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  <front>
    <journal-meta>
      <journal-id journal-id-type="publisher-id">ijohns</journal-id>
      <journal-title-group>
        <journal-title>International Journal of Otolaryngology and Head &amp;amp; Neck Surgery</journal-title>
      </journal-title-group>
      <issn pub-type="epub">2168-5460</issn>
      <issn pub-type="ppub">2168-5452</issn>
      <publisher>
        <publisher-name>Scientific Research Publishing</publisher-name>
      </publisher>
    </journal-meta>
    <article-meta>
      <article-id pub-id-type="doi">10.4236/ijohns.2026.154021</article-id>
      <article-id pub-id-type="publisher-id">ijohns-152363</article-id>
      <article-categories>
        <subj-group>
          <subject>Article</subject>
        </subj-group>
        <subj-group>
          <subject>Medicine</subject>
          <subject>Healthcare</subject>
        </subj-group>
      </article-categories>
      <title-group>
        <article-title>Clinical and Cytological Predictors of Malignancy in Patients Presenting with Thyroid Swelling</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author" corresp="yes">
          <contrib-id contrib-id-type="orcid">0009-0005-5816-4504</contrib-id>
          <name name-style="western">
            <surname>Hasan</surname>
            <given-names>Muhammad Kamrul</given-names>
          </name>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <contrib contrib-type="author">
          <contrib-id contrib-id-type="orcid">0009-0001-0060-730X</contrib-id>
          <name name-style="western">
            <surname>Harun-or-Rashid</surname>
            <given-names>Mohammad</given-names>
          </name>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <contrib contrib-type="author">
          <contrib-id contrib-id-type="orcid">0009-0006-3927-0093</contrib-id>
          <name name-style="western">
            <surname>Islam</surname>
            <given-names>Mohammad Nazrul</given-names>
          </name>
          <xref ref-type="aff" rid="aff2">2</xref>
        </contrib>
        <contrib contrib-type="author">
          <contrib-id contrib-id-type="orcid">0009-0008-1632-0232</contrib-id>
          <name name-style="western">
            <surname>Forhad</surname>
            <given-names>Rizvan</given-names>
          </name>
          <xref ref-type="aff" rid="aff3">3</xref>
        </contrib>
        <contrib contrib-type="author">
          <contrib-id contrib-id-type="orcid">0009-0004-3575-3181</contrib-id>
          <name name-style="western">
            <surname>Shishir</surname>
            <given-names>Rifat Anwar</given-names>
          </name>
          <xref ref-type="aff" rid="aff4">4</xref>
        </contrib>
        <contrib contrib-type="author">
          <contrib-id contrib-id-type="orcid">0009-0004-9233-6253</contrib-id>
          <name name-style="western">
            <surname>Uddin</surname>
            <given-names>Shihab</given-names>
          </name>
          <xref ref-type="aff" rid="aff5">5</xref>
        </contrib>
      </contrib-group>
      <aff id="aff1"><label>1</label> Department of ENT, Jamalpur Medical College, Jamalpur, Bangladesh </aff>
      <aff id="aff2"><label>2</label> Department of ENT, 250 Bedded General Hospital, Tangail, Bangladesh </aff>
      <aff id="aff3"><label>3</label> Department of Otolaryngology-Head Neck Surgery, Kumudini Women’s Medical College and Hospital, Tangail, Bangladesh </aff>
      <aff id="aff4"><label>4</label> Department of Otolaryngology, Bangladesh Medical University, Dhaka, Bangladesh </aff>
      <aff id="aff5"><label>5</label> Department of ENT &amp; Head-Neck Surgery, Mymensingh Medical College Hospital, Mymensingh, Bangladesh </aff>
      <author-notes>
        <fn fn-type="conflict" id="fn-conflict">
          <p>The authors declare no conflicts of interest regarding the publication of this paper.</p>
        </fn>
      </author-notes>
      <pub-date pub-type="epub">
        <day>02</day>
        <month>07</month>
        <year>2026</year>
      </pub-date>
      <pub-date pub-type="collection">
        <month>07</month>
        <year>2026</year>
      </pub-date>
      <volume>15</volume>
      <issue>04</issue>
      <fpage>223</fpage>
      <lpage>234</lpage>
      <history>
        <date date-type="received">
          <day>23</day>
          <month>04</month>
          <year>2026</year>
        </date>
        <date date-type="accepted">
          <day>29</day>
          <month>06</month>
          <year>2026</year>
        </date>
        <date date-type="published">
          <day>02</day>
          <month>07</month>
          <year>2026</year>
        </date>
      </history>
      <permissions>
        <copyright-statement>© 2026 by the authors and Scientific Research Publishing Inc.</copyright-statement>
        <copyright-year>2026</copyright-year>
        <license license-type="open-access">
          <license-p> This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license ( <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">https://creativecommons.org/licenses/by/4.0/</ext-link> ). </license-p>
        </license>
      </permissions>
      <self-uri content-type="doi" xlink:href="https://doi.org/10.4236/ijohns.2026.154021">https://doi.org/10.4236/ijohns.2026.154021</self-uri>
      <abstract>
        <p><bold>Introduction:</bold> Thyroid swelling is common, but differentiating benign from malignant nodules remains challenging. Clinical predictors and fine-needle aspiration cytology (FNAC) are key in preoperative evaluation, yet indeterminate cytology often leads to unnecessary surgery. <bold>Objective:</bold> To associate clinical and cytological predictors of malignancy in patients with thyroid swelling and develop a risk stratification model. <bold>Methods</bold><bold>&amp;</bold><bold>Materials:</bold> This cross-sectional study included 50 patients undergoing thyroidectomy at Rajshahi Medical College Hospital (June-December 2014). Clinical, ultrasonographic, FNAC (Bethesda classification), and histopathological data were analyzed. Malignancy rates were compared using odds ratios, 95% confidence intervals, and Fisher’s exact test. <bold>Results:</bold> Malignancy prevalence was 14.0% (7/50). Extreme age (&lt;20 or &gt;50 years) had a 33.3% malignancy rate vs. 9.1% for ages 21 - 50 years (p = 0.02). Malignancy was higher in males (25.0%) than in females (11.9%), but this was not statistically significant (p = 0.31, descriptive only). Solitary nodules (26.7%) and solid nodules (20.0%) were associated with higher malignancy. FNAC demonstrated sensitivity 85.7%, specificity 100%, and NPV 97.7%; after excluding indeterminate Bethesda IV cases, accuracy was 98.0%. For Bethesda IV (follicular neoplasm, n = 6), overall malignancy was 16.7%; in an exploratory analysis, adding extreme age stratified risk to 50% (with extreme age) vs. 0% (age 21 - 50 years). Malignancy prevalence was 14.0% (7/50). Extreme age (&lt;20 or &gt;50 years) had a 33.3% malignancy rate vs. 9.1% for ages 21 - 50 years (p = 0.02). Malignancy was higher in males (25.0%) than in females (11.9%). Solitary nodules (26.7%) and solid nodules (20.0%) were associated with higher malignancy. FNAC demonstrated sensitivity of 85.7%, specificity of 100%, NPV of 97.7%, and accuracy of 98.0%. For Bethesda IV (follicular neoplasm, n = 6), overall malignancy was 16.7%; adding extreme-age stratified risk increased it to 50% (with extreme age) vs. 0% (age 21 - 50 years). <bold>Conclusion:</bold> Age extremes, male sex, solitary and solid nodules are associated predictors. FNAC has excellent diagnostic accuracy. An exploratory model combining Bethesda IV with age requires external validation before any clinical application.</p>
      </abstract>
      <kwd-group kwd-group-type="author-generated" xml:lang="en">
        <kwd>Thyroid Nodule</kwd>
        <kwd>FNAC</kwd>
        <kwd>Bethesda Classification</kwd>
        <kwd>Malignancy Predictors</kwd>
        <kwd>Age</kwd>
        <kwd>Risk Stratification</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec id="sec1">
      <title>1. Introduction</title>
      <p>Thyroid swelling, or goiter, represents one of the most common clinical presentations encountered in endocrine practice. The vast majority of thyroid nodules are benign, yet thyroid cancer is the most frequent malignancy of the endocrine system, with a globally rising incidence over recent decades [<xref ref-type="bibr" rid="B1">1</xref>][<xref ref-type="bibr" rid="B2">2</xref>]. This increasing prevalence, largely attributed to the widespread use of high-resolution ultrasonography and incidental detection, has created a critical clinical dilemma: how to accurately identify the small subset of nodules that are malignant while avoiding unnecessary invasive procedures in the majority of patients with benign disease [<xref ref-type="bibr" rid="B3">3</xref>]. The cornerstone of current preoperative evaluation rests on two pillars: clinical assessment and cytopathological analysis. Clinical predictors—including patient age, sex, family history of thyroid cancer, history of head and neck irradiation, rapid nodule growth, voice hoarseness, cervical lymphadenopathy, and suspicious ultrasound features such as microcalcifications, irregular margins, and taller-than-wide shape—provide essential initial risk stratification [<xref ref-type="bibr" rid="B4">4</xref>][<xref ref-type="bibr" rid="B5">5</xref>]. However, clinical features alone lack sufficient sensitivity and specificity to guide definitive management [<xref ref-type="bibr" rid="B6">6</xref>]. Fine-needle aspiration cytology (FNAC), guided by ultrasound, has emerged as the gold standard diagnostic tool, boasting high sensitivity and specificity [<xref ref-type="bibr" rid="B7">7</xref>]. The Bethesda System for Reporting Thyroid Cytopathology (TBSRTC) has standardized reporting, categorizing results from nondiagnostic to malignant [<xref ref-type="bibr" rid="B8">8</xref>]. Despite its utility, FNAC carries inherent limitations. Up to 20% - 30% of aspirations yield indeterminate cytology (Bethesda categories III, IV, and V), a diagnostic gray zone where the risk of malignancy is variable but not negligible, often leading to diagnostic lobectomy or thyroidectomy for histopathological confirmation [<xref ref-type="bibr" rid="B9">9</xref>][<xref ref-type="bibr" rid="B10">10</xref>]. Consequently, many patients with indeterminate nodules undergo unnecessary surgery for what ultimately proves to be benign disease [<xref ref-type="bibr" rid="B11">11</xref>]. Therefore, there is a pressing need to refine preoperative risk prediction beyond cytology alone. Identifying robust clinical and cytological predictors that can distinguish benign from malignant thyroid swellings would enable more personalized decision-making [<xref ref-type="bibr" rid="B12">12</xref>]. Such predictors could help avoid surgery in low-risk patients, guide the extent of surgery (lobectomy vs. total thyroidectomy) in intermediate-risk cases, and expedite definitive treatment in high-risk scenarios [<xref ref-type="bibr" rid="B13">13</xref>]. This study aims to evaluate clinical and cytological predictors of malignancy in patients presenting with thyroid swelling, with the goal of developing a practical risk-stratification model to optimize patient management and reduce unnecessary surgical interventions.</p>
    </sec>
    <sec id="sec2">
      <title>2. Objective</title>
      <sec id="sec2dot1">
        <title>2.1. General Objective</title>
        <p>To associate clinical and cytological predictors of malignancy in patients with thyroid swelling to improve preoperative risk stratification and reduce unnecessary surgery.</p>
      </sec>
      <sec id="sec2dot2">
        <title>2.2. Specific Objectives</title>
        <p>1) To determine the prevalence of malignancy on histopathology in operated thyroid swellings.</p>
        <p>2) To associate independent clinical and ultrasound predictors of malignant thyroid nodules.</p>
        <p>3) To evaluate the diagnostic accuracy of FNAC (Bethesda System) against histopathology.</p>
        <p>4) To assess the malignancy rate within indeterminate cytology categories (Bethesda III, IV, V).</p>
        <p>5) To explore a simple risk stratification model combining clinical and cytological predictors.</p>
      </sec>
    </sec>
    <sec id="sec3">
      <title>3. Methods and Materials</title>
      <p>This hospital-based, observational, cross-sectional study was conducted in the Department of Ear, Nose, and Throat (ENT) and Head-Neck Surgery at Rajshahi Medical College Hospital (RMCH), Rajshahi, Bangladesh, over a 6-month period from June 2014 to December 2014. The study population comprised all consecutive patients admitted to the department with a clinical and ultrasonographic diagnosis of thyroid swelling who subsequently underwent thyroidectomy. Of 52 patients screened, 2 were excluded (1 declined participation, 1 had incomplete data), and 50 were enrolled. A total of fifty patients were enrolled during the study period. Although the calculated sample size using the formula n = (Z<sup>2</sup>*pq)/d<sup>2</sup> (assuming a prevalence of malignancy of 10%, a margin of error of 5%, and a 95% confidence interval) was 136, the sample size was limited to fifty due to time constraints of the dissertation. Patients of any age, sex, or race with a clinically diagnosed goiter who voluntarily provided informed consent were included; those who declined to participate were excluded. All patients underwent a standardized evaluation, including detailed history-taking—covering age, sex, duration of thyroid swelling, presenting complaints, history of radiation exposure, family history of thyroid malignancy, and medication history—and a thorough physical examination. This encompassed general and systemic examinations, inspection and palpation of the thyroid gland (assessing size, consistency, nodularity, mobility, tracheal position, and fixity), assessment of cervical lymph nodes, and indirect laryngoscopy to evaluate vocal cord mobility. High-resolution ultrasonography of the thyroid was performed in all patients to characterize nodules, specifically to determine whether they were solid or cystic. Fine-needle aspiration cytology (FNAC) was conducted using a 22-gauge needle under sterile conditions; smears were air-dried and alcohol-fixed, then stained with Giemsa and Papanicolaou stains. Local cytological diagnoses were assigned to the Bethesda System as follows: colloid goiter was classified as Bethesda II (benign); follicular neoplasm as Bethesda IV (follicular neoplasm); and papillary carcinoma as Bethesda VI (malignant). For the purposes of calculating diagnostic accuracy, Bethesda II was considered negative for malignancy, Bethesda VI was positive for malignancy, and Bethesda IV was also treated as positive for malignancy—assuming the worst-case scenario for sensitivity analysis. Preoperative assessments included complete blood count, random blood sugar, blood urea, serum creatinine, urine routine and microscopy, chest X-ray (posterior-anterior view), and electrocardiography when indicated. Surgical procedures—ranging from hemithyroidectomy, subtotal thyroidectomy, to total thyroidectomy with or without neck dissection—were performed based on preoperative clinical and cytological findings, with the specific type documented. Resected thyroid specimens were sent for histopathological examination by the Department of Pathology at RMCH, serving as the gold standard for the final diagnosis (benign or malignant, including specific histological types). Data were recorded on a pre-designed data collection sheet, compiled, and analyzed using descriptive statistics (frequencies, percentages, and rates). Diagnostic accuracy measures—sensitivity, specificity, positive predictive value, negative predictive value, and overall accuracy—were calculated for FNAC against histopathology, accompanied by 95% confidence intervals. Malignancy rates were compared across age groups, sexes, types of swelling, symptom duration, and ultrasound findings using odds ratios and Fisher’s exact test, with p &lt; 0.05 considered statistically significant. Non-significant findings are reported as descriptive only. Additionally, an exploratory risk stratification model integrating FNAC categories and patient age was developed for indeterminate (Bethesda IV) nodules. Ethical approval was obtained from the Institutional Ethics Committee of Rajshahi Medical College Hospital. All patients provided written informed consent in Bengali after a comprehensive explanation of the study; they were assured of their right to withdraw at any stage without affecting their medical care, and all data were kept confidential and used solely for research purposes.</p>
    </sec>
    <sec id="sec4">
      <title>4. Results</title>
      <p>Fifty patients with thyroid swelling who had thyroidectomy at Rajshahi Medical College Hospital from June to December 2014 were included. All 50 eligible patients who underwent thyroidectomy during the study period were enrolled consecutively; none were excluded. All underwent clinical assessment, ultrasonography, FNAC, and histopathology.</p>
      <sec id="sec4dot1">
        <title>4.1. Histopathological Diagnosis</title>
        <p><xref ref-type="fig" rid="fig1">Figure 1</xref> shows about 50 patients who underwent thyroidectomy; histopathology showed that 43 (86.0%) had benign disease and 7 (14.0%) had malignant disease. Nearly one in seven thyroid swellings was cancerous. </p>
        <fig id="fig1">
          <label>Figure 1</label>
          <graphic xlink:href="https://html.scirp.org/file/2461151-rId22.jpeg?20260702023856" />
        </fig>
        <p><bold>Figure 1</bold><bold>.</bold> Histopathological diagnosis of the study patients (N = 50).</p>
      </sec>
      <sec id="sec4dot2">
        <title>4.2. Age Distribution and Malignancy Rate</title>
        <p><bold>Table 1</bold> shows that the patients ranged in age from 11 to 59 years. The largest group was aged 31 - 40 years (20 patients, 40.0%). The highest malignancy rates were observed at the extremes of age: 33.3% in both the 11 - 20 years (1/3) and 51 - 60 years (1/3) groups. Compared to the reference group aged 21 - 50 years (malignancy rate 11.4%, 5/44), patients aged ≤20 or &gt;50 years had an OR of 4.33 (95% CI: 0.67 - 27.8, p = 0.21 by Fisher’s exact test). </p>
      </sec>
      <sec id="sec4dot3">
        <title>4.3. Sex Distribution and Malignancy Rate</title>
        <p><bold>Table 2</bold> shows that thyroid swelling was more common in females (84%, 42/50). However, the malignancy rate was higher in males (25.0%, 2/8) than in females (11.9%, 5/42). Males had an OR of 2.47 (95% CI: 0.41 - 14.8, p = 0.31 by Fisher’s exact test). This association was not statistically significant.</p>
        <p><bold>Table 1.</bold>Age distribution and malignancy rate (N = 50). </p>
        <table-wrap id="tbl1">
          <label>Table 1</label>
          <table>
            <tbody>
              <tr>
                <td>Age Group (Years)</td>
                <td>Total</td>
                <td>Benign</td>
                <td>Malignant</td>
                <td>Malignancy (%)</td>
                <td>OR (95% CI) vs. 21 - 50 yrs</td>
                <td>p-Value*</td>
              </tr>
              <tr>
                <td>11 - 20</td>
                <td>3</td>
                <td>2</td>
                <td>1</td>
                <td>33.30%</td>
                <td>4.33 (0.67 - 27.8)</td>
                <td>0.21</td>
              </tr>
              <tr>
                <td>21 - 30</td>
                <td>15</td>
                <td>12</td>
                <td>3</td>
                <td>20.00%</td>
                <td>1.96 (0.42 - 9.16)</td>
                <td>0.4</td>
              </tr>
              <tr>
                <td>31 - 40</td>
                <td>20</td>
                <td>18</td>
                <td>2</td>
                <td>10.00%</td>
                <td>0.96 (0.16 - 5.78)</td>
                <td>1</td>
              </tr>
              <tr>
                <td>41 - 50</td>
                <td>9</td>
                <td>9</td>
                <td>0</td>
                <td>0.00%</td>
                <td>0.00 (0.00 - 7.08)</td>
                <td>0.57</td>
              </tr>
              <tr>
                <td>51 - 60</td>
                <td>3</td>
                <td>2</td>
                <td>1</td>
                <td>33.30%</td>
                <td>4.33 (0.67 - 27.8)</td>
                <td>0.21</td>
              </tr>
              <tr>
                <td>≤20 or &gt;50</td>
                <td>6</td>
                <td>4</td>
                <td>2</td>
                <td>33.30%</td>
                <td>4.33 (0.67 - 27.8)</td>
                <td>0.21</td>
              </tr>
              <tr>
                <td>21 - 50</td>
                <td>44</td>
                <td>39</td>
                <td>5</td>
                <td>11.36%</td>
                <td>1</td>
                <td>—</td>
              </tr>
            </tbody>
          </table>
        </table-wrap>
        <p>*Fisher’s exact test; non-significant (p &gt; 0.05)—descriptive only.</p>
        <p><bold>Table 2.</bold>Sex distribution and malignancy rate (N = 50). </p>
        <table-wrap id="tbl2">
          <label>Table 2</label>
          <table>
            <tbody>
              <tr>
                <td>Sex</td>
                <td>Total</td>
                <td>Benign</td>
                <td>Malignant</td>
                <td>Malignancy (%)</td>
                <td>OR (95% CI)</td>
                <td>p-Value*</td>
              </tr>
              <tr>
                <td>Female</td>
                <td>42</td>
                <td>37</td>
                <td>5</td>
                <td>11.90%</td>
                <td>1</td>
                <td>—</td>
              </tr>
              <tr>
                <td>Male</td>
                <td>8</td>
                <td>6</td>
                <td>2</td>
                <td>25.00%</td>
                <td>2.47 (0.41 - 14.8)</td>
                <td>0.31</td>
              </tr>
            </tbody>
          </table>
        </table-wrap>
        <p>*Fisher’s exact test; non-significant (p &gt; 0.05)—descriptive only.</p>
      </sec>
      <sec id="sec4dot4">
        <title>4.4. Clinical Predictors</title>
        <p><bold>Table 3</bold> shows that solitary nodules had a 26.70% malignancy rate (4/15), versus 8.80% (3/34) for multinodular goiter. The OR was 3.78 (95% CI: 0.74 - 19.3, p = 0.17), not significant. Patients with symptom duration &lt;2 years had a 16.70% malignancy rate (4/24), compared to 11.50% (3/26) for ≥2 years; OR was 1.53 (95% CI: 0.31 - 7.67, p = 0.70), also not significant. </p>
        <p><bold>Table 3.</bold> Clinical predictors—swelling type and symptom duration. </p>
        <table-wrap id="tbl3">
          <label>Table 3</label>
          <table>
            <tbody>
              <tr>
                <td>Clinical Predictor</td>
                <td>Category</td>
                <td>Total</td>
                <td>Benign</td>
                <td>Malignant</td>
                <td>Malignancy (%)</td>
                <td>OR (95% CI)</td>
                <td>p-Value*</td>
              </tr>
              <tr>
                <td rowspan="3">Type of Swelling</td>
                <td>Solitary Nodule</td>
                <td>15</td>
                <td>11</td>
                <td>4</td>
                <td>26.70%</td>
                <td>3.78 (0.74 - 19.3)</td>
                <td>0.17</td>
              </tr>
              <tr>
                <td>Multinodular</td>
                <td>34</td>
                <td>31</td>
                <td>3</td>
                <td>8.80%</td>
                <td>1</td>
                <td>—</td>
              </tr>
              <tr>
                <td>Diffuse</td>
                <td>1</td>
                <td>1</td>
                <td>0</td>
                <td>0.00%</td>
                <td>0.00 (0.00 - 34.8)</td>
                <td>1</td>
              </tr>
              <tr>
                <td rowspan="2">Symptom Duration</td>
                <td>&lt;2 Years</td>
                <td>24</td>
                <td>20</td>
                <td>4</td>
                <td>16.70%</td>
                <td>1.53 (0.31 - 7.67)</td>
                <td>0.7</td>
              </tr>
              <tr>
                <td>≥2 Years</td>
                <td>26</td>
                <td>23</td>
                <td>3</td>
                <td>11.50%</td>
                <td>1</td>
                <td>—</td>
              </tr>
            </tbody>
          </table>
        </table-wrap>
        <p>*Fisher’s exact test; all p &gt; 0.05—descriptive only.</p>
      </sec>
      <sec id="sec4dot5">
        <title>4.5. Ultrasound Predictor</title>
        <p><bold>Table 4</bold> shows that all 7 malignant nodules (100%) appeared solid on ultrasound. Of 35 solid nodules, 20.0% (7) were malignant. None of the 15 cystic nodules were malignant (0%). The odds ratio is undefined (division by zero). Fisher’s exact test yielded p = 0.09, which is not statistically significant at <italic>α</italic> = 0.05.</p>
        <p><bold>Table 4.</bold>Ultrasound predictor—nodule consistency (N = 50). </p>
        <table-wrap id="tbl4">
          <label>Table 4</label>
          <table>
            <tbody>
              <tr>
                <td>Ultrasound Finding</td>
                <td>Total</td>
                <td>Benign</td>
                <td>Malignant</td>
                <td>Malignancy (%)</td>
                <td>p-Value*</td>
              </tr>
              <tr>
                <td>Solid Nodule</td>
                <td>35</td>
                <td>28</td>
                <td>7</td>
                <td>20.00%</td>
                <td>0.09</td>
              </tr>
              <tr>
                <td>Cystic Nodule</td>
                <td>15</td>
                <td>15</td>
                <td>0</td>
                <td>0.00%</td>
                <td>—</td>
              </tr>
            </tbody>
          </table>
        </table-wrap>
        <p>*Fisher’s exact test; all p &gt; 0.05—descriptive only.</p>
      </sec>
      <sec id="sec4dot6">
        <title>4.6. Diagnostic Accuracy of FNAC</title>
        <p><bold>Table 5</bold> presents that FNAC is a minimally invasive procedure for diagnosing thyroid nodules before surgery. In this study, it performed well against the gold standard, correctly identifying 6 of 7 malignancies (sensitivity 85.7%) and ruling out malignancy in all 43 benign cases (specificity 100%). Its overall accuracy was 98.0%, with only one misclassification—a follicular neoplasm that was follicular carcinoma. The high negative predictive value (97.7%) indicates that a benign FNAC result strongly suggests the nodule is not malignant.</p>
        <p><bold>Table 5.</bold>Diagnostic accuracy of FNAC against histopathology. </p>
        <table-wrap id="tbl5">
          <label>Table 5</label>
          <table>
            <tbody>
              <tr>
                <td>
                  <bold>Parameter</bold>
                </td>
                <td>
                  <bold>Value (%)</bold>
                </td>
                <td>
                  <bold>95% Confidence Interval</bold>
                </td>
              </tr>
              <tr>
                <td>Sensitivity</td>
                <td>85.70%</td>
                <td>48.7% - 97.4%</td>
              </tr>
              <tr>
                <td>Specificity</td>
                <td>100%</td>
                <td>91.8% - 100%</td>
              </tr>
              <tr>
                <td>Positive Predictive Value</td>
                <td>100%</td>
                <td>61.0% - 100%</td>
              </tr>
              <tr>
                <td>Negative Predictive Value</td>
                <td>97.70%</td>
                <td>88.0% - 99.9%</td>
              </tr>
              <tr>
                <td>Accuracy</td>
                <td>98.00%</td>
                <td>89.4% - 99.9%</td>
              </tr>
            </tbody>
          </table>
        </table-wrap>
      </sec>
      <sec id="sec4dot7">
        <title>4.7. FNAC vs Histopathology</title>
        <p><bold>Table 6</bold> shows that FNAC accurately classified 49 of 50 cases (98% accuracy), including 38 benign and 6 malignant. One follicular neoplasm was confirmed malignant, and no benign FNAC result was missed. The data show FNAC’s high specificity (100%) and solid sensitivity (85.7%), with the main diagnostic challenge in the indeterminate follicular neoplasm category.</p>
        <p><bold>Table 6.</bold>FNAC results vs. histopathology results of the study people (N = 50). </p>
        <table-wrap id="tbl6">
          <label>Table 6</label>
          <table>
            <tbody>
              <tr>
                <td>
                  <bold>FNAC</bold>
                  <bold>Result</bold>
                </td>
                <td>
                  <bold>Benign on</bold>
                  <bold>Histo</bold>
                </td>
                <td>
                  <bold>Malignant</bold>
                  <bold>on</bold>
                  <bold>Histo</bold>
                </td>
                <td>
                  <bold>Total</bold>
                </td>
              </tr>
              <tr>
                <td>Benign (Colloid-Bethesda II)</td>
                <td>38</td>
                <td>0</td>
                <td>38</td>
              </tr>
              <tr>
                <td>Follicular Neoplasm (Bethesda IV)</td>
                <td>5</td>
                <td>1</td>
                <td>6</td>
              </tr>
              <tr>
                <td>Malignant (Papillary-Bethesda VI)</td>
                <td>0</td>
                <td>6</td>
                <td>6</td>
              </tr>
              <tr>
                <td>Total</td>
                <td>43</td>
                <td>7</td>
                <td>50</td>
              </tr>
            </tbody>
          </table>
        </table-wrap>
      </sec>
      <sec id="sec4dot8">
        <title>4.8. Histopathological Subtypes</title>
        <p><bold>Table 7</bold> presents that among 7 malignant cases, papillary carcinoma was most common (6 cases, 85.7%), followed by follicular carcinoma (1 case, 14.3%). Among benign cases, multinodular goiter was most common (34 cases, 79.1%), followed by follicular adenoma (5 cases, 11.6%) and colloid goiter (4 cases, 9.3%).</p>
        <p><bold>Table 7.</bold>Histopathological subtype distribution (N = 50). </p>
        <table-wrap id="tbl7">
          <label>Table 7</label>
          <table>
            <tbody>
              <tr>
                <td>
                  <bold>Diagnosis</bold>
                </td>
                <td>
                  <bold>Subtype</bold>
                </td>
                <td>
                  <bold>Number</bold>
                </td>
                <td>
                  <bold>Percentage</bold>
                </td>
              </tr>
              <tr>
                <td rowspan="2">Malignant (n = 7)</td>
                <td>Papillary Carcinoma</td>
                <td>6</td>
                <td>85.70%</td>
              </tr>
              <tr>
                <td>Follicular Carcinoma</td>
                <td>1</td>
                <td>14.30%</td>
              </tr>
              <tr>
                <td rowspan="3">Benign (n = 43)</td>
                <td>Multinodular Goiter</td>
                <td>34</td>
                <td>79.10%</td>
              </tr>
              <tr>
                <td>Follicular Adenoma</td>
                <td>5</td>
                <td>11.60%</td>
              </tr>
              <tr>
                <td>Colloid Goiter</td>
                <td>4</td>
                <td>9.30%</td>
              </tr>
            </tbody>
          </table>
        </table-wrap>
      </sec>
      <sec id="sec4dot9">
        <title>4.9. Risk Stratification Model</title>
        <p><bold>Table 8</bold> shows that managing patients with indeterminate FNAC results (Bethesda IV) in thyroid surgery is challenging due to uncertain cancer risk. In this study, 6 patients with follicular neoplasms on FNAC had a malignancy rate of 16.7% (1 of 6). Adding the predictor “extreme age” (&lt;20 or &gt;50 years), they divided into two risk groups: follicular neoplasm + extreme age (2 patients), 50% malignancy—recommend total thyroidectomy; and follicular neoplasm + age 21 - 50 years (4 patients), 0% malignancy—recommend diagnostic lobectomy.</p>
        <p><bold>Table 8.</bold> Risk stratification model for follicular neoplasm (Bethesda IV) using age. </p>
        <table-wrap id="tbl8">
          <label>Table 8</label>
          <table>
            <tbody>
              <tr>
                <td>
                  <bold>Risk subgroup</bold>
                  <bold>(Bethesda IV)</bold>
                </td>
                <td>
                  <bold>Number of</bold>
                  <bold>Patients</bold>
                </td>
                <td>
                  <bold>Malignant</bold>
                  <bold>Patients</bold>
                </td>
                <td>
                  <bold>Malignancy</bold>
                  <bold>Rate</bold>
                  <bold>(%)</bold>
                </td>
              </tr>
              <tr>
                <td>With Extreme Age (&lt;20 or &gt;50 Years)</td>
                <td>2</td>
                <td>1</td>
                <td>50%</td>
              </tr>
              <tr>
                <td>Without Extreme Age (21 - 50 Years)</td>
                <td>4</td>
                <td>0</td>
                <td>0%</td>
              </tr>
              <tr>
                <td>Overall Bethesda IV</td>
                <td>6</td>
                <td>1</td>
                <td>16.70%</td>
              </tr>
            </tbody>
          </table>
        </table-wrap>
      </sec>
    </sec>
    <sec id="sec5">
      <title>5. Discussion</title>
      <p>The study evaluated 50 patients with thyroid swelling undergoing thyroidectomy to identify clinical and cytological predictors of malignancy and assess FNAC accuracy. The malignancy rate was 14.0%, similar to previous reports: Htwe <italic>et</italic><italic>al</italic>. reported 10% in goitrous thyroids [<xref ref-type="bibr" rid="B14">14</xref>], Tarrar <italic>et</italic><italic>al</italic>. reported 13.33% [<xref ref-type="bibr" rid="B15">15</xref>], Islam <italic>et</italic><italic>al</italic>. reported 18.65% in solitary nodules [<xref ref-type="bibr" rid="B16">16</xref>], and Huque <italic>et</italic><italic>al</italic>. reported 21.11% [<xref ref-type="bibr" rid="B17">17</xref>]. The lower rate may be due to the inclusion of multinodular goitres (68%), which have a lower malignancy risk than solitary nodules [<xref ref-type="bibr" rid="B18">18</xref>]. Despite this, a 14% malignancy rate highlights the importance of preoperative risk assessment.</p>
      <p>Age was a descriptively strong predictor of malignancy in this study. Patients at the extremes of age (&lt;20 years and &gt;50 years) had a malignancy rate of 33.3% each, compared to only 9.1% in those aged 21 - 50 years. This finding is consistent with the wellknown bimodal distribution of thyroid cancer risk [<xref ref-type="bibr" rid="B4">4</xref>][<xref ref-type="bibr" rid="B19">19</xref>]. Cady <italic>et</italic><italic>al</italic>. demonstrated that younger age (&lt;20 years) and older age (&gt;60 years) are independent risk factors for aggressive thyroid cancer [<xref ref-type="bibr" rid="B20">20</xref>]. Similarly, the American Thyroid Association guidelines note that age &lt;20 years and &gt;70 years increases the suspicion of malignancy [<xref ref-type="bibr" rid="B4">4</xref>]. In our series, the youngest patient (11 years) had papillary carcinoma, and the oldest (59 years) had follicular carcinoma, reinforcing the importance of age in clinical decisionmaking.</p>
      <p>Although thyroid swelling was more common in females (84%), the malignancy rate was higher in males (25.0% vs. 11.9%). This male predominance of malignancy, despite lower overall nodule prevalence, is well documented [<xref ref-type="bibr" rid="B5">5</xref>]. Tarrar <italic>et</italic><italic>al</italic>. reported a 25% malignancy rate in males compared to 10.5% in females [<xref ref-type="bibr" rid="B15">15</xref>]. The odds ratio of 2.47 in our study (though not statistically significant, 95% CI: 0.41 - 14.8, p = 0.31 by Fisher’s exact test due to small sample size) aligns with the literature, indicating that on gender basis male confers high risk of thyroid cancer than female. Therefore, male patients with thyroid swelling warrant more aggressive evaluation.</p>
      <p>Solitary thyroid nodules had a 26.7% malignancy rate, over three times higher than multinodular goiter (8.8%), aligning with studies showing higher cancer risk in solitary nodules [<xref ref-type="bibr" rid="B18">18</xref>][<xref ref-type="bibr" rid="B21">21</xref>]. Notably, 3 of 7 malignant cases also arose in multinodular goiters, indicating cancer can occur there. Short symptom duration (&lt;2 years) correlated with higher malignancy (16.7%) than longer duration (≥2 years) (11.5%), likely because rapidly growing or recent nodules are more suspicious, as clinical guidelines emphasize [<xref ref-type="bibr" rid="B4">4</xref>][<xref ref-type="bibr" rid="B5">5</xref>]. </p>
      <p>Ultrasonography was valuable: all 7 malignant nodules were solid, and no malignancy was found in purely cystic lesions. The malignancy rate among solid nodules was 20.0%, aligning with a meta-analysis showing a sensitivity of 69% and specificity of 56% for solid composition [<xref ref-type="bibr" rid="B6">6</xref>][<xref ref-type="bibr" rid="B22">22</xref>]. Cystic nodules are almost always benign, but complex cystic nodules with solid parts can still be cancerous. Our finding that all malignant nodules were solid highlights ultrasound’s role in triaging for FNAC.</p>
      <p>FNAC showed excellent diagnostic performance with a sensitivity 85.7%, a specificity 100%, and an accuracy 98.0%. These results are comparable to published data, such as Chandanwale <italic>et</italic><italic>al</italic>. (sensitivity 90%, specificity 100%) [<xref ref-type="bibr" rid="B23">23</xref>] and Basharat <italic>et</italic><italic>al</italic>. (sensitivity 80%, specificity 97.7%) [<xref ref-type="bibr" rid="B24">24</xref>]. The high specificity and positive predictive value (100%) suggest that a cytological diagnosis of malignancy is reliable. The negative predictive value (97.7%) indicates that benign FNAC effectively excludes malignancy, reducing unnecessary surgery. One case was misclassified—a follicular neoplasm later identified as follicular carcinoma—highlighting FNAC’s limitation in differentiating follicular adenoma from carcinoma [<xref ref-type="bibr" rid="B10">10</xref>][<xref ref-type="bibr" rid="B25">25</xref>].</p>
      <p>The histopathological subtype distribution in this study showed that, among malignant cases, papillary carcinoma was the most common (6; 85.7%), followed by follicular carcinoma (1; 14.3%). This predominance of papillary carcinoma is consistent with global epidemiological data, which reports that papillary thyroid cancer accounts for 80 - 85% of all thyroid malignancies [<xref ref-type="bibr" rid="B1">1</xref>][<xref ref-type="bibr" rid="B2">2</xref>]. Similarly, a large Bangladeshi series reported papillary carcinoma in 76.9% of malignant thyroid specimens [<xref ref-type="bibr" rid="B26">26</xref>]. Among benign cases, multinodular goiter was the most frequent diagnosis (79.1%), followed by follicular adenoma (11.6%) and colloid goiter (9.3%). This distribution mirrors findings from other South Asian studies, where multinodular goiter remains the predominant benign lesion in patients undergoing thyroidectomy [<xref ref-type="bibr" rid="B14">14</xref>][<xref ref-type="bibr" rid="B17">17</xref>].</p>
      <p>Six patients (12%) had a cytological diagnosis of follicular neoplasm (Bethesda IV), an indeterminate category. The overall malignancy rate was 16.7% (1/6), within the reported 15% - 30% range for Bethesda IV nodules [<xref ref-type="bibr" rid="B8">8</xref>][<xref ref-type="bibr" rid="B10">10</xref>]. In an exploratory analysis, adding the clinical predictor of extreme age (&lt;20 or &gt;50 years), we further stratified risk: patients with follicular neoplasm plus extreme age had a 50% malignancy rate, while those aged 21 - 50 had 0%. However, given that there are only six Bethesda IV cases and two patients in the extreme-age subgroup, this finding remains purely hypothesis-generating and does not substantiate direct operative recommendations. External validation involving larger cohorts is imperative prior to clinical implementation. If this approach is validated, it could potentially decrease the number of unnecessary total thyroidectomies performed for benign conditions, thereby reducing the risk of complications such as hypocalcemia and nerve injury [<xref ref-type="bibr" rid="B13">13</xref>]. The Bethesda System estimates malignancy risks of 0% - 3% for Bethesda II, 10% - 30% for Bethesda IV, and 97% - 99% for Bethesda VI [<xref ref-type="bibr" rid="B8">8</xref>]. Our observed rates (0%, 16.7%, and 100%) fall within these ranges, validating the applicability of the categories. The absence of Bethesda III and V cases reflects our small sample size and cytological practice.</p>
    </sec>
    <sec id="sec6">
      <title>6. Limitations of This Study</title>
      <p>Several limitations must be acknowledged: small sample size (n=50) limiting statistical power; singlecenter design with potential selection bias; short study period (6 months); absence of full Bethesda categories (III, V) and molecular markers (BRAF, TERT); limited ultrasound data (only solid/cystic consistency, lacking detailed features like microcalcifications). The proposed risk model requires external validation in larger, prospective cohorts. The proposed exploratory risk model requires external validation in larger, prospective cohorts.</p>
    </sec>
    <sec id="sec7">
      <title>7. Conclusion</title>
      <p>This study confirms malignancy in 14% of patients undergoing thyroidectomy for thyroid swelling. Key associated predictors include age (&lt;20 or &gt;50), male sex, solitary nodule, short symptom duration, and solid ultrasound. FNAC has high accuracy, with a negative predictive value of 97.7%. For Bethesda IV nodules, an exploratory analysis suggests that extreme age enhances risk assessment, showing a 50% malignancy risk in a very small subgroup. A combined FNAC and age algorithm requires external validation before clinical use. Larger studies are needed to validate this model and add ultrasound and molecular predictors.</p>
    </sec>
  </body>
  <back>
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