clinical Research Center for Medical Imaging in Hubei Province</institution>, <city>Wuhan</city>,&#xa0;<country country="cn">China</country></aff>
<aff id="aff4"><label>4</label><institution>Hubei Province Key Laboratory of Molecular Imaging</institution>, <city>Wuhan</city>,&#xa0;<country country="cn">China</country></aff>
<aff id="aff5"><label>5</label><institution>Department of Pathology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology</institution>, <city>Wuhan</city>,&#xa0;<country country="cn">China</country></aff>
<author-notes>
<corresp id="c001"><label>*</label>Correspondence: Jia-wei Shi, <email xlink:href="mailto:shi_jiawei@hust.edu.cn">shi_jiawei@hust.edu.cn</email>; Cheng Yu, <email xlink:href="mailto:yuc1983@hust.edu.cn">yuc1983@hust.edu.cn</email>; Feixiang Xiang, <email xlink:href="mailto:xiangfx@hust.edu.cn">xiangfx@hust.edu.cn</email></corresp>
<fn fn-type="equal" id="fn003">
<label>&#x2020;</label>
<p>These authors have contributed equally to this work and share first authorship</p></fn>
</author-notes>
<pub-date publication-format="electronic" date-type="pub" iso-8601-date="2026-02-18">
<day>18</day>
<month>02</month>
<year>2026</year>
</pub-date>
<pub-date publication-format="electronic" date-type="collection">
<year>2026</year>
</pub-date>
<volume>17</volume>
<elocation-id>1743975</elocation-id>
<history>
<date date-type="received">
<day>11</day>
<month>11</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>23</day>
<month>01</month>
<year>2026</year>
</date>
<date date-type="rev-recd">
<day>26</day>
<month>12</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2026 He, Bai, Wang, Chen, Cao, Xu, Yao, Zhang, Wang, Wang, Xiong, Xiang, Yu and Shi.</copyright-statement>
<copyright-year>2026</copyright-year>
<copyright-holder>He, Bai, Wang, Chen, Cao, Xu, Yao, Zhang, Wang, Wang, Xiong, Xiang, Yu and Shi</copyright-holder>
<license>
<ali:license_ref start_date="2026-02-18">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>Purpose</title>
<p>The aim of this study was to evaluate the ultrasonographic differences between diffuse large B-cell lymphoma (DLBCL) and mucosa-associated lymphoid tissue (MALT) lymphoma in primary thyroid lymphoma (PTL).</p>
</sec>
<sec>
<title>Methods</title>
<p>A total of 46 patients with histopathologically confirmed PTL (27 with DLBCL and 19 with MALT lymphoma) were included in this study. All patients underwent ultrasonographic imaging prior to initiation of therapy. We retrospectively reviewed all images and compared the imaging findings between the two pathologies.</p>
</sec>
<sec>
<title>Results</title>
<p>DLBCL was more likely to demonstrate greater clinical aggressiveness than MALT lymphoma, as indicated by a significantly higher rate of perithyroidal tissue invasion (41% vs. 11%, <italic>P</italic> = 0.025) and a lower proportion of asymptomatic cases (19% vs. 47%, <italic>P</italic> = 0.036). The percentage of participants with lesions showing markedly hypoechoic echogenicity on ultrasound was 52% (14 of 27) in DLBCL group, compared with 5% (1 of 19) in MALT group (<italic>P</italic> = 0.001). Additionally, the mean maximum diameter of lesions was 62.5 &#xb1; 29.6 mm in DLBCL versus 38.1 &#xb1; 21.7 mm in MALT lymphoma (<italic>P</italic> = 0.004). Multivariable analysis showed that only hypoechoic lesions were independently associated with DLBCL (odds ratio 0.08; 95% CI 0.01&#x2013;0.82).</p>
</sec>
<sec>
<title>Conclusions</title>
<p>DLBCL is frequently characterized by markedly hypoechoic echogenicity, larger lesion size, and perithyroidal invasion on ultrasonography, whereas MALT lymphoma commonly presents with asymptomatic clinical manifestations.</p>
</sec>
</abstract>
<kwd-group>
<kwd>differential diagnosis</kwd>
<kwd>diffuse large B cell lymphoma</kwd>
<kwd>mucosa-associated lymphoid tissue lymphoma</kwd>
<kwd>primary thyroid lymphoma</kwd>
<kwd>ultrasonography</kwd>
</kwd-group>
<funding-group>
<funding-statement>The author(s) declared that financial support was received for this work and/or its publication. This work was supported by the Fundamental Research Funds for the National Natural Science Foundation of China (Grants 82302230, 82300451).</funding-statement>
</funding-group>
<counts>
<fig-count count="4"/>
<table-count count="4"/>
<equation-count count="0"/>
<ref-count count="24"/>
<page-count count="9"/>
<word-count count="3905"/>
</counts>
<custom-meta-group>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Thyroid Endocrinology</meta-value>
</custom-meta>
</custom-meta-group>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<title>Introduction</title>
<p>Primary thyroid lymphoma (PTL) is a rare malignancy, accounting for 1%-5% of thyroid cancers and approximately 2% of all extranodal lymphomas (<xref ref-type="bibr" rid="B1">1</xref>). PTL encompasses several histologic subtypes, among which diffuse large B-cell lymphoma (DLBCL) and extranodal marginal zone lymphoma of mucosa-associated lymphoid tissue (MALT) lymphoma represent the most prevalent forms. MALT lymphoma typically follows an indolent clinical course, whereas DLBCL exhibits aggressive behavior. Importantly, untreated MALT lymphoma can transform into DLBCL, resulting in accelerated disease progression (<xref ref-type="bibr" rid="B2">2</xref>). Radiation therapy (RT) is a principal treatment modality for PTL. Single-modality treatment, such as RT alone or surgical excision, is usually reserved for stage IE MALT lymphoma confined to the thyroid gland (<xref ref-type="bibr" rid="B3">3</xref>). In contrast, patients with DLBCL typically require multimodal treatment including both immunochemotherapy and radiotherapy (<xref ref-type="bibr" rid="B4">4</xref>). Consequently, accurate PTL diagnosis with precise histological subtyping is imperative for therapeutic decision-making and prognostic stratification.</p>
<p>PTL typically manifests as a painless neck mass. Progressive enlargement may cause compressive symptoms including dyspnea, dysphagia, and hoarseness, with symptom profiles varying across histologic subtypes. When clinical and radiological findings suggest PTL, histopathological confirmation via fine-needle aspiration (FNA), core needle biopsy (CNB), or open surgical biopsy is mandatory. Ultrasonography, a noninvasive and widely accessible tool for thyroid evaluation, demonstrates characteristic PTL features such as marked hypoechogenicity, posterior acoustic enhancement, and internal strand-like echoes. These sonographic patterns facilitate discrimination between PTL and other thyroid pathologies (<xref ref-type="bibr" rid="B5">5</xref>). Computed tomography (CT) further contributes to staging through assessment of lesion extent, local tissue invasion, and distant metastasis. Notably, Tomohiro Ando et&#xa0;al. (<xref ref-type="bibr" rid="B6">6</xref>) reported distinct CT patterns for DLBCL and MALT subtypes, suggesting the potential utility of imaging in histological classification.</p>
<p>As the first-line imaging modality for thyroid disorders, ultrasonography plays an indispensable role in diagnostic workflows and therapeutic planning. To our knowledge, no prior studies have systematically compared sonographic characteristics between DLBCL and MALT subtypes in PTL (<xref ref-type="bibr" rid="B6">6</xref>&#x2013;<xref ref-type="bibr" rid="B8">8</xref>). Herein, we present a novel analysis of ultrasound features distinguishing these two histologic variants, with the aim to establish imaging criteria supporting noninvasive PTL subtyping.</p>
</sec>
<sec id="s2">
<title>Methods</title>
<sec id="s2_1">
<title>Patient selection</title>
<p>Patients with histologically confirmed PTL were identified from the pathological database of our institution between January 2011 and December 2024. Detailed clinical information for these patients was retrieved from the electronic medical record (EMR) system. An initial cohort of 71 patients with PTL was enrolled (<xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1</bold></xref>). These cases were further subclassified by immunohistochemical analysis. We excluded patients with poor-quality imaging, those with primary thyroid lymphoma subtypes other than MALT and DLBCL, and those with unidentifiable lesions (<xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1</bold></xref>). MALT was found to have a tendency to transform into DLBCL (<xref ref-type="bibr" rid="B2">2</xref>); therefore, patients exhibiting coexistence of DLBCL and MALT were classified as DLBCL cases for analysis in this study, totaling five patients. Consequently, 46 patients were included in the final analysis: 27 with DLBCL and 19 with MALT lymphoma (<xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1</bold></xref>). Due to the retrospective nature of the study, the requirement for informed consent was waived by the Institutional Review Board.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Patient selection flowchart.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fendo-17-1743975-g001.tif">
<alt-text content-type="machine-generated">Flowchart depicting patient selection for a thyroid lymphoma study. Initially, 71 patients are identified. Nineteen are excluded due to poor image quality, incomplete data, or unidentified lesions, reducing the group to 52. Subsequently, six additional patients are excluded due to follicular and Burkitt types, leaving 46 in the final cohort. This cohort splits into 27 for the DLBCL subgroup and 19 for the MALT subgroup.</alt-text>
</graphic></fig>
</sec>
<sec id="s2_2">
<title>Imaging technique and interpretation</title>
<p>The clinical characteristics and sonographic features of the included patients were retrospectively reviewed. Ultrasound images were acquired using the following systems: GE LOGIQ E11, GE LOGIQ E9, Mindray DC80 (Mindray, China), and Philips iU22 (Philips Healthcare, The Netherlands). Sonographic analysis was performed independently by two experienced radiologists (with over 20 years and 15 years of thyroid imaging experience, respectively), blinded to clinical information and pathological diagnoses. In cases of disagreement, consensus was reached through discussion.</p>
<p>Clinical data were collected and recorded from the hospital EMR system. Confirmation of tumor invasion into perithyroidal tissues or cervical lymph node metastasis was based on either postoperative histopathology or whole-body PET-CT findings.</p>
<p>For qualitative assessment, the distribution pattern of thyroid lesions was classified into three categories: diffuse, nodular, or mixed types. The &#x200b;&#x200b;diffuse type&#x200b;&#x200b; was defined as lesions involving both thyroid lobes with ill-defined margins, with or without residual normal thyroid tissue. The &#x200b;&#x200b;nodular type&#x200b;&#x200b; was characterized by a well-defined nodule or mass surrounded by normal thyroid tissue. The &#x200b;&#x200b;mixed type&#x200b;&#x200b; was defined as the presence of multiple ill-defined lesions exhibiting a patchy distribution, also surrounded by normal thyroid tissue. Additionally, the following sonographic features were systematically evaluated: isthmus thickening, lesion composition, echogenicity, margin, shape, presence of calcification, presence of internal fibrous strands, posterior acoustic enhancement, and internal vascularity assessed by color Doppler imaging. Lesion composition was categorized as solid, cystic, or partially cystic. Echogenicity was classified as either hypoechoic or markedly hypoechoic, with the latter defined as having echogenicity lower than that of the anterior strap muscles. Lesion margin was categorized as circumscribed or non-circumscribed. Lesion shape was designated as regular (oval-to-round) or irregular. The presence of calcification, presence of internal fibrous strands, and posterior acoustic enhancement were recorded as present or absent. Internal vascularity was assessed via color Doppler imaging and categorized as absent/minimal or increased (<xref ref-type="bibr" rid="B9">9</xref>).</p>
</sec>
<sec id="s2_3">
<title>Statistical analysis</title>
<p>Continuous variables were compared between DLBCL and MALT groups using the Mann-Whitney U test. Categorical variables were compared using the Chi-square test or Fisher&#x2019;s exact test, as appropriate. All statistical analyses were performed using SPSS software (version 29.0, IBM Corp., Armonk, NY, USA). A two-tailed P-value of &lt; 0.05 was considered statistically significant.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<title>Results</title>
<p>Patients with DLBCL were generally older than those with MALT lymphoma, although this difference did not reach statistical significance (mean age 63.1 &#xb1; 13.1 years vs. 55.7 &#xb1; 11.1 years, <italic>P</italic> = 0.052). Both groups exhibited a female predominance. The majority of patients across both lymphoma subtypes had a documented history of Hashimoto&#x2019;s thyroiditis. DLBCL patients frequently presented with aggressive clinical behavior, including neck mass (89%), tracheal deviation (48%), tracheal stenosis (22%), and dyspnea (26%). Perithyroidal tissue invasion, involving structures such as the trachea, esophagus, larynx, arteries, or thyroid cartilage (<xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2</bold></xref>), was observed in 11 DLBCL patients (41%) compared to only 2 MALT lymphoma patients (11%), a difference that was statistically significant (<italic>P</italic> = 0.025). Conversely, a significantly higher proportion of MALT lymphoma patients were asymptomatic (47% vs. 19%, <italic>P</italic> = 0.036). Lymph node involvement was common in both groups (DLBCL: 78%; MALT: 63%), but this difference was not statistically significant (<italic>P</italic> = 0.278). Regarding disease staging, DLBCL was more frequently diagnosed at stage IIE (66%), whereas MALT lymphoma predominantly presented at stage IE(58%). Detailed clinical characteristics, including staging and symptom prevalence, are summarized in <xref ref-type="table" rid="T1"><bold>Table&#xa0;1</bold></xref>.</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>A 57-year-old female patient with primary thyroid DLBCL (diffuse large B-cell lymphoma). <bold>(A)</bold> Longitudinal grayscale ultrasound image of the right thyroid lobe shows an altered gland morphology with significant enlargement, heterogeneous hypoechoic echotexture, and linear hyperechoic stripes. <bold>(B)</bold> Longitudinal color Doppler ultrasound image of the right thyroid lobe demonstrates minimal blood flow signals within the lesion. <bold>(C)</bold> Hematoxylin and eosin (HE) staining of the right thyroid lobe tissue (&#xd7;200). <bold>(D)</bold> Maximum Intensity Projection image demonstrates a radiotracer-avid focus in the neck. CT reveals a corresponding soft tissue mass with invasion of the thyroid cartilage, showing markedly increased F-luorodeoxyglucose (FDG) uptake. The arrow indicates a right neck soft tissue mass with markedly increased radiotracer uptake.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fendo-17-1743975-g002.tif">
<alt-text content-type="machine-generated">Ultrasound and PET scan images labeled A, B, C, and D. A and B show ultrasound images of tissue with Doppler and color mapping. C displays a histological slide with dense purple cells. D includes PET scans with red arrows indicating areas of high uptake in the neck on cross-sectional and full-body views.</alt-text>
</graphic></fig>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Patient characteristics.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="left">Characteristics</th>
<th valign="middle" align="left">DLBCL</th>
<th valign="middle" align="left">MALT lymphoma</th>
<th valign="middle" align="left"><italic>P</italic> value</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left">Number of patients</td>
<td valign="middle" align="left">27</td>
<td valign="middle" align="left">19</td>
<td valign="middle" align="left">/</td>
</tr>
<tr>
<th valign="middle" colspan="4" align="left">Age (year)</th>
</tr>
<tr>
<td valign="middle" align="left">Range</td>
<td valign="middle" align="left">35-84</td>
<td valign="middle" align="left">30-74</td>
<td valign="middle" align="left"/>
</tr>
<tr>
<td valign="middle" align="left">Mean &#xb1; SD</td>
<td valign="middle" align="left">63.1 &#xb1; 13.1</td>
<td valign="middle" align="left">55.7 &#xb1; 11.1</td>
<td valign="middle" align="left">0.052</td>
</tr>
<tr>
<td valign="middle" align="left">Sex</td>
<td valign="middle" align="left"/>
<td valign="middle" align="left"/>
<td valign="middle" align="left">0.526</td>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Male</td>
<td valign="middle" align="left">10(37%)</td>
<td valign="middle" align="left">6(32%)</td>
<td valign="middle" align="left"/>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Female</td>
<td valign="middle" align="left">17(63%)</td>
<td valign="middle" align="left">13(68%)</td>
<td valign="middle" align="left"/>
</tr>
<tr>
<td valign="middle" align="left">Clinical stage</td>
<td valign="middle" align="left"/>
<td valign="middle" align="left"/>
<td valign="middle" align="left">0.090</td>
</tr>
<tr>
<td valign="middle" align="left">IE</td>
<td valign="middle" align="left">7(26%)</td>
<td valign="middle" align="left">11(58%)</td>
<td valign="middle" align="left"/>
</tr>
<tr>
<td valign="middle" align="left">IIE<break/>IV</td>
<td valign="middle" align="left">18(67%)<break/>2(7%)</td>
<td valign="middle" align="left">7(37%)<break/>1(5%)</td>
<td valign="middle" align="left"/>
</tr>
<tr>
<td valign="middle" align="left">Hashimoto&#x2019;s thyroiditis</td>
<td valign="middle" align="left">23(85%)</td>
<td valign="middle" align="left">17(89%)</td>
<td valign="middle" align="left">1.000</td>
</tr>
<tr>
<th valign="middle" colspan="4" align="left">Clinical symptoms</th>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Neck mass</td>
<td valign="middle" align="left">24(89%)</td>
<td valign="middle" align="left">14(73%)</td>
<td valign="middle" align="left">0.246</td>
</tr>
<tr>
<td valign="middle" align="left">Progressive enlargement</td>
<td valign="middle" align="left">16(59%)</td>
<td valign="middle" align="left">8(42%)</td>
<td valign="middle" align="left">0.251</td>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Dysphagia</td>
<td valign="middle" align="left">4(15%)</td>
<td valign="middle" align="left">3(16%)</td>
<td valign="middle" align="left">1.000</td>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Dyspnea</td>
<td valign="middle" align="left">7(26%)</td>
<td valign="middle" align="left">3(16%)</td>
<td valign="middle" align="left">0.488</td>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Hoarseness</td>
<td valign="middle" align="left">2(7%)</td>
<td valign="middle" align="left">0(0)</td>
<td valign="middle" align="left">0.504</td>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Tracheal deviation</td>
<td valign="middle" align="left">13(48%)</td>
<td valign="middle" align="left">4(21%)</td>
<td valign="middle" align="left">0.073</td>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Tracheal stenosis</td>
<td valign="middle" align="left">6(22%)</td>
<td valign="middle" align="left">4(21%)</td>
<td valign="middle" align="left">1.000</td>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Asymptomatic</td>
<td valign="middle" align="left">5(19%)</td>
<td valign="middle" align="left">9(47%)</td>
<td valign="middle" align="left"><bold>0.036</bold>&#x2020;</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>DLBCL, diffuse large B cell lymphoma; MALT lymphoma mucosa associated lymphoid tissue lymphoma; SD, standard deviation.</p></fn>
<fn>
<p>&#x2020;, <italic>P</italic> &lt; 0.05.</p></fn>
</table-wrap-foot>
</table-wrap>
<p>Both DLBCL and MALT lymphoma most commonly exhibited a nodular growth pattern. Some lesions demonstrated a diffuse distribution, while a mixed pattern was observed less frequently. There was no statistically significant difference in the distribution patterns between the two subtypes. The distribution of lymphoma lesions demonstrated notable trends: MALT lymphoma lesions occurred more frequently in the bilateral thyroid lobes (58%), while DLBCL lesions predominantly involved unilateral thyroid involvement (63%). However, this observed difference did not reach statistical significance (<italic>P</italic> = 0.162). In contrast, a highly significant difference was observed in lesion echogenicity. Among the 27 patients with DLBCL, 14 (52%) had lesions that were predominantly markedly hypoechoic, as compared with 1 of 19 patients (5%) with MALT lymphoma (<italic>P</italic> = 0.001, <xref ref-type="fig" rid="f3"><bold>Figure&#xa0;3</bold></xref>, <xref ref-type="table" rid="T2"><bold>Table&#xa0;2</bold></xref>). The maximum lesion diameter was significantly greater in DLBCL compared to MALT lymphoma (62.5 &#xb1; 29.6 mm vs. 38.1 &#xb1; 21.7 mm, <italic>P</italic> = 0.004, <xref ref-type="fig" rid="f3"><bold>Figures&#xa0;3A, D</bold></xref>, <xref ref-type="table" rid="T2"><bold>Table&#xa0;2</bold></xref>). The DLBCL and MALT groups showed similar findings in terms of calcifications (7% vs. 5%), internal fibrous strands (63% vs. 68%), posterior acoustic enhancement (15% vs. 11%), and rich vascularity assessed by color Doppler flow (70% and 74%; <xref ref-type="table" rid="T2"><bold>Table&#xa0;2</bold></xref>, <xref ref-type="fig" rid="f3"><bold>Figure&#xa0;3</bold></xref>).</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>A 43-year-old female patient with primary thyroid MALT lymphoma <bold>(A-C)</bold> and a 59-year-old female patient with primary thyroid DLBCL <bold>(D-F)</bold>. <bold>(A)</bold> Transverse grayscale ultrasound image of the right thyroid lobe shows a hypoechoic area with heterogeneous internal echogenicity and a reticular pattern. <bold>(B)</bold> Transverse color Doppler ultrasound image of the right thyroid lobe reveals rich blood flow signals within the hypoechoic area. <bold>(C)</bold> Hematoxylin and eosin (HE) staining of the right thyroid biopsy tissue (&#xd7;200). <bold>(D)</bold> Longitudinal grayscale ultrasound image of the left thyroid lobe shows a full gland with rounded contours, containing a large, markedly hypoechoic area with heterogeneous internal echogenicity and linear hyperechoic stripes. <bold>(E)</bold> Longitudinal color Doppler ultrasound image of the left thyroid lobe reveals rich blood flow signals within the markedly hypoechoic area. <bold>(F)</bold> Hematoxylin and eosin (HE) staining of the biopsy tissue from the left thyroid mass (&#xd7;400).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fendo-17-1743975-g003.tif">
<alt-text content-type="machine-generated">Ultrasound images A and D show lesions with grayscale imaging, while images B and E display lesions with color Doppler highlighting blood flow. Histological images C and F reveal tissue samples, showing cellular patterns in pink and purple hues.</alt-text>
</graphic></fig>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>Qualitative assessments and quantitative measurements.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="left"/>
<th valign="middle" align="left">DLBCL (n=27)</th>
<th valign="middle" align="left">MALT lymphoma (n=19)</th>
<th valign="middle" align="left"><italic>P</italic> value</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left">Bilateral<break/>Morphological pattern</td>
<td valign="middle" align="left">10(37%)</td>
<td valign="middle" align="left">11(58%)</td>
<td valign="middle" align="left">0.162<break/>0.608</td>
</tr>
<tr>
<td valign="middle" align="left">Diffuse</td>
<td valign="middle" align="left">11(41%)</td>
<td valign="middle" align="left">6(32%)</td>
<td valign="middle" align="left"/>
</tr>
<tr>
<td valign="middle" align="left">Nodular<break/>Mixed</td>
<td valign="middle" align="left">13(48%)<break/>3(11%)</td>
<td valign="middle" align="left">9(47%)<break/>4(21%)</td>
<td valign="middle" align="left"/>
</tr>
<tr>
<td valign="middle" align="left">Lymph node metastasis</td>
<td valign="middle" align="left">21(78%)</td>
<td valign="middle" align="left">12(63%)</td>
<td valign="middle" align="left">0.278</td>
</tr>
<tr>
<td valign="middle" align="left">Invasion of surrounding tissues</td>
<td valign="middle" align="left">11(41%)</td>
<td valign="middle" align="left">2(11%)</td>
<td valign="middle" align="left">0.025&#x2020;</td>
</tr>
<tr>
<td valign="middle" align="left">Preserved peripheral thyroid tissue</td>
<td valign="middle" align="left">17(63%)</td>
<td valign="middle" align="left">12(63%)</td>
<td valign="middle" align="left">0.989</td>
</tr>
<tr>
<td valign="middle" align="left">Thickening of the isthmus<break/>Margin<break/>Circumscribed<break/>Uncircumscribed<break/>Shape<break/>Regular<break/>Irregular<break/>Echogenicity<break/>Hypoechoic<break/>Markedly hypoechoic<break/>Echogenic strands<break/>Calcification</td>
<td valign="middle" align="left">17(63%)<break/>9(33%)<break/>18(67%)<break/>3(33%)<break/>6(67%)<break/>13(48%)<break/>14(52%)<break/>17(63%)<break/>2(7%)</td>
<td valign="middle" align="left">12(63%)<break/>10(53%)<break/>9(47%)<break/>6(60%)<break/>4(40%)<break/>18(95%)<break/>1(5%)<break/>13(68%)<break/>1(5%)</td>
<td valign="middle" align="left">0.989<break/>0.191<break/>0.370<break/>0.001&#x2020;<break/>0.702<break/>0.772</td>
</tr>
<tr>
<td valign="middle" align="left">Posterior echo enhancement</td>
<td valign="middle" align="left">4(15%)</td>
<td valign="middle" align="left">2(11%)</td>
<td valign="middle" align="left">1.000</td>
</tr>
<tr>
<td valign="middle" align="left">Maximum diameter (mm)</td>
<td valign="middle" align="left">62.5 &#xb1; 29.6&#x2021;</td>
<td valign="middle" align="left">38.1 &#xb1; 21.7&#x2021;</td>
<td valign="middle" align="left">0.004&#x2020;</td>
</tr>
<tr>
<td valign="middle" align="left">Vascularity<break/>Absence/not rich vascularity<break/>Rich vascularity</td>
<td valign="middle" align="left">8(30)<break/>19(70)</td>
<td valign="middle" align="left">5(26)<break/>14(74)</td>
<td valign="middle" align="left">0.806</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>&#x2020;, <italic>P</italic> &lt; 0.05.</p></fn>
<fn>
<p>&#x2021;, Mean &#xb1; standard deviation.</p></fn>
<fn>
<p>DLBCL, diffuse large B cell lymphoma; MALT lymphoma, mucosa-associated lymphoid tissue lymphoma.</p></fn>
</table-wrap-foot>
</table-wrap>
<p>An assessment of the ability of key features to discriminate DLBCL from MALT lymphoma was conducted using receiver operating characteristic (ROC) curves. The maximum lesion diameter showed the highest diagnostic performance with an AUC of 0.76 (95% confidence interval [CI], 0.62 to 0.90), followed by lesion echogenicity, with AUC of 0.73 (95% CI, 0.62 to 0.84). Perithyroidal tissue invasion (AUC 0.65) and asymptomatic presentation (AUC 0.64) demonstrated moderate discriminatory value. However, DeLong&#x2019;s test showed that none of the differences in AUC among these features were statistically significant (all <italic>P</italic> &gt; 0.05; <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>Performance of ultrasonographic and clinical features for the detection of DLBCL and MALT lymphoma in PTL. The analysis evaluated four key parameters: invasion of surrounding tissues, maximum lesion diameter, lesion echogenicity, and asymptomatic presentation. The diagonal gray line represents the reference line of no discriminative ability. DeLong&#x2019;s test was used to compare the ROC curves, evaluating whether the other three indicators differed significantly from invasion of surrounding tissues.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fendo-17-1743975-g004.tif">
<alt-text content-type="machine-generated">ROC curve graph showing sensitivity versus 1-specificity for four parameters: invasion of surrounding tissues (red line, 0.65), echogenicity (blue line, 0.73), asymptomatic (teal line, 0.64), and maximum diameter (green line, 0.76). Each parameter includes confidence intervals and p-values. A diagonal gray line represents the reference.</alt-text>
</graphic></fig>
<p>Logistic regression analysis was undertaken to identify significant predictors for differentiating DLBCL from MALT lymphoma. Four variables were significantly associated with a diagnosis of DLBCL, including the presence of clinical symptoms (OR, 3.96; <italic>P</italic> = 0.042), larger maximum lesion diameter&#x200b; (OR, 1.04; <italic>P</italic> = 0.008), hypoechoic echogenicity (OR, 0.05; <italic>P</italic> = 0.007), and invasion of surrounding tissues (OR, 5.84; <italic>P</italic> = 0.036) (<xref ref-type="table" rid="T3"><bold>Table&#xa0;3</bold></xref>). In the multivariable logistic regression analysis controlling for patient age and sex, only markedly hypoechoic echogenicity&#x200b; remained an independent and strong predictor of DLBCL (Adjusted OR=13.12, 95% CI: 1.22-140.89, <italic>P</italic> = 0.034) (<xref ref-type="table" rid="T3"><bold>Table&#xa0;3</bold></xref>). A comparative analysis was subsequently performed regarding the application of preoperative pathological examinations in the two groups. Among the 46 patients with PTL, 19 underwent preoperative FNA or CNB, including 12 patients (44%) in the DLBCL group and 7 patients (37%) in the MALT group (<italic>P</italic> = 0.606; <xref ref-type="table" rid="T4"><bold>Table&#xa0;4</bold></xref>). Of these, 11 patients had FNA, and none received an accurate pathological subtype; 6 cases were misdiagnosed as Hashimoto&#x2019;s thyroiditis. The diagnostic yield of FNA did not differ significantly between the two groups (5 of 7 in DLBCL vs. 1 of 3 in MALT, <italic>P</italic> = 0.197; <xref ref-type="table" rid="T4"><bold>Table&#xa0;4</bold></xref>). All 8 patients who underwent CNB were diagnosed with PTL, and 7 of them were accurately subtyped (<italic>P</italic> = 0.625; <xref ref-type="table" rid="T4"><bold>Table&#xa0;4</bold></xref>).</p>
<table-wrap id="T3" position="float">
<label>Table&#xa0;3</label>
<caption>
<p>Multivariable predictors of differentiating DLBCL from MALT lymphoma in PTL.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" rowspan="2" align="center">Characteristic</th>
<th valign="middle" colspan="2" align="center">Univariable</th>
<th valign="middle" colspan="2" align="center">Multivariable</th>
</tr>
<tr>
<th valign="middle" align="center">Odds ratio (95%CI)</th>
<th valign="middle" align="center"><italic>P</italic></th>
<th valign="middle" align="center">Odds ratio (95%CI)</th>
<th valign="middle" align="center"><italic>P</italic></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left">Age</td>
<td valign="middle" align="center">1.05 (1.00-1.11)</td>
<td valign="middle" align="center">0.06</td>
<td valign="middle" align="center">1.03 (0.96-1.09)</td>
<td valign="middle" align="center">0.434</td>
</tr>
<tr>
<td valign="middle" align="left">Sex: Female</td>
<td valign="middle" align="center">0.78 (0.23-2.72)</td>
<td valign="middle" align="center">0.702</td>
<td valign="middle" align="center">3.33 (0.49-22.69)</td>
<td valign="middle" align="center">0.220</td>
</tr>
<tr>
<td valign="middle" align="left">Asymptomatic: No</td>
<td valign="middle" align="center">3.96 (1.05-14.89)</td>
<td valign="middle" align="center">0.042</td>
<td valign="middle" align="center">1.88 (0.32-10.94)</td>
<td valign="middle" align="center">0.480</td>
</tr>
<tr>
<td valign="middle" align="left">Maximum diameter</td>
<td valign="middle" align="center">1.04 (1.01-1.07)</td>
<td valign="middle" align="center">0.008&#x2020;</td>
<td valign="middle" align="center">1.02 (0.99-1.06)</td>
<td valign="middle" align="center">0.228</td>
</tr>
<tr>
<td valign="middle" align="left">Echogenicity: Markedly Hypoechoic</td>
<td valign="middle" align="center">19.38 (2.26-166.50)</td>
<td valign="middle" align="center">0.007&#x2020;</td>
<td valign="middle" align="center">13.12 (1.22-140.89)</td>
<td valign="middle" align="center">0.034&#x2020;</td>
</tr>
<tr>
<td valign="middle" align="left">Invasion of surrounding tissues: Yes</td>
<td valign="middle" align="center">5.84 (1.12-30.55)</td>
<td valign="middle" align="center">0.036&#x2020;</td>
<td valign="middle" align="center">2.80 (0.38-20.92)</td>
<td valign="middle" align="center">0.315</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>&#x2020;, <italic>P</italic> &lt; 0.05.</p></fn>
</table-wrap-foot>
</table-wrap>
<table-wrap id="T4" position="float">
<label>Table&#xa0;4</label>
<caption>
<p>Diagnostic workup by primary thyroid lymphoma subtype.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="left"/>
<th valign="middle" align="left">Overall (n=46)</th>
<th valign="middle" align="left">DLBCL (n=27)</th>
<th valign="middle" align="left">MALT lymphoma (n=19)</th>
<th valign="middle" align="left"><italic>P</italic></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left">Pre-operative diagnosis<break/>FNA</td>
<td valign="middle" align="left">19(41%)<break/>11</td>
<td valign="middle" align="left">12(44%)<break/>7</td>
<td valign="middle" align="left">7(37%)<break/>4</td>
<td valign="middle" align="left">0.606<break/>0.197&#x2021;</td>
</tr>
<tr>
<td valign="middle" align="left">Hashimoto&#x2019;s thyroiditisNHL/cancer<break/>CNB<break/>Cancer&#x2020;<break/>DLBCL/MALT</td>
<td valign="middle" align="left">6(55%)5(45%)<break/>8<break/>1(13%)<break/>7(88%)</td>
<td valign="middle" align="left">5(71%)2(29%)<break/>5<break/>1(20%)<break/>4(80%)</td>
<td valign="middle" align="left">1(25%)3(75%)<break/>3<break/>0(0)<break/>3(100%)</td>
<td valign="middle" align="left">0.625&#x2021;</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>CNB, Core Needle Biopsy; DLBCL, diffuse large B cell lymphoma; FNA, Fine-Needle Aspiration; MALT lymphoma, mucosa-associated lymphoid tissue lymphoma; NHL, non-Hodgkin lymphoma.</p></fn>
<fn>
<p>&#x2020;Indicates that preoperative cytology or histology confirmed malignancy, but the specific lymphoma subtype (e.g., DLBCL or MALT) could not be determined.</p></fn>
<fn>
<p>&#x2021;Fisher&#x2019;s exact test was performed.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s4" sec-type="discussion">
<title>Discussion</title>
<p>Precise discrimination between DLBCL and MALT lymphoma is clinically imperative due to their divergent prognostic trajectories and therapeutic requirements. The present study identified statistically significant differences between DLBCL and MALT lymphoma in terms of maximum lesion diameter, echogenicity pattern, prevalence of local invasion, and frequency of asymptomatic presentation. These parameters may aid in the preoperative differential diagnosis of PTL subtypes and potentially allow selected patients to avoid diagnostic surgery.</p>
<p>The study cohort demonstrated demographics characteristic consistent with existing literature (<xref ref-type="bibr" rid="B10">10</xref>), featuring predominantly female patients (mean age &gt;50 years) with frequent background Hashimoto&#x2019;s thyroiditis. Chronic antigenic stimulation likely drives the gradual lymphomagenesis observed in this context (<xref ref-type="bibr" rid="B11">11</xref>). Clinically, patients typically presented with rapidly enlarging cervical masses inducing compressive symptoms, with both subtypes exhibiting substantial lesion. Notably, DLBCL lesions had significantly larger maximal diameters (62.5 &#xb1; 29.6 mm vs. 38.1 &#xb1; 21.7 mm; <italic>P</italic> = 0.004), occasionally involving entire thyroid lobes. The aggressive nature of DLBCL manifested through frequent local invasion (41% vs. 11%; P = 0.025) and higher lymph node involvement (78%), with clinical presentations including palpable neck masses (89%), tracheal deviation (48%), tracheal stenosis (22%), and dyspnea (26%). Conversely, MALT lymphoma exhibited indolent behavior with greater asymptomatic prevalence (47% vs. 19%; P = 0.036) and superior 5-year survival rates (90-96%) (<xref ref-type="bibr" rid="B12">12</xref>). These divergent clinical profiles underscore the necessity for rapid subtype differentiation, as localized MALT lymphoma may be managed with surgery alone, whereas DLBCL requires multimodal therapy.</p>
<p>While histopathology remains the diagnostic gold standard, advanced imaging modalities contribute significantly to staging and characterization. Computed tomography provides comprehensive assessment from head to pelvis. Tomohiro Ando et&#xa0;al. (<xref ref-type="bibr" rid="B6">6</xref>) have identified several discriminative CT features, including lesion size, morphological patterns, isthmus thickening, local invasion, and residual thyroid parenchyma. Fluorodeoxyglucose positron emission tomography (FDG-PET) further aids in monitoring treatment response and detecting recurrence (<xref ref-type="bibr" rid="B2">2</xref>, <xref ref-type="bibr" rid="B13">13</xref>). Within this diagnostic framework, ultrasonography provides unique value through its ability to detect subtype-specific patterns. DLBCL lesions predominantly demonstrated markedly hypoechoic echogenicity (52% vs. 5%; <italic>P</italic> = 0.001), corresponding histopathologically to their destructive architecture with diffuse sheets of atypical lymphocytes, necrosis, and &#x201c;starry-sky&#x201d; macrophages. In contrast, the hypoechoic appearance of MALT lymphoma reflected marginal zone infiltration and lymphoepithelial lesions. Both subtypes exhibited rich vascularity (DLBCL: 70%; MALT: 74%) and shared sonographic features such as posterior enhancement and internal strands, likely due to homogeneous tumor cellularity and perilesional fibrosis reactions.</p>
<p>Distribution patterns (diffuse, nodular, mixed) presented diagnostic challenges, particularly in diffuse-type PTL where sonographic similarities to Hashimoto&#x2019;s thyroiditis necessitate vigilance for rapid enlargement and abnormal nodal architecture. These observations align with cross-organ lymphoma studies documenting consistent sonographic patterns of hypoechogenicity and hypervascularity (<xref ref-type="bibr" rid="B14">14</xref>&#x2013;<xref ref-type="bibr" rid="B17">17</xref>). While our findings establish clinically valuable differentiators for preliminary subtype assessment, ultrasound&#x2019;s inherent limitations necessitate histological confirmation via fine-needle aspiration, core needle biopsy, or surgical sampling (<xref ref-type="bibr" rid="B18">18</xref>). In this study, none of the 11 patients who underwent preoperative FNA received an accurate histological classification. Among these cases, 6 were misdiagnosed as Hashimoto&#x2019;s thyroiditis (5 DLBCL and 1 MALT). In contrast, only 1 of the 8 patients who underwent preoperative CNB failed to receive a definitive histological subtype. Patients with DLBCL were more likely to undergo preoperative biopsy, likely due to their more pronounced clinical symptoms, which created a greater urgency for establishing a definitive diagnosis to guide clinical management. Diagnosing lymphoma based solely on FNA poses considerable challenges for pathologists. However, incorporating ancillary techniques such as immunohistochemistry (IHC) and flow cytometry can significantly improve diagnostic accuracy. Previous studies (<xref ref-type="bibr" rid="B19">19</xref>) have indicated that FNA combined with cell block IHC holds potential for complete subclassification of DLBCL. For patients who are not candidates for surgical intervention, a definitive preoperative diagnosis can help avoid unnecessary surgical trauma and facilitate conservative treatment strategies. Although FNA is less invasive than CNB, it remains limited in its ability to reliably classify lymphoma subtypes (<xref ref-type="bibr" rid="B20">20</xref>, <xref ref-type="bibr" rid="B21">21</xref>). A recent meta-analysis reported a substantially higher sensitivity of 94.3% for CNB in diagnosing PTL (<xref ref-type="bibr" rid="B22">22</xref>). Furthermore, compared to FNA, CNB reduces the need for diagnostic surgery by more than 20% (<xref ref-type="bibr" rid="B18">18</xref>). Accordingly, when PTL is suspected, some authors recommend CNB as the preferred initial diagnostic modality to minimize the burden of additional testing and interventions for patients (<xref ref-type="bibr" rid="B23">23</xref>). Nevertheless, pre-biopsy sonographic characterization guides targeted tissue acquisition, enhances sampling adequacy, and contributes to staging through evaluation of perithyroidal tissue involvement.</p>
<p>A major clinical implication of our findings is the role of ultrasound in guiding the diagnostic pathway. Although histopathological confirmation remains mandatory, ultrasound-based estimation of subtype probability may directly impact preoperative management. For patients with markedly hypoechoic, bulky lesions suspicious for DLBCL, clinicians should bypass FNA in favor of core needle biopsy (CNB) to improve diagnostic accuracy and expedite treatment planning. Our data reinforce this approach: FNA demonstrated a high rate of nondiagnostic or misleading results (particularly misclassification as Hashimoto&#x2019;s thyroiditis), whereas CNB showed substantially higher diagnostic concordance for both DLBCL and MALT. In addition to guiding biopsy selection and early multidisciplinary evaluation, preoperative sonographic differentiation also influences the subsequent decision of whether PET-CT should be incorporated into the diagnostic pathway, particularly in elderly patients (<xref ref-type="bibr" rid="B24">24</xref>). PET-CT plays different roles in the two PTL subtypes. When ultrasonographic features strongly suggest DLBCL, PET-CT becomes an important next step, as DLBCL typically demonstrates high FDG avidity and frequently exhibits extranodal or distant involvement (<xref ref-type="bibr" rid="B7">7</xref>, <xref ref-type="bibr" rid="B13">13</xref>). Conversely, in lesions with imaging features favoring an indolent subtype such as MALT lymphoma, the necessity of PET-CT is more selective.</p>
<p>For MALT lymphoma, particularly in patients without obvious clinical symptoms, a key challenge lies in differentiating it from other common thyroid diseases. In our cohort, MALT lesions predominantly manifested as hypoechoic areas with relatively homogeneous or finely heterogeneous internal echotexture and a characteristic reticular or mesh-like pattern, often accompanied by increased vascularity on color Doppler imaging. While these features may overlap with chronic Hashimoto&#x2019;s thyroiditis, distinct warning signs exist. MALT lymphoma should be strongly suspected when a patient with long-standing Hashimoto&#x2019;s thyroiditis presents with a new focal or asymmetric hypoechoic lesion, shows progressive unilateral or lobar enlargement, or exhibits associated suspicious cervical lymph nodes.</p>
<sec id="s4_1">
<title>Study limitations</title>
<p>This retrospective single-center study may be subject to selection bias and the sample size, although collected over 13 years, remains limited due to the rarity of PTL. Despite this limitation, our cohort of 46 patients provides a more comprehensive assessment of clinical and sonographic characteristics than many prior investigations.</p>
</sec>
</sec>
<sec id="s5" sec-type="conclusions">
<title>Conclusions</title>
<p>Ultrasonographically, DLBCL more frequently demonstrates markedly hypoechoic echogenicity, larger maximal lesion diameter, and a higher rate of perithyroidal tissue invasion. In contrast, MALT lymphoma is typically characterized by an asymptomatic clinical presentation. These distinct differences provide valuable clues for distinguishing DLBCL from MALT lymphoma in clinical practice.</p>
</sec>
</body>
<back>
<sec id="s6" sec-type="data-availability">
<title>Data availability statement</title>
<p>The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.</p></sec>
<sec id="s7" sec-type="ethics-statement">
<title>Ethics statement</title>
<p>The studies involving humans were approved by the Ethics Committee of Tongji Medical College, Huazhong University of Science and Technology. The studies were conducted in accordance with the local legislation and institutional requirements. Written informed consent for participation was not required from the participants or the participants&#x2019; legal guardians/next of kin in accordance with the national legislation and institutional requirements.</p></sec>
<sec id="s8" sec-type="author-contributions">
<title>Author contributions</title>
<p>XH: Writing &#x2013; original draft. YB: Writing &#x2013; original draft. S-F W: Writing &#x2013; review &amp; editing, Data curation, Methodology, Visualization, Software. QC:&#xa0;Writing &#x2013; original draft. HC: Data curation, Writing &#x2013; original draft. PX: Data curation, Writing &#x2013; original draft. MY: Data curation, Writing &#x2013; original draft. WZ: Software, Writing &#x2013; original draft. ZW: Funding acquisition, Writing &#x2013; original draft. XW: Conceptualization, Writing &#x2013; original draft. JX: Resources, Writing &#x2013; original draft. FX: Writing &#x2013; review &amp; editing, Project&#xa0;administration. CY: Writing &#x2013; review &amp; editing, Project administration. J-WS: Writing &#x2013; review &amp; editing, Project administration.</p></sec>
<sec id="s10" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The author(s) declared that this work was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p></sec>
<sec id="s11" sec-type="ai-statement">
<title>Generative AI statement</title>
<p>The author(s) declared that generative AI was not used in the creation of this manuscript.</p>
<p>Any alternative text (alt text) provided alongside figures in this article has been generated by Frontiers with the support of artificial intelligence and reasonable efforts have been made to ensure accuracy, including review by the authors wherever possible. If you identify any issues, please contact us.</p></sec>
<sec id="s12" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p></sec>
<sec id="s13" sec-type="supplementary-material">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fendo.2026.1743975/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fendo.2026.1743975/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Image1.jpeg" id="SM1" mimetype="image/jpeg"/></sec>
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<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/111472">Terry Francis Davies</ext-link>, Icahn School of Medicine at Mount Sinai, United States</p></fn>
<fn id="n2" fn-type="custom" custom-type="reviewed-by">
<p>Reviewed by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1788569">Wenwu Lu</ext-link>, First Affiliated Hospital of Anhui Medical University, China</p>
<p><ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2717347">Li Zhou</ext-link>, Mianyang Central Hospital, China</p></fn>
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<fn-group>
<fn fn-type="abbr" id="abbrev1">
<label>Abbreviations:</label>
<p>AUC, Area Under the Curve; CNB, Core Needle Biopsy; CT, Computed Tomography; DLBCL, Diffuse Large B-Cell Lymphoma; EMR, Electronic Medical Record; FDG, Fluorodeoxyglucose; FNA, Fine-Needle Aspiration; HE, Hematoxylin and eosin; IHC, Immunohistochemistry; MALT, Mucosa-Associated Lymphoid Tissue; NHL, Non-Hodgkin Lymphoma; PET-CT, Positron Emission Tomography - Computed Tomography; PTL, Primary Thyroid Lymphoma; ROC, Receiver Operating Characteristic; RT, Radiation Therapy.</p>
</fn>
</fn-group>
</back>
</article>