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Keywords = indeterminate thyroid nodules

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22 pages, 2097 KB  
Article
Thyroid-Originating Extracellular Vesicles Harbor Thyroid-Specific Biomarkers with Potential Relevance for Thyroid Cancer Recurrence Detection
by Nevena Bobar, Ninoslav Mitić, Maja Kosanović, Sonja Šelemetjev, Tijana Išić Denčić, Katarina Taušanović and Jelena Janković Miljuš
Int. J. Mol. Sci. 2026, 27(8), 3510; https://doi.org/10.3390/ijms27083510 - 14 Apr 2026
Viewed by 252
Abstract
Thyroid cancer (TC) is the most common endocrine malignancy, and challenges persist in preoperative diagnosis of indeterminate nodules and postoperative monitoring when thyroglobulin (Tg) assays are compromised by interfering anti-Tg antibodies (Tg-Ab). Extracellular vesicles (EVs) carry molecular cargo reflective of cells of origin [...] Read more.
Thyroid cancer (TC) is the most common endocrine malignancy, and challenges persist in preoperative diagnosis of indeterminate nodules and postoperative monitoring when thyroglobulin (Tg) assays are compromised by interfering anti-Tg antibodies (Tg-Ab). Extracellular vesicles (EVs) carry molecular cargo reflective of cells of origin and are increasingly explored as biomarker sources. In this study, we investigated whether thyroid-derived EVs retain the expression of thyroid-specific thyrotropin-receptor (TSHR), a suitable target in immunoaffinity-based EV isolation, and explored the presence of Tg in EV cargo as potential surrogate for serum Tg. EVs from thyroid cell lines (Nthy-Ori 3-1, TPC-1, OCUT2) and plasma of patients with benign, malignant tumors and recurrent TC were isolated by differential ultracentrifugation and characterized via nanoparticle tracking and Dot and Western blot analyses. EVs derived from Nthy-Ori 3-1 and TPC-1 cell lines were positive for surface TSHR and vesicular Tg, but not OCUT2. All plasma-derived EVs were positive for TSHR and Tg, while their electrophoretic profiles from vesicles differed compared to tissue lysate. Tg was detectable in EVs isolated from recurrent TC samples, even in Tg-Ab positive cases. Together, these results support the use of TSHR for targeted EV isolation and point to vesicular Tg as a potential recurrence marker. Full article
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17 pages, 1520 KB  
Article
Clinical Value of Core Needle Biopsy as a Second-Line Approach After Non-Conclusive Fine-Needle Aspiration in Thyroid Nodules: A Paired Analysis
by Vladan Markovic, Slobodanka Mitrovic, Tijana Maksic, Irfan Corovic, Marija Sekulic, Mladen Maksic and Vesna Grbovic
Diagnostics 2026, 16(7), 1104; https://doi.org/10.3390/diagnostics16071104 - 7 Apr 2026
Viewed by 386
Abstract
Background: Fine-needle aspiration biopsy (FNAB) is the standard initial diagnostic procedure for thyroid nodules; however, a considerable proportion of results are non-diagnostic or indeterminate, often requiring repeat procedures and delaying management. Core needle biopsy (CNB) has been proposed as a second-line option. This [...] Read more.
Background: Fine-needle aspiration biopsy (FNAB) is the standard initial diagnostic procedure for thyroid nodules; however, a considerable proportion of results are non-diagnostic or indeterminate, often requiring repeat procedures and delaying management. Core needle biopsy (CNB) has been proposed as a second-line option. This study evaluated the frequency of non-conclusive FNAB and CNB results and assessed the diagnostic contribution of CNB in nodules with initially non-conclusive FNAB findings. Methods: A retrospective–prospective study was conducted between 2019 and 2025 at a tertiary referral center, including 434 thyroid nodules. Ultrasound risk stratification followed ACR TI-RADS criteria. FNAB was performed in 430 nodules, and CNB in 85 nodules, including 82 evaluated by both methods. Biopsy results were classified according to the Bethesda system as conclusive or non-conclusive. Paired comparisons were analyzed using the McNemar test, and associations with ultrasound risk were assessed. Results: FNAB produced non-conclusive results in 56.5% of cases, compared with 23.5% for CNB. In paired analysis, 53.7% of nodules with non-conclusive FNAB were reclassified as conclusive after CNB (p < 0.001). CNB significantly distinguished benign from malignant lesions, unlike FNAB. Hypoechogenicity, irregular margins, and punctate echogenic foci were independent predictors of malignancy. Minor complications were more frequent after CNB, while major complications were rare in both groups. Conclusions: CNB improves diagnostic yield when used as a second-line procedure in nodules with non-conclusive FNAB findings. Selective use in higher-risk nodules may reduce repeat procedures and facilitate more structured clinical management. Full article
(This article belongs to the Section Pathology and Molecular Diagnostics)
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16 pages, 1895 KB  
Article
The Value of Multimodal Ultrasound in Differentiating Benign from Malignant Cytologically Indeterminate Thyroid Nodules
by Rong Yang, Yanfang Wang, Guo Chen, Xiaorong Lv, Yuanqing Zhang and Fang Nie
Cancers 2026, 18(7), 1071; https://doi.org/10.3390/cancers18071071 - 25 Mar 2026
Viewed by 469
Abstract
Aim: To evaluate the diagnostic value of conventional ultrasound (CUS) and contrast-enhanced ultrasound (CEUS) features in differentiating benign from malignant Bethesda III/IV thyroid nodules, and to identify independent predictors of malignancy. Methods: We retrospectively analyzed 164 surgically confirmed Bethesda III/IV thyroid nodules. CUS [...] Read more.
Aim: To evaluate the diagnostic value of conventional ultrasound (CUS) and contrast-enhanced ultrasound (CEUS) features in differentiating benign from malignant Bethesda III/IV thyroid nodules, and to identify independent predictors of malignancy. Methods: We retrospectively analyzed 164 surgically confirmed Bethesda III/IV thyroid nodules. CUS and CEUS features were evaluated by two experienced radiologists blinded to pathological outcomes. Univariate analysis compared features between benign and malignant groups. Multivariate logistic regression was used to identify independent predictors. Diagnostic models were constructed based on CUS alone, CEUS alone, and their combination, with performance evaluated using receiver operating characteristic (ROC) curve analysis. The area under the curve (AUC), sensitivity, specificity, positive predictive value (PPV), and negative predictive value (NPV) were calculated for each model. Results: The malignancy rate was 48.8% (80/164). Multivariate analysis identified microcalcifications (OR = 4.815, p < 0.001), aspect ratio >1 (OR = 2.499, p = 0.028), and irregular shape (OR = 2.465, p = 0.035) as independent risk factors, while older age (OR = 0.926 per year, p < 0.001) was protective. The CUS model achieved an AUC of 0.815 with high sensitivity (91.3%) and NPV (87.7%). The CEUS model performed poorly (AUC = 0.609). The combined model (AUC = 0.823) showed no significant improvement over CUS alone (p > 0.05). Physician subjective diagnosis based on CEUS TI-RADS yielded an AUC of 0.775. Conclusions: Conventional ultrasound features provide good diagnostic value for Bethesda III/IV nodules, with high sensitivity and NPV suitable for clinical screening. The addition of CEUS offered limited incremental benefit in this specific population, suggesting that the diagnostic value of CEUS for differentiating benign from malignant cytologically indeterminate thyroid nodules (ITNs) may be limited. Full article
(This article belongs to the Special Issue Application of Ultrasound in Cancer Diagnosis and Treatment)
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14 pages, 4768 KB  
Article
Prospective Optimization of Malignancy Risk Prediction in Indeterminate Thyroid Nodules: Diagnostic Synergy of ACR TI-RADS and the 2023 Bethesda System
by Ozlem Aydin, Bulent Colakoglu, Cavit Kerem Kayhan, Mehmet Güven Günver, Mariana Simplício, Joana Pinto Schmitt and Sule Canberk
Endocrines 2026, 7(1), 12; https://doi.org/10.3390/endocrines7010012 - 19 Mar 2026
Cited by 1 | Viewed by 464
Abstract
Background: Risk stratification of indeterminate thyroid nodules (Bethesda III–IV) remains difficult and often triggers unnecessary procedures. Ultrasound-based ACR TI-RADS and the 2023 Bethesda System are widely used, but the incremental value of combining them and the role of size thresholds needs prospective validation. [...] Read more.
Background: Risk stratification of indeterminate thyroid nodules (Bethesda III–IV) remains difficult and often triggers unnecessary procedures. Ultrasound-based ACR TI-RADS and the 2023 Bethesda System are widely used, but the incremental value of combining them and the role of size thresholds needs prospective validation. Objective: The objective of this study was to prospectively compare the diagnostic performance of ACR TI-RADS and the 2023 Bethesda System, alone and in combination, for predicting malignancy in thyroid nodules, with dedicated analyses of indeterminate lesions (Bethesda categories III–IV), including subtypes of Bethesda III (nuclear atypia vs. other atypia), and the impact of nodule size. Methods: Histopathology was available for 131 nodules. Diagnostic metrics (sensitivity, specificity, PPV, NPV), ROC curves (DeLong comparison), and Youden indices were calculated for individual and combined thresholds; a 16 mm size cut-off was explored. Results: Malignancy was confirmed in 105/131 nodules (80.2%). Bethesda outperformed TI-RADS (AUC 0.87 vs. 0.69; DeLong p = 0.041). Malignancy rates rose with higher categories (e.g., TI-RADS 5: 93.6%; Bethesda category V: 100%; Bethesda category VI: 100%) and were markedly elevated in the histologically confirmed subset for Bethesda category III (32/41; 78.0%) and IV (6/8; 75.0%). The combined requirement of TI-RADS ≥ 4 and Bethesda ≥ 4 maximized specificity (96.2%) and PPV (98.4%) with a high Youden J (0.552), supporting a rule-in strategy in category IV of Bethesda. Size alone was a weak discriminator (AUC 0.66); within Bethesda III–IV nodules, malignancy did not differ significantly by the 16 mm threshold (p = 1.00). ROC using continuous tumor size yielded AUC = 0.66; the ROC-derived optimal cut-off was 16 mm. Applying this split produced sensitivity 0.80 and specificity 0.50. Conclusions: Integrating ACR TI-RADS with Bethesda cytology significantly improves specificity and PPV for indeterminate thyroid nodules, supporting a morphology-driven approach over traditional size-based thresholds. Incorporation of combined sonographic–cytologic criteria into management algorithms may reduce unnecessary interventions and optimize patient care. Full article
(This article belongs to the Section Thyroid Endocrinology)
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12 pages, 416 KB  
Article
Molecular Analysis Based on Fine-Needle Aspiration Washout Samples in Thyroid Nodules
by Sevgül Fakı, Cevdet Aydın, Şefika Burçak Polat, Gülsüm Karahmetli, Ahmet Cevdet Ceylan, Mustafa Altan, Ayşegül Aksoy Altınboğa, Bülent Çomçalı, Oya Topaloğlu, Reyhan Ersoy and Bekir Çakır
Genes 2026, 17(1), 99; https://doi.org/10.3390/genes17010099 - 19 Jan 2026
Viewed by 507
Abstract
Background: Molecular testing is recommended to refine risk stratification in indeterminate thyroid nodules (Bethesda III–IV), but data on dual-gene (BRAF and RAS) testing using fresh FNA washout specimens are limited. We aimed to evaluate the performance of BRAF and RAS mutation analysis from [...] Read more.
Background: Molecular testing is recommended to refine risk stratification in indeterminate thyroid nodules (Bethesda III–IV), but data on dual-gene (BRAF and RAS) testing using fresh FNA washout specimens are limited. We aimed to evaluate the performance of BRAF and RAS mutation analysis from fresh thyroid FNA washout material, with a focus on indeterminate cytology. Methods: We retrospectively analyzed 1139 patients who underwent washout-based molecular testing between May 2022 and October 2024 at a tertiary endocrine center. Of these, 307 had available histopathologic results after surgery. Primary outcomes were sample adequacy, mutation spectrum, and diagnostic metrics (sensitivity, specificity, PPV, NPV, and accuracy). Analyses were repeated under two assumptions that classified borderline/low-risk neoplasms as benign vs. malignant, and within the Bethesda III–IV subset. Results: Adequate material for molecular analysis was obtained in 1037/1139 samples (90.9%). In the operated cohort (n = 307), malignant lesions comprised 31.9% and low-risk neoplasms 8.5%. When borderline lesions were considered benign, mutation positivity yielded a sensitivity of 48.0%, a specificity of 89.6%, a PPV of 75.9%, an NPV of 71.9%, and an accuracy of 72.9%. In Bethesda III–IV nodules (n = 153), sensitivity, specificity, and accuracy were 41.0%, 85.2%, and 66.0% (malignant assumption). Isolated BRAF positivity showed high specificity (~96.7%) with modest sensitivity. Conclusions: Our findings extend current diagnostic approaches by showing that dual-gene (BRAF and RAS) testing from fresh FNA washouts is technically feasible (≥90% adequacy) and provides high specificity with modest sensitivity for malignancy in indeterminate nodules. In settings lacking comprehensive commercial panels, this low-complexity approach offers a practical adjunct to cytology and imaging for preoperative decision-making. Full article
(This article belongs to the Section Molecular Genetics and Genomics)
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18 pages, 2417 KB  
Article
Advanced AI-Powered System for Comprehensive Thyroid Cancer Detection and Malignancy Risk Assessment
by Noemi Lorenzovici, Horatiu Silaghi, Eva-H. Dulf, Cornelia Braicu and Cristina Alina Silaghi
Life 2026, 16(1), 38; https://doi.org/10.3390/life16010038 - 26 Dec 2025
Viewed by 804
Abstract
The thyroid cancer incidence has been continuously rising over the last decades. Recently, intelligent cancer detection software are gaining popularity, due to their high diagnostic accuracy and subsequent direct benefits in avoiding unnecessary surgical interventions. This study introduces a novel hybrid computer-aided diagnosis [...] Read more.
The thyroid cancer incidence has been continuously rising over the last decades. Recently, intelligent cancer detection software are gaining popularity, due to their high diagnostic accuracy and subsequent direct benefits in avoiding unnecessary surgical interventions. This study introduces a novel hybrid computer-aided diagnosis (CAD) system that combines convolutional neural networks (CNNs) and molecular data analysis to achieve comprehensive and reliable thyroid cancer diagnostics. The system consists of two key modules: The first is a CNN-based model leveraging transfer learning, processes ultrasound images to classify patients as either “healthy” or “with a thyroid nodule.” In cases where a nodule is detected, the second module utilizes molecular data to predict the malignancy risk, providing a probability score for clinical decision support. Different image augmentation techniques (traditional ones as well as novels) were carried out to enhance the robustness of the system. The combination of two independent modules makes it possible to use them decoupled, while used together they provide a powerful, in-depth diagnosis of thyroid cancer. The proposed system demonstrates strong performance: the ultrasound-based CNN module achieves an accuracy of 93.65%, with a sensitivity of 100% and a specificity of 69.23%. For the gene analysis component, the model achieves a training mean squared error (MSE) of 4.24 × 10−5 and a testing MSE 6.31 × 10−3. These results underscore the system’s competitive performance with existing thyroid cancer detection CAD systems in both diagnostic performance and the depth of insights provided, supporting clinicians in making informed, reliable decisions in thyroid cancer management. Full article
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18 pages, 1260 KB  
Article
Inside the Matrix: Integrated Cytology and Molecular Testing of Thyroid FNAC Samples Using a Commercial Synthetic 3D Scaffold
by Diana Raluca Streinu, Dana Liana Stoian, Octavian Constantin Neagoe, Mihnea Derban, Paula Diana Ciordas and Catalin Marian
Int. J. Mol. Sci. 2025, 26(22), 11100; https://doi.org/10.3390/ijms262211100 - 17 Nov 2025
Cited by 2 | Viewed by 1246
Abstract
Accurate preoperative assessment of thyroid nodules remains challenging, particularly in indeterminate cytological categories. Integrating molecular testing into cytology could improve diagnostic precision, enable timely intervention, and support better risk stratification and patient management. This proof-of-concept study evaluated the feasibility of performing molecular testing [...] Read more.
Accurate preoperative assessment of thyroid nodules remains challenging, particularly in indeterminate cytological categories. Integrating molecular testing into cytology could improve diagnostic precision, enable timely intervention, and support better risk stratification and patient management. This proof-of-concept study evaluated the feasibility of performing molecular testing on fine-needle aspiration cytology (FNAC) samples processed on CytoMatrix, a three-dimensional synthetic scaffold designed to capture and preserve cellular material. Thirty-three thyroid FNAC specimens were processed on CytoMatrix, and cytological diagnoses were mirrored to the 2023 Bethesda System for Reporting Thyroid Cytopathology and correlated with final histopathology. DNA was extracted from paraffin-embedded CytoMatrix sections and analyzed for the BRAF V600E mutation. Adequate DNA for molecular testing was obtained in 30 of 33 cases (90%), and BRAF V600E mutations were detected in three papillary thyroid carcinoma samples. DNA adequacy and yield were consistent across Bethesda III–V categories, with insufficiency limited to low-cellularity Bethesda III cases. CytoMatrix enables reliable DNA recovery and targeted molecular testing without compromising cytological evaluation. This integrated cytomolecular workflow provides a feasible approach for combining cytological and molecular data in thyroid FNAC, supporting personalized and timely diagnostic management. Full article
(This article belongs to the Special Issue Genetic Testing in Molecular Pathology and Diagnosis)
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13 pages, 681 KB  
Review
Artificial Intelligence in Thyroid Cytopathology: Diagnostic and Technical Insights
by Mariachiara Negrelli, Chiara Frascarelli, Fausto Maffini, Elisa Mangione, Clementina Di Tonno, Mariano Lombardi, Francesca Maria Porta, Mario Urso, Vincenzo L’Imperio, Fabio Pagni, Claudio Bellevicine, Mariantonia Nacchio, Umberto Malapelle, Giancarlo Troncone, Antonio Marra, Giuseppe Curigliano, Konstantinos Venetis, Elena Guerini-Rocco and Nicola Fusco
Cancers 2025, 17(21), 3525; https://doi.org/10.3390/cancers17213525 - 31 Oct 2025
Cited by 2 | Viewed by 1414
Abstract
Fine-needle aspiration cytology (FNAC) is the cornerstone of thyroid nodule evaluation, standardized by the Bethesda System. However, indeterminate categories (Bethesda III–IV) remain a major challenge, often leading to unnecessary surgery or delayed molecular testing. Deep learning (DL) has recently emerged as a promising [...] Read more.
Fine-needle aspiration cytology (FNAC) is the cornerstone of thyroid nodule evaluation, standardized by the Bethesda System. However, indeterminate categories (Bethesda III–IV) remain a major challenge, often leading to unnecessary surgery or delayed molecular testing. Deep learning (DL) has recently emerged as a promising adjunct in thyroid cytopathology, with applications spanning triage support, Bethesda category classification, and integration with molecular data. Yet, routine adoption is limited by preanalytical variability (staining, slide preparation, Z-stack acquisition, scanner heterogeneity), annotation bias, and domain shift, which reduce generalizability across centers. Most studies remain retrospective and single-institution, with limited external validation. This article provides a technical overview of DL in thyroid cytology, emphasizing preanalytical sources of variability, architectural choices, and potential clinical applications. We argue that standardized datasets, multicenter prospective trials, and robust explainability frameworks are essential prerequisites for safe clinical deployment. Looking forward, DL systems are most likely to enter practice as diagnostic co-pilots, Bethesda classifiers, and multimodal risk-stratification tools. With rigorous validation and ethical oversight, these technologies may augment cytopathologists, reduce interobserver variability, and help transform thyroid cytology into a more standardized and data-driven discipline. Full article
(This article belongs to the Special Issue Molecular Pathology and Human Cancers)
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11 pages, 646 KB  
Article
Molecular Testing and Surgical Outcomes in Bethesda III and IV Thyroid Nodules: A Retrospective Cohort Study
by Alexandra E. Payne, Layla Gobeil, Marc P. Pusztaszeri, Isabelle Bannister, Saruchi Bandargal, Sabrina Daniela da Silva and Veronique-Isabelle Forest
Cancers 2025, 17(20), 3376; https://doi.org/10.3390/cancers17203376 - 20 Oct 2025
Cited by 1 | Viewed by 1834
Abstract
Background: Bethesda III and IV thyroid nodules, which fall under the category of indeterminate cytology, pose challenges in clinical decision-making due to their ambiguous risk of malignancy. Molecular testing has been increasingly employed to aid risk stratification and optimize the extent of [...] Read more.
Background: Bethesda III and IV thyroid nodules, which fall under the category of indeterminate cytology, pose challenges in clinical decision-making due to their ambiguous risk of malignancy. Molecular testing has been increasingly employed to aid risk stratification and optimize the extent of surgical intervention. Methods: A retrospective review of 410 patients with Bethesda III and IV thyroid nodules who underwent thyroid surgery at McGill University teaching hospitals between January 2016 and April 2022. Patients were grouped based on whether or not they underwent preoperative molecular testing. Data were collected on demographic variables, histopathologic diagnosis, mutation profiles, and surgical outcomes. The primary outcome was to assess for concordance between surgical intervention and final pathology in both groups, with a focus on identifying optimal versus suboptimal management. Optimal management is defined as surgery appropriate to the aggressiveness of disease, meaning a hemi-thyroidectomy for a non-aggressive malignancy, total thyroidectomy for an aggressive malignancy, and no surgery for a benign nodule. Furthermore, suboptimal management includes unnecessary surgery or incorrect surgery for the level of aggressivity of the nodule. Results: Among the 410 patients, 203 underwent molecular testing, while 207 did not. Of those who underwent molecular testing, 117 had Bethesda III nodules and 86 had Bethesda IV nodules. In the non-tested group, 129 and 78 patients had Bethesda III and IV nodules, respectively. Optimal surgical intervention was achieved in 67.5% of patients who underwent molecular testing, compared with 25.1% in those who did not (p < 0.001). Subgroup analysis revealed that 61.5% of Bethesda III nodules with molecular testing received optimal care versus 21.0% of those without testing. In the Bethesda IV cohort, optimal surgery was achieved in 75.6% with testing versus 32.1% without. Among the suboptimally managed patients, 70.1% (155/221) were from the group that did not undergo molecular testing. In addition, molecular testing identified aggressive mutations such as BRAF V600E and TERT promoter mutations more frequently in Bethesda III nodules, while RAS-like mutations, associated with indolent behavior, predominated in Bethesda IV nodules. Conclusions: In this study, molecular testing significantly improved risk stratification and the likelihood of optimal surgical management in patients with Bethesda III and IV thyroid nodules. Incorporating molecular diagnostics into the standard preoperative workflow may enhance patient care, reduce unnecessary surgeries, and optimize the extent of surgery. Future studies should evaluate the cost-effectiveness and broader implementation of molecular testing in diverse healthcare settings. Full article
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13 pages, 1244 KB  
Systematic Review
Toward Standardized Management of Indeterminate Thyroid Nodules in Pediatric Patients: A Systematic Review and Call for a Comprehensive Risk Stratification Model
by Gerdi Tuli, Jessica Munarin, Anna Biga, Francesco Quaglino, Giulia Carbonaro and Luisa De Sanctis
J. Clin. Med. 2025, 14(17), 6112; https://doi.org/10.3390/jcm14176112 - 29 Aug 2025
Viewed by 1343
Abstract
Background/Objective: Thyroid nodules are rare in the pediatric population but carry a higher malignancy risk compared to adults. Evaluation and management of cytologically indeterminate nodules vary considerably between institutions and countries. The aim was to systematically review current evidence on the management of [...] Read more.
Background/Objective: Thyroid nodules are rare in the pediatric population but carry a higher malignancy risk compared to adults. Evaluation and management of cytologically indeterminate nodules vary considerably between institutions and countries. The aim was to systematically review current evidence on the management of indeterminate thyroid nodules in the pediatric population. Methods: A systematic review of the literature was conducted, focusing on cytological classification systems, surgical strategies, and the use of ancillary tools such as molecular testing. Results: Most studies (42.9%) recommend lobectomy for indeterminate thyroid nodules in children; however, considerable heterogeneity in management strategies was observed among institutions. This variability precluded the possibility of conducting a meta-analysis of surgical outcomes. Additionally, a lack of pediatric-specific risk of malignancy (ROM) data for the British Thyroid Association (BTA) and SIAPEC cytological classification systems was noted. Conclusions: We propose the development of a pediatric-specific, multiparametric risk stratification model that incorporates clinical features, biochemical markers, ultrasound characteristics, cytological classification, and molecular profiling. This comprehensive score could help standardize the management of indeterminate thyroid nodules in children and guide clinical decision-making, ranging from observation to total thyroidectomy. Prospective validation in multicenter pediatric cohorts is essential to confirm its clinical utility. Full article
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10 pages, 469 KB  
Article
Molecular Testing in Thyroid Nodules: How Much Does It Change Clinical Practice?
by Mehmet Kostek, Niranjna Swaminathan, Azeem Izhar, Andrea Gillis, Herbert Chen and Brenessa Lindeman
Biomedicines 2025, 13(8), 1947; https://doi.org/10.3390/biomedicines13081947 - 9 Aug 2025
Viewed by 2071
Abstract
Background/Objectives: Molecular testing is most commonly performed in evaluation of thyroid nodules with indeterminate Fine Needle Aspiration Biopsy (FNAB) results. However, in clinical practice, thyroidectomy may still be pursued in patients who present with clear clinical indications despite a benign molecular test result. [...] Read more.
Background/Objectives: Molecular testing is most commonly performed in evaluation of thyroid nodules with indeterminate Fine Needle Aspiration Biopsy (FNAB) results. However, in clinical practice, thyroidectomy may still be pursued in patients who present with clear clinical indications despite a benign molecular test result. The aim of this study is to identify clinical factors that influence the decision to proceed with surgery in the presence of a benign molecular test result. Methods: Patients who were evaluated in the outpatient clinic for thyroid nodules at one institution between January 2016 and January 2024 were retrospectively reviewed. Patients with FNAB results corresponding to Bethesda categories III or IV and a benign result on the Afirma molecular test were included. Demographic data, medical and family history, characteristics of thyroid nodules (including ultrasonographic features), surgical history, and postoperative pathology results were analyzed. Patients were divided into two groups based on clinical management—Observation (Group-1) or Thyroidectomy (Group-2)—and compared using Chi-square tests for bivariate analysis and multivariable logistic regression. Results: A total of 177 patients were included, with 87 (49.1%) in the observation group and 90 (50.9%) in the surgical group. Mean age was 55.9 ± 13.9 years and median nodule size (IQR) was 2.8 cm (1.95–4.0 cm). Bivariate analysis revealed the surgical group had significantly higher proportions of patients with compressive symptoms (p < 0.001), hyperthyroidism (p = 0.01), nodules >4 cm (p < 0.001) and documented nodule growth during follow-up (p < 0.001). Multivariate logistic regression identified the following factors as independently associated with the decision to proceed with surgery: compressive symptoms (OR: 23.2; 95%CI: 6.06–88.89; p < 0.001), hyperthyroidism (OR: 5.87; 95%CI: 1.63–21.20; p = 0.007), nodule size >4 cm (OR: 11.36; 95%CI: 3.90–33.12; p < 0.001), and increasing nodule size during follow-up (OR: 7.85; 95%CI: 2.72–22.65; p < 0.001). Conclusions: Despite a benign molecular test result, patients exhibiting compressive symptoms, hyperthyroidism, nodules larger than 4 cm, or evidence of nodule growth during follow-up are significantly more likely to undergo thyroidectomy. In such cases, molecular testing may offer limited clinical utility and could be omitted to optimize cost-effectiveness. Full article
(This article belongs to the Section Molecular and Translational Medicine)
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13 pages, 1291 KB  
Article
Preoperative Expression Profiles of miR-146a and miR-221 as Potential Biomarkers for Differentiating Benign from Malignant Thyroid Nodules
by Mervat Matei, Sergiu-Ciprian Matei, Cristina Stefania Dumitru, Roxana Popescu, Ligia Petrica, Ioana Golu, Marioara Cornianu, Isabella Ionela Stoian and Mihaela Maria Vlad
Int. J. Mol. Sci. 2025, 26(15), 7564; https://doi.org/10.3390/ijms26157564 - 5 Aug 2025
Cited by 2 | Viewed by 924
Abstract
Thyroid cancer is the most common endocrine malignancy, and preoperative distinction between benign and malignant nodules remains challenging, especially in cytologically indeterminate cases. Circulating microRNAs (miRNAs) have gained interest as non-invasive biomarkers due to their stability and involvement in tumorigenesis. This study aimed [...] Read more.
Thyroid cancer is the most common endocrine malignancy, and preoperative distinction between benign and malignant nodules remains challenging, especially in cytologically indeterminate cases. Circulating microRNAs (miRNAs) have gained interest as non-invasive biomarkers due to their stability and involvement in tumorigenesis. This study aimed to assess the preoperative diagnostic value of circulating miR-146a and miR-221 in patients undergoing thyroidectomy. A total of 56 patients were included, of whom 24 had malignant and 32 had benign thyroid lesions confirmed by histopathology. Preoperative plasma levels of miR-146a and miR-221 were quantified using qRT-PCR, and relative expression was calculated with the 2−ΔΔCt method. miR-221 expression was significantly higher in malignant cases, with an area under the ROC curve of 1.00, achieving 100% sensitivity and specificity at the optimal threshold. miR-146a showed no significant discriminatory ability. Weak correlations were observed between miRNA expression and clinical parameters such as age, TIRADS score, or thyroid volume. Logistic regression including miR-221 led to perfect separation, indicating strong predictive capacity but precluding multivariate modeling. These findings suggest that circulating miR-221 may serve as a highly accurate biomarker for thyroid malignancy and warrant further validation in larger, prospective cohorts. Full article
(This article belongs to the Special Issue Advancements in Cancer Biomarkers)
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12 pages, 1031 KB  
Article
Ultrasound Pattern of Indeterminate Thyroid Nodules with Prevalence of Oncocytes
by Sium Wolde Sellasie, Stefano Amendola, Leo Guidobaldi, Francesco Pedicini, Isabella Nardone, Tommaso Piticchio, Simona Zaccaria, Luigi Uccioli and Pierpaolo Trimboli
J. Clin. Med. 2025, 14(15), 5206; https://doi.org/10.3390/jcm14155206 - 23 Jul 2025
Viewed by 1125
Abstract
Objectives: Oncocyte-rich indeterminate thyroid nodules (O-ITNs) present diagnostic and management challenges due to overlapping features between benign and malignant lesions and differing cytological classifications. This study aimed primarily to assess the ultrasound (US) characteristics and US-based risk of O-ITNs using the American [...] Read more.
Objectives: Oncocyte-rich indeterminate thyroid nodules (O-ITNs) present diagnostic and management challenges due to overlapping features between benign and malignant lesions and differing cytological classifications. This study aimed primarily to assess the ultrasound (US) characteristics and US-based risk of O-ITNs using the American College of Radiology Thyroid Imaging Reporting And Data Systems (ACR TI-RADS). A secondary objective was to compare the Bethesda System for Reporting Thyroid Cytopathology (BSRTC) and Italian Consensus for the Classification and Reporting of Thyroid Cytology (ICCRTC) cytological systems regarding classification and clinical management implications for O-ITNs. Methods: A retrospective study was conducted on 177 ITNs (TIR3A and TIR3B) evaluated between June 2023 and December 2024 at CTO-Alesini, Rome (Italy). Nodules were assessed with US, cytology, and histology. Oncocyte predominance was defined as >70% oncocytes on fine-needle aspiration (FNA). US features were analyzed according to ACR TI-RADS. Nodules were reclassified by BSRTC, and potential differences in clinical case management (CCM) were analyzed. Results: O-ITNs comprised 47.5% of the sample. Compared to non-O-ITNs, O-ITNs were larger and more frequently showed low-risk US features, including a higher prevalence of ACR TI-RADS 3 nodules. However, no progressive increase in the risk of malignancy (ROM) was observed across ACR TI-RADS classes within O-ITNs. Histological malignancy was identified in 47.1% of O-ITNs, a lower proportion compared to non-O-ITNs, though the difference was not statistically significant. Classification discordance with potential management impact was lower in O-ITNs (20.2%) than in non-O-ITNs (38.7%). Conclusions: O-ITNs typically exhibit benign-appearing US features and lower classification discordance between BSRTC and ICCRTC, yet US risk stratification fails to differentiate malignancy risk within O-ITNs. A tailored approach integrating cytology and cautious US interpretation is essential for optimal O-ITN management. Full article
(This article belongs to the Section Endocrinology & Metabolism)
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10 pages, 1023 KB  
Article
CD66b+ Tumor-Infiltrating Neutrophil-like Monocytes as Potential Biomarkers for Clinical Decision-Making in Thyroid Cancer
by Hamdullah Yanik, Ilgin Demir, Ertugrul Celik, Ece Tavukcuoglu, Ibrahim Burak Bahcecioglu, Adile Begum Bahcecioglu, Mehmet Mert Hidiroglu, Sumeyra Guler, Nese Ersoz Gulcelik, Mehmet Ali Gulcelik, Kerim Bora Yilmaz and Gunes Esendagli
Medicina 2025, 61(7), 1256; https://doi.org/10.3390/medicina61071256 - 10 Jul 2025
Cited by 4 | Viewed by 1990
Abstract
Background and Objectives: Thyroid nodules are a common endocrine disorder, with 10–15% exhibiting malignancy. Accurate differentiation of malignant and benign nodules is crucial for optimizing treatment outcomes. Current diagnostic tools, such as the Bethesda classification and fine-needle aspiration biopsy (FNAB), are limited [...] Read more.
Background and Objectives: Thyroid nodules are a common endocrine disorder, with 10–15% exhibiting malignancy. Accurate differentiation of malignant and benign nodules is crucial for optimizing treatment outcomes. Current diagnostic tools, such as the Bethesda classification and fine-needle aspiration biopsy (FNAB), are limited in sensitivity and specificity, particularly in indeterminate cases. Tumor-infiltrating immune cells (TIICs) in the tumor microenvironment (TME) play a significant role in thyroid cancer progression. CD66b+ neutrophil-like monocytes constitute a novel subset of myeloid cells that are implicated in the modulation of anti-tumor immune responses, but their role in thyroid cancer remains unclear. Materials and Methods: Peripheral blood and thyroid nodule tissue samples were obtained from 24 patients with papillary thyroid carcinoma, and from 10 patients who underwent surgery for symptoms of tracheal compression due to benign thyroid nodules. Myeloid cell populations were assayed by flow cytometric immunophenotyping with CD45, HLA-DR, CD14, and CD66b. The data were statistically analyzed with the clinical properties of the patients. Results: The neutrophil-like monocytes, which were determined as HLA-DR+CD14+CD66b+ cells, found in the circulation (11.9 ± 2.4% of total mononuclear immune cells) of the patients with papillary thyroid carcinoma, were significantly elevated (p < 0.001). Accordingly, these cells were more frequently detected in tumor tissues (21.1 ± 2.1% of total tumor-infiltrating immune cells) compared to non-tumor thyroid tissues (p = 0.0231). The infiltration levels of neutrophil-like monocytes were significantly higher in malignant nodules as well as in the peripheral blood of the papillary thyroid carcinoma patients compared to the samples obtained from the patients with benign nodules. The tumor tissues exhibited increased immune cell infiltration and harbored CD66b-expressing neutrophil-like HLA-DR+CD14+ monocytic cells, which indicates an inflammatory milieu in malignant thyroid cancer. Conclusions: This study identifies neutrophil-like monocytes as a potential biomarker for differentiating malignant and benign thyroid nodules. Elevated levels of this novel subtype of immune cells in malignant tissues suggest their role in tumor progression and their utility in enhancing diagnostic accuracy. Incorporating these findings into clinical practice may refine surgical decision-making and improve outcomes through personalized diagnostic and therapeutic strategies, particularly for radioiodine-refractory thyroid cancer. Full article
(This article belongs to the Section Oncology)
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16 pages, 1193 KB  
Review
Towards an Integrated Multi-Omic Approach to Improve the Diagnostic Accuracy of Fine-Needle Aspiration in Thyroid Nodules with Indeterminate Cytology
by Monia Bordoni, Nairus Aboud, Francesca Silvetti, Augusto Taccaliti, Giancarlo Balercia and Gianmaria Salvio
Diagnostics 2025, 15(12), 1506; https://doi.org/10.3390/diagnostics15121506 - 13 Jun 2025
Cited by 3 | Viewed by 1268
Abstract
Thyroid nodules are accidentally found in up to 68% of people undergoing neck ultrasound (US) examination, and fine needle aspiration (FNA) is the current gold standard to discriminate between malignancy and benign lesions. Unfortunately, one-third of FNAs are classified as indeterminate, requiring surgery [...] Read more.
Thyroid nodules are accidentally found in up to 68% of people undergoing neck ultrasound (US) examination, and fine needle aspiration (FNA) is the current gold standard to discriminate between malignancy and benign lesions. Unfortunately, one-third of FNAs are classified as indeterminate, requiring surgery for definitive diagnosis. This leads to high costs and health risks of unnecessary procedures, since malignancies are observed in less than half of operative specimens. This narrative review aims to describe the most innovative multi-omics approach techniques, including genomics, proteomics, and metabolomics, aimed at making the preoperative evaluation of indeterminate thyroid nodules more accurate. The advantages and disadvantages of the techniques are described in detail, and a SWOT (strengths, weaknesses, opportunities, and threats) analysis of the multi-omic approach is provided. Full article
(This article belongs to the Special Issue Metabolic Diseases: Diagnosis, Management, and Pathogenesis)
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