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Zhong L, Shi L, Li W, Zhou L, Wang K, Gu L. An Ultrasound Image-Based Deep Learning Radiomics Nomogram for Differentiating Between Benign and Malignant Indeterminate Cytology (Bethesda III) Thyroid Nodules: A Retrospective Study. JOURNAL OF CLINICAL ULTRASOUND : JCU 2025. [PMID: 40396203 DOI: 10.1002/jcu.24058] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/08/2024] [Revised: 10/29/2024] [Accepted: 03/31/2025] [Indexed: 05/22/2025]
Abstract
RATIONALE AND OBJECTIVES Our objective is to develop and validate a deep learning radiomics nomogram (DLRN) based on preoperative ultrasound images and clinical features, for predicting the malignancy of thyroid nodules with indeterminate cytology (Bethesda III). MATERIALS AND METHODS Between June 2017 and June 2022, we conducted a retrospective study on 194 patients with surgically confirmed indeterminate cytology (Bethesda III) in our hospital. The training and internal validation cohorts were comprised of 155 and 39 patients, in a 7:3 ratio. To facilitate external validation, we selected an additional 80 patients from each of the remaining two medical centers. Utilizing preoperative ultrasound data, we obtained imaging markers that encompass both deep learning and manually radiomic features. After feature selection, we developed a comprehensive diagnostic model to evaluate the predictive value for Bethesda III benign and malignant cases. The model's diagnostic accuracy, calibration, and clinical applicability were systematically assessed. RESULTS The results showed that the prediction model, which integrated 512 DTL features extracted from the pre-trained Resnet34 network, ultrasound radiomics, and clinical features, exhibited superior stability in distinguishing between benign and malignant indeterminate thyroid nodules (Bethesda Class III). In the validation set, the AUC was 0.92 (95% CI: 0.831-1.000), and the accuracy, sensitivity, specificity, precision, and recall were 0.897, 0.882, 0.909, 0.882, and 0.882, respectively. CONCLUSION The comprehensive multidimensional data model based on deep transfer learning, ultrasound radiomics features, and clinical characteristics can effectively distinguish the benign and malignant indeterminate thyroid nodules (Bethesda Class III), providing valuable guidance for treatment selection in patients with indeterminate thyroid nodules (Bethesda Class III).
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Affiliation(s)
- Lichang Zhong
- Department of Ultrasound in Medicine, Sixth People's Hospital Affiliated to Medical College of Shanghai Jiaotong University, Shanghai Institute of Ultrasound in Medicine, Shanghai, China
| | - Lin Shi
- Department of Ultrasound in Medicine, Sixth People's Hospital Affiliated to Medical College of Shanghai Jiaotong University, Shanghai Institute of Ultrasound in Medicine, Shanghai, China
| | - Weimei Li
- Department of Ultrasound in Medicine, Sixth People's Hospital Affiliated to Medical College of Shanghai Jiaotong University, Shanghai Institute of Ultrasound in Medicine, Shanghai, China
| | - Liang Zhou
- Department of Information, Sixth People's Hospital Affiliated to Medical College of Shanghai Jiaotong University, Shanghai, China
| | - Kui Wang
- The Affiliated Jiangsu Shengze Hospital of Nanjing Medical University, Suzhou, China
| | - Liping Gu
- Department of Ultrasound in Medicine, Sixth People's Hospital Affiliated to Medical College of Shanghai Jiaotong University, Shanghai Institute of Ultrasound in Medicine, Shanghai, China
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Li F, Tao S, Ji M, Liu L, Qin Z, Yang X, Wu R, Zhan J. Dynamic AI Ultrasound-Assisted Diagnosis System to Reduce Unnecessary Fine Needle Aspiration of Thyroid Nodules. JOURNAL OF CLINICAL ULTRASOUND : JCU 2025. [PMID: 40348606 DOI: 10.1002/jcu.24035] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/22/2024] [Revised: 02/23/2025] [Accepted: 03/31/2025] [Indexed: 05/14/2025]
Abstract
OBJECTIVES This study aims to compare the diagnostic efficiency of the American College of Radiology-Thyroid Imaging, Reporting, and Data System (ACR-TIRADS), fine-needle aspiration (FNA) cytopathology alone, and the dynamic artificial intelligence (AI) diagnostic system. MATERIALS AND METHODS A total of 1035 patients from three hospitals were included in the study. Of these, 590 were from the retrospective dataset and 445 cases were from the prospective dataset. The diagnostic accuracy of the dynamic AI system in the thyroid nodules was evaluated in comparison to the gold standard of postoperative pathology. The sensitivity, specificity, ROC, and diagnostic differences in the κ-factor relative to the gold standard were analyzed for the AI system and the FNA. RESULTS The dynamic AI diagnostic system showed good diagnostic stability in different ages and sexes and nodules of different sizes. The diagnostic AUC of the dynamic AI system showed a significant improvement from 0.89 to 0.93 compared to ACR TI-RADS. Compared to that of FNA cytopathology, the diagnostic efficacy of the dynamic AI system was found to be no statistical difference in both the retrospective cohort and the prospective cohort. CONCLUSION The dynamic AI diagnostic system enhances the accuracy of ACR TI-RADS-based diagnoses and has the potential to replace biopsies, thus reducing the necessity for invasive procedures in patients.
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Affiliation(s)
- Fang Li
- Department of Ultrasound, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Shuang Tao
- Department of Breast Surgery, Wujin Hospital Affiliated With Jiangsu University, Wujin, China
| | - Ma Ji
- Department of Ultrasound, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Long Liu
- Department of Ultrasound, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Ziwei Qin
- Department of Ultrasound, Xuzhou Centeral Hospital of Bengbu Medical College, Xuzhou, China
| | - Xueting Yang
- Department of Ultrasound, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Rong Wu
- Department of Ultrasound, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Jia Zhan
- Department of Ultrasound, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
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van der Ven RGFM, van Erning FN, Westra DD, de Hingh IHJT, Paulus ATG, Engelen SME, de Vries B, Nieuwenhuijzen GAP. Nationwide trends and the impact of an oncology hospital network on reducing the burden of thyroid cytology procedures. Int J Cancer 2025. [PMID: 40318024 DOI: 10.1002/ijc.35462] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/08/2024] [Revised: 04/02/2025] [Accepted: 04/14/2025] [Indexed: 05/07/2025]
Abstract
The diagnostic care pathway of thyroid nodules spans multiple institutions. Collaborative networks are important to deal with such pathways that result from centralization and differentiation of care. Despite the high prevalence of thyroid nodules and the increase in cancer diagnoses, most nodules are benign and attributable to overdiagnosis, leading to an increase in fine-needle aspirations (FNAs). This study assessed the effectiveness of a multi-hospital network that implemented a unified thyroid care pathway in reducing the number of FNAs without compromising malignancy detection. In this nationwide population-based cohort study, Bethesda scores were extracted from all thyroid FNA reports from 2010 to 2021 in the Netherlands using text mining. Trends in the number of FNAs and Bethesda scores were visualized for the network and the rest of the country. Joinpoint analyses with the Davies test determined the statistical significance of observed trend changes. Nationwide, FNAs increased by an average of 5.7% annually from 2010 to 2018. In the network, FNAs started to decrease in 2016-2017, coinciding with the care pathway implementation (p < 0.001). In contrast, in the rest of the Netherlands, a decline was observed in 2020, potentially attributable to the COVID-19 pandemic. In both cases, the reduction mainly involved Bethesda categories 1 and 2, without compromising malignancy detection. High-volume surgical centers seemed to initiate a decline more rapidly compared to non-high-volume surgical centers. This study indicates that a unified care pathway within a multi-hospital network can reduce the number of FNAs without compromising malignancy detection, which could alleviate the burden on both patients and the healthcare system.
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Affiliation(s)
- Roos G F M van der Ven
- Department of Research & Development, Netherlands Comprehensive Cancer Organisation (IKNL), Utrecht, The Netherlands
- Department of Oncology and Developmental Biology (GROW), Faculty of Health, Medicine and Life Sciences (FHML), Maastricht University, Maastricht, The Netherlands
- Department of Health Services Research, Faculty of Health, Care and Public Health Research Institute (CAPHRI), Faculty of Health, Medicine and Life Sciences (FHML), Maastricht University, Maastricht, The Netherlands
| | - Felice N van Erning
- Department of Research & Development, Netherlands Comprehensive Cancer Organisation (IKNL), Utrecht, The Netherlands
- Department of Surgery, Catharina Hospital, Eindhoven, The Netherlands
| | - Daan D Westra
- Department of Health Services Research, Faculty of Health, Care and Public Health Research Institute (CAPHRI), Faculty of Health, Medicine and Life Sciences (FHML), Maastricht University, Maastricht, The Netherlands
| | - Ignace H J T de Hingh
- Department of Research & Development, Netherlands Comprehensive Cancer Organisation (IKNL), Utrecht, The Netherlands
- Department of Oncology and Developmental Biology (GROW), Faculty of Health, Medicine and Life Sciences (FHML), Maastricht University, Maastricht, The Netherlands
- Department of Surgery, Catharina Hospital, Eindhoven, The Netherlands
| | - Aggie T G Paulus
- Department of Health Services Research, Faculty of Health, Care and Public Health Research Institute (CAPHRI), Faculty of Health, Medicine and Life Sciences (FHML), Maastricht University, Maastricht, The Netherlands
- School of Health Professions Education (SHE), Faculty of Health, Medicine and Life Sciences (FHML), Maastricht University, Maastricht, The Netherlands
| | - Sanne M E Engelen
- Department of Surgery, Maastricht University Medical Center, Maastricht, The Netherlands
| | - Bart de Vries
- Department of Clinical Pathology, Zuyderland Medical Center, Sittard-Geleen, The Netherlands
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Wu F, Li H, Hai R, Chen K, Yao J, Liu Y, Liu S, Zhou X. Castleman disease coexisting with papillary thyroid carcinoma: A case report. Oncol Lett 2025; 29:218. [PMID: 40093870 PMCID: PMC11907400 DOI: 10.3892/ol.2025.14964] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2024] [Accepted: 01/22/2025] [Indexed: 03/19/2025] Open
Abstract
Castleman disease (CD) is a rare lymphoproliferative disorder of unknown etiology characterized by lymph node enlargement. CD cannot be confirmed by preoperative puncture cytology, and definitive diagnosis depends on postoperative histopathology. Due to the lack of characteristic clinical manifestations and imaging features, in clinical practice, CD is often easily missed or misdiagnosed, and it is frequently mistaken for lymphoma or autoimmune diseases. Cases of CD that coexist with papillary thyroid carcinoma (PTC) are particularly rare and are often misdiagnosed as PTC with lymph node metastasis. The present study discusses the diagnosis, treatment process and prognosis of a case involving PTC that is complicated with unilateral, single-center CD. This patient was diagnosed with a right lobe nodal gland of the thyroid gland combined with a mass in the left supraclavicular fossa. The postoperative pathological examination revealed a right lobe papillary carcinoma of the thyroid gland with metastasis of the right cervical lymph node combined with CD in the left supraclavicular fossa. The immunohistochemical results of the right cervical lymph node were thyroglobulin (+), thyroid transcription factor-1(+). Immunohistochemical results of left supraclavicular fossa mass: Bcl-2 (low expression in the germinal center, high expression outside), Bcl-6 (germinal center +), Cyclin D1 (-), cluster of differentiation 38 (focally+). In future clinical practice, when encountering PTC with mediastinal masses, clinicians should consider not only common lymph node metastases but also the possibility of CD. Overall, this study aims to provide valuable insights and experience for clinicians regarding CD and PTC.
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Affiliation(s)
- Fei Wu
- Department of Thyroid Surgery, The Affiliated Hospital of Southwest Medical University, Luzhou, Sichuan 646000, P.R. China
| | - Honghao Li
- Department of Thyroid Surgery, The Affiliated Hospital of Southwest Medical University, Luzhou, Sichuan 646000, P.R. China
| | - Rui Hai
- Department of Thyroid Surgery, The Affiliated Hospital of Southwest Medical University, Luzhou, Sichuan 646000, P.R. China
| | - Kefan Chen
- Department of Thyroid Surgery, The Affiliated Hospital of Southwest Medical University, Luzhou, Sichuan 646000, P.R. China
| | - Jie Yao
- Department of Thyroid Surgery, The Affiliated Hospital of Southwest Medical University, Luzhou, Sichuan 646000, P.R. China
| | - Yun Liu
- Department of Cytology, The Affiliated Hospital of Southwest Medical University, Luzhou, Sichuan 646000, P.R. China
| | - Shanshan Liu
- Department of General Medicine, The Affiliated Hospital of Southwest Medical University, Luzhou, Sichuan 646000, P.R. China
| | - Xiangyu Zhou
- Department of Thyroid Surgery, The Affiliated Hospital of Southwest Medical University, Luzhou, Sichuan 646000, P.R. China
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Athreya S, Melehy A, Suthahar SSA, Ivezić V, Radhachandran A, Sant VR, Moleta C, Zheng H, Patel M, Masamed R, Livhits M, Yeh M, Arnold CW, Speier W. Combining Ultrasound Imaging and Molecular Testing in a Multimodal Deep Learning Model for Risk Stratification of Indeterminate Thyroid Nodules. Thyroid 2025; 35:590-594. [PMID: 40256961 DOI: 10.1089/thy.2024.0584] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 04/22/2025]
Abstract
Objective: Indeterminate cytology (Bethesda III and IV) represents 15-30% of biopsied thyroid nodules and require additional diagnostic testing. Molecular testing (MT) is a commonly used diagnostic tool that evaluatesmalignancy risk through next generation sequencing of fine needle aspiration (FNA) samples. While MT achieves high sensitivity (97-100%) in ruling out malignancy, its specificity and positive predictive value (PPV) remain relatively low. This study proposes a multimodal deep learning model that integrates ultrasound (US) imaging with MT to improve risk stratification by enhancing PPV while maintaining high sensitivity. Combining these modalities leverages complementary information from both molecular and imaging data, addressing limitations in current approaches and offering a robust framework for evaluating indeterminate nodules. Methods: We retrospectively analyzed 333 patients with indeterminate thyroid nodules (259 benign, 74 malignant) at UCLA Medical Center between 2016 and 2022. We evaluated four configurations: whole frame US images, 256 × 256 patches, 128 × 128 patches, and an ensemble model combining the first three configurations. The clinical baseline consisted of Bethesda cytology and MT results. Models were assessed using five fold cross validation stratified by surgical outcomes. Results: The clinical baseline (Bethesda + MT) achieved an AUROC of 0.728 [0.68, 0.78] with sensitivity of 0.946 [0.88, 1.00], specificity of 0.664 [0.60, 0.73], and PPV of 0.448 [0.41, 0.48]. The proposed ensemble model demonstrated improved performance, achieving an AUROC of 0.831 [0.77, 0.89] with a sensitivity of 0.946 [0.88, 1.00], specificity of 0.703 [0.66, 0.75], and PPV of 0.477 [0.46, 0.50]. These improvements were statistically significant (p = 0.0008). Conclusion: Our multimodal model enhances MT performance by providing statistically significant improvements in PPV and specificity while maintaining high sensitivity. Our framework could be leveraged to reduce the number of benign thyroid resections in patients with indeterminate nodules. However, this study is limited by its single center dataset, lack of external validation, and the use of binarized MT outputs rather than granular malignancy risk probabilities. Future work should validate these findings across diverse populations and larger external datasets for more comprehensive risk stratification.
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Affiliation(s)
- Shreeram Athreya
- Department of Electrical and Computer Engineering, UCLA, Los Angeles, California, USA
| | - Andrew Melehy
- Department of Surgery, UCLA, Los Angeles, California, USA
| | | | | | | | - Vivek R Sant
- Department of Surgery, UT Southwestern Medical Center, Dallas, Texas, USA
| | - Chace Moleta
- Department of Pathology and Laboratory Medicine, UCLA, Los Angeles, California, USA
| | - Henry Zheng
- Medical Informatics, UCLA, Los Angeles, California, USA
| | - Maitraya Patel
- Department of Radiological Sciences, UCLA, Los Angeles, California, USA
| | - Rinat Masamed
- Department of Radiological Sciences, UCLA, Los Angeles, California, USA
| | - Masha Livhits
- Department of Surgery, UCLA, Los Angeles, California, USA
| | - Michael Yeh
- Department of Surgery, UCLA, Los Angeles, California, USA
| | - Corey W Arnold
- Department of Electrical and Computer Engineering, UCLA, Los Angeles, California, USA
- Department of Bioengineering, UCLA, Los Angeles, California, USA
- Medical Informatics, UCLA, Los Angeles, California, USA
- Department of Pathology and Laboratory Medicine, UCLA, Los Angeles, California, USA
- Department of Radiological Sciences, UCLA, Los Angeles, California, USA
| | - William Speier
- Department of Bioengineering, UCLA, Los Angeles, California, USA
- Medical Informatics, UCLA, Los Angeles, California, USA
- Department of Radiological Sciences, UCLA, Los Angeles, California, USA
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6
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Sturgeon C, Shaha AR, Yip L. Great Debate: Molecular Testing and Extent of Surgery in Well-Differentiated Thyroid Cancer. Ann Surg Oncol 2025:10.1245/s10434-025-17348-z. [PMID: 40301207 DOI: 10.1245/s10434-025-17348-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2025] [Accepted: 04/04/2025] [Indexed: 05/01/2025]
Affiliation(s)
- Cord Sturgeon
- Section of Endocrine Surgery, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Ashok R Shaha
- Head and Neck Service, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Linwah Yip
- Division of Endocrine Surgery, University of Pittsburgh, Pittsburgh, PA, USA.
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7
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Reverter JL. Thyroid cancer. Med Clin (Barc) 2025; 164:421-428. [PMID: 39880774 DOI: 10.1016/j.medcli.2024.12.005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/12/2024] [Revised: 12/10/2024] [Accepted: 12/11/2024] [Indexed: 01/31/2025]
Abstract
In recent decades, the diagnosis of thyroid cancer, especially the papillary type, has increased significantly due to the use of imaging techniques such as ultrasound. For this reason, it is essential to rationalize diagnosis and treatment, since the behavior of thyroid cancer varies from slow-progressing tumors to highly aggressive ones. The application of risk assessment systems for ultrasound images and the optimization of cytology incorporating molecular studies allows cases to be stratified in order to select therapy on an individual basis. Currently, attempts are being made to avoid overtreatment in low-risk tumors, with active surveillance or minimally invasive techniques. The administration of radioiodine is indicated according to risk, with lower doses, and in advanced cases, oncospecific systemic treatments are being incorporated. The management of thyroid cancer requires a multidisciplinary team and population studies and quality clinical trials are necessary to update treatment guidelines.
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Affiliation(s)
- Jordi L Reverter
- Servicio de Endocrinología y Nutrición, Hospital i Institut de Recerca Germans Trias i Pujol, Universitat Autònoma de Barcelona, España.
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Özcan B, Cin M, Demirbaş ZE. Can Aggressive Papillary Thyroid Carcinoma Variants With Oncocytıc Morphology (Tall Cell and Hobnail Variants) be Detected Cytologically? Is the Differentiation as Straightforward as Reported? Cytopathology 2025. [PMID: 40275460 DOI: 10.1111/cyt.13502] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/13/2025] [Revised: 03/27/2025] [Accepted: 04/14/2025] [Indexed: 04/26/2025]
Abstract
OBJECTIVE Identifying aggressive variants of throid papillary carcinoma correctly is paramount, as their diagnosis requires more extensive surgical interventions. Numerous cytologic scoring systems have been proposed to distinguish non-aggressive from aggressive variants. Oncocytic morphology is characterised by cells with abundant granular cytoplasm resulting from mitochondrial accumulation. This feature is particularly prominent in specific PTC variants. Tall cell and hobnail variants are aggressive variants with oncocytic morphology. The present study aims to evaluate the cytomorphological features of 51 histologically confirmed papillary thyroid carcinoma (PTC) cases with oncocytic morphology and to identify cytological features that could facilitate the distinction between aggressive (tall cell and hobnail) and non-aggressive (oncocytic and Warthin-like) variants during the FNA stage, thereby enabling early detection of aggressive variants. METHODS We retrospectively examined the cytological features of cases diagnosed with histologically confirmed aggressive variants with poor prognosis (tall cell and hobnail) and non-aggressive variants with good prognosis (oncocytic and Warthin-like), obtained from the pathology department of our hospital between 2014 and 2020. RESULTS 39 cases (76.5%) classified into the good prognosis group, which included oncocytic variant (O-PTC) (33 cases) and Warthin-like variant (WL-PTC) (6 cases). The poor prognosis group included 12 cases (23.5%), comprising hobnail variant (HN-PTC) (2 cases) and tall cell variant (TC-PTC) (10 cases). The swirl pattern was significantly more frequent in the poor prognosis group (83.3% vs. 43.6%, p = 0.022), with a sensitivity of 83.3% and specificity of 56.4%. The presence of nuclear grooves was observed in all cases of the poor prognosis group (100%) while in 61.5% of the good prognosis group (p = 0.011). This feature exhibited 100% sensitivity and 38.4% specificity. Concerning cytoplasmic volume, scant-medium amount cytoplasmic volume was significantly more common in the poor prognosis group (66.7% vs. 20.5%, p = 0.005), showing 66.7% sensitivity and 79.4% specificity, and yielding the highest accuracy rate (76.4%) among all characteristics. CONCLUSIONS Oncocytic morphology-based approaches may help identify poor prognosis variants and guide clinical decisions. In our study, cellular swirls, grooves and scant-medium cytoplasmic volume were the most significant cytological indicators for identifying poor prognosis variants. Despite previous emphasis on cell width/height ratio and foamy INCIs for TC-PTC diagnosis, no significant differences were found between the two groups in our study.
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Affiliation(s)
- Burcu Özcan
- Department of Pathology, University of Health Science, Istanbul Training and Research Hospital, Istanbul, Turkey
| | - Merve Cin
- Department of Pathology, University of Health Science, Istanbul Training and Research Hospital, Istanbul, Turkey
| | - Zeynep Ece Demirbaş
- Department of Internal Medicine, Dr. Siyami Ersek Thoracic and Cardiovascular Surgery Training and Research Hospital, Istanbul, Turkey
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Yang XY, Huang LF, Han YJ, Cen XX. Malignant risk of thyroid nodules with isolated macrocalcifications - A study based on surgery results. Clinics (Sao Paulo) 2025; 80:100657. [PMID: 40279953 PMCID: PMC12060478 DOI: 10.1016/j.clinsp.2025.100657] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/05/2024] [Revised: 03/25/2025] [Accepted: 04/08/2025] [Indexed: 04/29/2025] Open
Abstract
OBJECTIVE To determine the malignancy risk of thyroid nodules with Isolated Macrocalcifications (IMC) based on surgical results and evaluate the postoperative risk of malignant nodules with IMC. METHODS A total of 46 thyroid nodules with IMC were enrolled from 3680 consecutive patients who underwent thyroidectomy between August 2018 and September 2023. The malignancy risk of IMC nodules, postoperative risk of malignant nodules, and whether the ultrasonic features of IMC (smooth, lobulated, or focal disruption of the anterior margin) were associated with malignancy were investigated. The nodules were further divided into three groups (group A, maximum diameter < 10 mm; group B, maximum diameter of 10‒14 mm and group C, maximum diameter ≥ 15 mm). Differences in malignancy and Lymph Node Metastasis (LNM) risks were also evaluated among the three groups. RESULTS The malignancy risk of the IMC nodules was 30.43% (14/46). Four patients developed LNM. Eight nodules were staged as T1aN0M0 and low-risk, whereas six nodules were staged as T1bN1aM0 and intermediate-risk. Focal disruption of the anterior margin of IMC was significantly associated with malignancy. Malignant and LNM risk showed no differences among nodules with different sizes. CONCLUSIONS IMC nodules with different sizes had a lower intermediate risk of malignancy and exhibited the same aggressive behavior. The cutoff value of these nodules for further Fine Needle Aspiration (FNA) warranted further investigation. Interruption of IMC was more often seen in malignant nodules, and more attention should be paid to these nodules.
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Affiliation(s)
- Xi-Yue Yang
- Department of Diagnostic Ultrasound, Guigang People's Hospital, Guangxi, China.
| | - Li-Fang Huang
- Department of Pathology, Guigang People's Hospital, Guigang, Guangxi, China
| | - Yue-Jian Han
- Department of Diagnostic Ultrasound, Guigang People's Hospital, Guangxi, China
| | - Xiao-Xin Cen
- Department of Diagnostic Ultrasound, Guigang People's Hospital, Guangxi, China
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Słowińska-Klencka D, Popowicz B, Duda-Szymańska J, Klencki M. Thyroid Nodules with Nuclear Atypia of Undetermined Significance (AUS-Nuclear) Hold a Two-Times-Higher Risk of Malignancy than AUS-Other Nodules Regardless of EU-TIRADS Class of the Nodule or Borderline Tumor Interpretation. Cancers (Basel) 2025; 17:1365. [PMID: 40282541 PMCID: PMC12025932 DOI: 10.3390/cancers17081365] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/09/2025] [Revised: 04/13/2025] [Accepted: 04/18/2025] [Indexed: 04/29/2025] Open
Abstract
BACKGROUND/OBJECTIVES The 2023 revision of the Bethesda System for Reporting Thyroid Cytopathology (BSRTC) simplified the subcategorization of category III into two groups: "AUS-nuclear" and "AUS-other". The aim of this study was to investigate the risk of malignancy (ROM) of individual BSRTC categories with a particular emphasis on the "AUS-nuclear" and "AUS-other" subcategories and to check whether the low-risk follicular-cell-derived thyroid neoplasm (LRTN) interpretation or EU-TIRADS class of the nodule modify ROM. METHODS The analysis covered the FNA results of 18,225 nodules in 12,470 patients. The rate of malignancy (the upper limit of ROM) was established on the basis of the assessment of 1660 nodules treated surgically in 978 patients. RESULTS In the broadest variant, with all LRTNs regarded as malignant, the ROM for subsequent categories was as follows: I: 0.4-3.5%, II: 0.1-1.3%, III: 3.8-17.7%, IV: 23.3-27.8%, V: 79.6-90.1%, and VI: 86.3-100.0%. In AUS-nuclear nodules, the ROM was 10.5-28.9%, while in AUS-other nodules, it was 2.2-12.2%. The exclusion of NIFTP or all LRTNs from cancers mainly affected the ROM of AUS-nuclear nodules: 9.4-25.9% or 8.6-23.7%, respectively. EU-TIRADS 5 class increases the ROM in AUS-nuclear nodules to 78.3%, OR: 15.7 and in AUS-other to 40.7%, OR: 6.6. CONCLUSIONS The 2023 BSRTC is a welcome step towards simplification of the way nodules are classified within category III. The AUS-nuclear subcategory is associated with a two-times-higher incidence of malignancy than the AUS-other regardless of LRTN interpretation and EU-TIRADS class of the nodule. The EU-TIRADS 5 class of the nodule is helpful in the identification of category III nodules with a high risk of malignancy.
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Affiliation(s)
- Dorota Słowińska-Klencka
- Department of Morphometry of Endocrine Glands, Medical University of Lodz, 251 Pomorska Str., 92-213 Lodz, Poland; (D.S.-K.); (B.P.)
| | - Bożena Popowicz
- Department of Morphometry of Endocrine Glands, Medical University of Lodz, 251 Pomorska Str., 92-213 Lodz, Poland; (D.S.-K.); (B.P.)
| | - Joanna Duda-Szymańska
- Department of Pathomorphology, Medical University of Lodz, 251 Pomorska Str., 92-213 Lodz, Poland;
| | - Mariusz Klencki
- Department of Morphometry of Endocrine Glands, Medical University of Lodz, 251 Pomorska Str., 92-213 Lodz, Poland; (D.S.-K.); (B.P.)
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11
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Joo L, Baek JH, Lee J, Song DE, Chung SR, Choi YJ, Lee JH. Superior Diagnostic Yield of Core Needle Biopsy Over Fine Needle Aspiration in Diagnosing Follicular-Patterned Neoplasms: A Multicenter Study Focusing on Bethesda IV Results. Korean J Radiol 2025; 26:26.e45. [PMID: 40288894 DOI: 10.3348/kjr.2024.1022] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2024] [Revised: 03/10/2025] [Accepted: 03/10/2025] [Indexed: 04/29/2025] Open
Abstract
OBJECTIVE To compare the diagnostic outcomes of core needle biopsy (CNB) and fine-needle aspiration (FNA) using Bethesda IV as a test-positive criterion for diagnosing follicular-patterned neoplasms in a large multicenter cohort. MATERIALS AND METHODS This retrospective study included 5463 thyroid nodules ≥1 cm from 4883 patients (4019 females, 864 males; mean age 53.8 years) that underwent FNA or CNB across 26 hospitals in Korea between June and September 2015. The final diagnosis in cases diagnosed as Bethesda IV (follicular neoplasm) in biopsies were confirmed by surgical pathology. The primary study outcome was the diagnostic yield, defined as the proportion of nodules with follicular-patterned neoplasms confirmed at surgery after receiving Bethesda IV results on biopsy (FNA or CNB), among all that underwent biopsy. Secondary outcomes included false referral rate (FRR) and positive predictive value (PPV). All nodules were analyzed before matching (823 and 4640 nodules for CNB and FNA, respectively) and after nodule matching in a 1:2 ratio (799 and 1571 nodules, respectively) according to age, sex, nodule size, and Korean Thyroid Imaging Reporting and Data System (K-TIRADS) category. Additionally, the diagnostic yields of various histological subtypes of follicular-patterned neoplasms and nodule subgroups were analyzed. RESULTS CNB demonstrated a significantly higher diagnostic yield than FNA both before (9.0% vs. 0.5%; P < 0.001) and after matching (9.0% vs. 0.6%; P < 0.001). CNB consistently had higher diagnostic yields than FNA for most histological subtypes and all subgroups. FRR was not significantly different between the CNB and FNA groups after matching (0.4% vs. 0.1%; P = 0.337). The PPV was consistently greater than 90% for both methods, with no significant difference. CONCLUSION CNB had a higher diagnostic yield than FNA for follicular-patterned neoplasms, with no significant difference in FRR using Bethesda IV as the test-positive criterion.
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Affiliation(s)
- Leehi Joo
- Department of Radiology, Health Screening and Promotion Center, Asan Medical Center, Seoul, Republic of Korea
- Department of Radiology, Chung-Ang University Hospital, Chung-Ang University College of Medicine, Seoul, Republic of Korea
| | - Jung Hwan Baek
- Department of Radiology and Research Institute of Radiology, University of Ulsan College of Medicine, Asan Medical Center, Seoul, Republic of Korea.
| | - Jungbok Lee
- Department of Clinical Epidemiology and Biostatistics, University of Ulsan College of Medicine, Asan Medical Center, Seoul, Republic of Korea
| | - Dong Eun Song
- Department of Pathology, University of Ulsan College of Medicine, Asan Medical Center, Seoul, Republic of Korea
| | - Sae Rom Chung
- Department of Radiology and Research Institute of Radiology, University of Ulsan College of Medicine, Asan Medical Center, Seoul, Republic of Korea
| | - Young Jun Choi
- Department of Radiology and Research Institute of Radiology, University of Ulsan College of Medicine, Asan Medical Center, Seoul, Republic of Korea
| | - Jeong Hyun Lee
- Department of Radiology and Research Institute of Radiology, University of Ulsan College of Medicine, Asan Medical Center, Seoul, Republic of Korea
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12
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van der Poort EKJ, Stam-Thelosen N, van den Akker-van Marle ME, Welling L, Snel M, Toirkens MJP, van den Hout WB. Improving fine needle aspiration in value-based thyroid cancer care: an interrupted time series analysis. Thyroid Res 2025; 18:16. [PMID: 40241116 PMCID: PMC12004626 DOI: 10.1186/s13044-025-00232-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/21/2024] [Accepted: 02/17/2025] [Indexed: 04/18/2025] Open
Abstract
BACKGROUND Value-Based Health Care (VBHC) implementation motivates providers to reduce unnecessary procedures to improve outcomes and costs, i.e. VALUE In thyroid cancer care, adequate use of Fine Needle Aspiration (FNA) may prevent downstream diagnostics, costs, and delays in the care process. This study aims to evaluate the impact of needle selection in FNA on Bethesda I classifications, duration of FNA appointments, and care utilization. METHODS In October 2021, a Modified Menghini-type needle needle replaced the regular syringe needle used for FNA. An interrupted time series (ITS) analysis using generalized linear models was conducted with data from radiology and pathology reports coupled with care utilization data at the patient level. Outcomes included frequency of Bethesda I classifications per month, appointment time, and health care utilization in the first patient year (in 2024€). RESULTS Between July 2020 and May 2022, 345 FNA in 224 patients were included. Implementation of the Modified Menghini-type needle needle was associated with a 78% level decrease in the odds of Bethesda I classification during FNA (OR (95% CI) 0.22 (0.06;0.71)), and, on average, a 4% (1.25 min) reduction in FNA appointment time. Despite a higher FNA unit cost postintervention (additional cost of €17.56 per FNA), there were no changes in the diagnostic and overall costs. CONCLUSION VBHC implementation provides the tools to identify and monitor improvement projects that enhance the value of thyroid nodule diagnostics and management. Implementing a Modified Menghini-type needle needle in FNA resulted in increased adequate diagnostic results, time savings, and no changes in diagnostic and care costs. CLINICAL TRIAL NUMBER Not applicable.
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Affiliation(s)
- Esmée K J van der Poort
- Department of Biomedical Data Sciences, Leiden University Medical Center, Leiden, the Netherlands.
| | - Nicky Stam-Thelosen
- Department of Radiology, Leiden University Medical Center, Leiden, the Netherlands
| | | | - Lieke Welling
- Department of Surgery, Leiden University Medical Center, Leiden, the Netherlands
| | - Marieke Snel
- Department of Internal Medicine, Leiden University Medical Center, Leiden, the Netherlands
| | - Menno J P Toirkens
- Department of Radiology, Leiden University Medical Center, Leiden, the Netherlands
| | - Wilbert B van den Hout
- Department of Biomedical Data Sciences, Leiden University Medical Center, Leiden, the Netherlands
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13
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VandenBussche CJ, Jackson A, Li Z, Zhao C, Chandra A, Schmitt F, Kurtycz DFI, Crothers B. The International System for Reporting Serous Fluid Cytopathology survey data reveal substantial variability in the reporting and utilization of pelvic washing and peritoneal fluid specimens among pathologists and gynecologic oncologists. J Am Soc Cytopathol 2025:S2213-2945(25)00048-1. [PMID: 40374461 DOI: 10.1016/j.jasc.2025.04.002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/13/2025] [Revised: 04/04/2025] [Accepted: 04/10/2025] [Indexed: 05/17/2025]
Abstract
INTRODUCTION Pelvic and peritoneal washings (PW) are often taken during gynecologic resections when the presence of a neoplastic process is known or suspected. A positive PW may upstage a patient and/or impact a patient's prognosis and treatment. Two surveys were created to inform The International System for Serous Fluid Cytology, a standardized reporting system, regarding the practice and utilization of PW cytology. MATERIALS AND METHODS Pathologists and cytotechnologists (n = 475) responded to a survey which examined their reporting preferences. Gynecologic oncologists (GONC) (n = 168) answered a separate survey which examined how they utilized PW specimens. RESULTS Most pathologists/cytotechnologists felt that bland-appearing epithelial cells of unknown origin should be classified as benign. Most favored reporting psammomatous calcification without associated epithelial cells as benign (64.1%), whereas 8.6% did not report this finding at all, 20.5% would report as atypical, and 6.8% would report as suspicious of a neoplasm. Most GONCs (63.9%) routinely obtained PW specimens during endometrial cancer staging; of those, 53% reported that a positive cytology result could change their management. Sixty-six percent of GONCs indicated that they treat indeterminate PW results as negative. Others indicated that an indeterminate PW may result in review of slides with the pathologist, counseling the patient, and/or closer observation. Most GONCs did not find utility in the reporting of psammomatous calcifications, presence of mucin, atypical cells favored to be benign, endometrial cells, or iatrogenic material. CONCLUSIONS Substantial variability exists among pathologists in how PW specimens are reported, as well as how gynecologic oncologists utilize these specimens.
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Affiliation(s)
- Christopher J VandenBussche
- Departments of Pathology and Oncology, The Johns Hopkins University School of Medicine, Baltimore, Maryland.
| | - Amanda Jackson
- Department of Obstetrics and Gynecology, Madigan Army Medical Center, Tacoma, Washington
| | - Zaibo Li
- Department of Pathology, Ohio State University Wexner Medical Center, Columbus, Ohio
| | - Chengquan Zhao
- Department of Pathology, University of Pittsburgh Medical Center, Pittsburgh, Pennsylvania
| | - Ashish Chandra
- Department of Cellular Pathology, Guy's & St. Thomas' NHS Foundation Trust, London, UK
| | - Fernando Schmitt
- Faculty of Medicine of the University of Porto, Department of Pathology, RISE-Health, Porto, Portugal
| | - Daniel F I Kurtycz
- Department of Pathology and Laboratory Medicine, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin
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14
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Ślusarz K, Buchwald M, Szczeszek A, Kupinski S, Gramek-Jedwabna A, Andrzejewski W, Pukacki J, Pękal R, Ruchała M, Czepczyński R, Mazurek C. AI may help to predict thyroid nodule malignancy based on radiomics features from [ 18F]FDG PET/CT. EJNMMI Res 2025; 15:39. [PMID: 40214892 PMCID: PMC11992293 DOI: 10.1186/s13550-025-01228-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/05/2024] [Accepted: 03/24/2025] [Indexed: 04/14/2025] Open
Abstract
BACKGROUND The number of thyroid cancer diagnoses has been increasing for several decades, with a significant part of cases being detected incidentally (thyroid incidentaloma, TI) by imaging studies performed for reasons other than thyroid disease, including PET/CT with [18F]FDG. The chacteristics of the detected TI cannot be determined solely on the basis of conventional parameters used in everyday clinical practice, such as SUVmax. In recent years, there has been a growing interest in radiomics, which is a quantitative method of analyzing radiological images based on the analysis of image texture. Textural analysis may be helpful, as it allows to characterize features invisible to the physician with the naked eye. RESULTS Of the 54 patients who presented focal [18F]FDG-avid TI and had subsequent fine needle aspiration biopsy, 4 patients were excluded from the analysis due to the unavailability of the final diagnostic information. Hence, in the final analysis, data from 50 patients were used (39 females and 11 males) with a mean age of 58.5 ± 11.26. Of these 50 patients, 11 (22.0%) [18F]FDG-avid nodules were diagnosed as malignant. The performance of the XGBoost model in assessing [18F]FDG-avid TI was similar (0.846 [confidence interval, CI, 95% 0.737-0.956]) to SUVmax (0.797 [CI 95%: 0.622-0.973]; p = 0.60). CONCLUSIONS With an AI-based algorithm using radiomics features it is possible to detect the malignancy of thyroid nodule. However, no statistically significant differences were observed between the AI and radiomics approach, and when using a conventional measure, i.e., SUVmax.
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Affiliation(s)
| | - Mikolaj Buchwald
- Poznan Supercomputing and Networking Center, Polish Academy of Science, Poznan, Poland.
| | - Adrian Szczeszek
- Poznan Supercomputing and Networking Center, Polish Academy of Science, Poznan, Poland
| | - Szymon Kupinski
- Poznan Supercomputing and Networking Center, Polish Academy of Science, Poznan, Poland
| | | | - Wojciech Andrzejewski
- Poznan Supercomputing and Networking Center, Polish Academy of Science, Poznan, Poland
| | - Juliusz Pukacki
- Poznan Supercomputing and Networking Center, Polish Academy of Science, Poznan, Poland
| | - Robert Pękal
- Poznan Supercomputing and Networking Center, Polish Academy of Science, Poznan, Poland
| | - Marek Ruchała
- Department of Endocrinology, Metabolism and Internal Medicine, Poznan University of Medical Sciences, Poznan, Poland
| | - Rafał Czepczyński
- Department of Nuclear Medicine, Affidea, Poznan, Poland
- Department of Endocrinology, Metabolism and Internal Medicine, Poznan University of Medical Sciences, Poznan, Poland
| | - Cezary Mazurek
- Poznan Supercomputing and Networking Center, Polish Academy of Science, Poznan, Poland
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15
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Guo J, Du L, Bi W, Liu Y, Zhang C. Retrospective study from a single center to comparison of diagnostic value of three thyroid imaging reporting and data systems in Bethesda III/IV thyroid nodules. Front Oncol 2025; 15:1549646. [PMID: 40291919 PMCID: PMC12021804 DOI: 10.3389/fonc.2025.1549646] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/21/2024] [Accepted: 03/21/2025] [Indexed: 04/30/2025] Open
Abstract
Objectives To compare the diagnostic value of ACR Thyroid Imaging Reporting and Data System (TI-RADS), K-TIRADS, and C-TIRADS in Bethesda III/IV thyroid nodules. Methods This single-center retrospective study classified 80 Bethesda stage III/IV thyroid nodules from 80 patients between January 2020 and July 2023 according to three different systems. Diagnostic performance was evaluated using receiver operating characteristic curves, with histopathological diagnosis serving as the reference standard. Results Overall, 41/80 (51.2%) nodules were malignant and 39/80 (48.8%) were benign. The malignancy rates for Bethesda type III and IV nodules were 50.7% and 55.6%, respectively. The malignancy risk in thyroid nodules increased with higher TI-RADS categories (P<0.001). Optimal cutoff values for ACR-, K-, and C-TIRADS were categories 5, 5, and 4C, respectively. Area under the curve (AUC) for ACR-, K-, and C-TIRADS was 0.782, 0.767, and 0.842, respectively, with C-TIRADS showing a significantly higher AUC than ACR-TIRADS and K-TIRADS (all P<0.05). C-TIRADS demonstrated the highest sensitivity, accuracy, and positive predictive value, whereas ACR TI-RADS showed the highest specificity and negative predictive value. Furthermore, the AUC, sensitivity, specificity, and accuracy of ACR TI-RADS, K-TIRADS, and C-TIRADS were higher in nodules >1 cm than in those ≤ 1 cm." Conclusion All three TI-RADS systems have diagnostic value in differentiating benign from malignant Bethesda III/IV nodules, With C-TIRADS showing the highest area under the curve(AUC), suggesting its potential utility in clinical evaluation and management of such nodules, particularly in Chinese populations.
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Affiliation(s)
- Jie Guo
- College of Medical Imaging, Shanxi Medical University, Taiyuan, Shanxi, China
| | - Liang Du
- College of Medical Imaging, Shanxi Medical University, Taiyuan, Shanxi, China
| | - Wenjuan Bi
- The Second Hospital of Shanxi Medical University, Taiyuan, Shanxi, China
| | - Yuchen Liu
- College of Medical Imaging, Shanxi Medical University, Taiyuan, Shanxi, China
| | - Cuiming Zhang
- The Second Hospital of Shanxi Medical University, Taiyuan, Shanxi, China
- Pingshan Hospital, Southern Medical University, Shenzhen, Guangdong, China
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16
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Ke J, Zhou Y, Shen Y, Guo Y, Liu N, Han X, Shen D. Learnable color space conversion and fusion for stain normalization in pathology images. Med Image Anal 2025; 101:103424. [PMID: 39740473 DOI: 10.1016/j.media.2024.103424] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/09/2024] [Revised: 10/30/2024] [Accepted: 12/03/2024] [Indexed: 01/02/2025]
Abstract
Variations in hue and contrast are common in H&E-stained pathology images due to differences in slide preparation across various institutions. Such stain variations, while not affecting pathologists much in diagnosing the biopsy, pose significant challenges for computer-assisted diagnostic systems, leading to potential underdiagnosis or misdiagnosis, especially when stain differentiation introduces substantial heterogeneity across datasets from different sources. Traditional stain normalization methods, aimed at mitigating these issues, often require labor-intensive selection of appropriate templates, limiting their practicality and automation. Innovatively, we propose a Learnable Stain Normalization layer, i.e. LStainNorm, designed as an easily integrable component for pathology image analysis. It minimizes the need for manual template selection by autonomously learning the optimal stain characteristics. Moreover, the learned optimal stain template provides the interpretability to enhance the understanding of the normalization process. Additionally, we demonstrate that fusing pathology images normalized in multiple color spaces can improve performance. Therefore, we extend LStainNorm with a novel self-attention mechanism to facilitate the fusion of features across different attributes and color spaces. Experimentally, LStainNorm outperforms the state-of-the-art methods including conventional ones and GANs on two classification datasets and three nuclei segmentation datasets by an average increase of 4.78% in accuracy, 3.53% in Dice coefficient, and 6.59% in IoU. Additionally, by enabling an end-to-end training and inference process, LStainNorm eliminates the need for intermediate steps between normalization and analysis, resulting in more efficient use of hardware resources and significantly faster inference time, i.e up to hundreds of times quicker than traditional methods. The code is publicly available at https://github.com/yjzscode/Optimal-Normalisation-in-Color-Spaces.
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Affiliation(s)
- Jing Ke
- School of Electronic Information and Electrical Engineering, Shanghai Jiao Tong University, Shanghai, China; School of Computer Science and Engineering, University of New South Wales, Australia.
| | - Yijin Zhou
- School of Mathematical Sciences, Shanghai Jiao Tong University, Shanghai, China.
| | - Yiqing Shen
- Department of Computer Science, Johns Hopkins University, Baltimore, MD, USA.
| | - Yi Guo
- School of Computer, Data and Mathematical Sciences, Western Sydney University, Sydney, Australia.
| | - Ning Liu
- School of Electronic Information and Electrical Engineering, Shanghai Jiao Tong University, Shanghai, China.
| | - Xiaodan Han
- Department of Anaesthesiology, Zhongshan Hospital, Fudan University, Shanghai, China.
| | - Dinggang Shen
- School of Biomedical Engineering & State Key Laboratory of Advanced Medical Materials and Devices, ShanghaiTech University, Shanghai, China; Shanghai United Imaging Intelligence Co., Ltd., Shanghai, China; Shanghai Clinical Research and Trial Center, Shanghai, China.
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17
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Paja M, Del Cura JL, Zabala R, Korta I, Gutiérrez MT, Expósito A, Ugalde A. A simplified four-tier classification for thyroid core needle biopsy. J Endocrinol Invest 2025; 48:895-904. [PMID: 39576555 DOI: 10.1007/s40618-024-02508-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/26/2024] [Accepted: 11/17/2024] [Indexed: 03/28/2025]
Abstract
PURPOSE To propose a simplified histological classification for core-needle biopsy (CNB) of thyroid nodules with four diagnostic categories (DC) and provide the risk of malignancy (ROM) and the expected incidence for each DC. There is no uniform scheme for categorizing CNB specimens, except for a Korean diagnostic classification similar to the Bethesda system for FNAC. METHODS Data from a single institution using CNB as a routine diagnostic tool for thyroid nodules. Biopsies were classified as non-diagnostic, benign, follicular tumour (FT) or malignant. The frequency of each DC and the correlation with surgical pathology of nodules undergoing surgery after CNB were evaluated. RESULTS Of 6284 CNBs on 5782 nodules [195 (3.1%) non-diagnostic, 5043 (80.3%) benign, 435 (6.9%) FT and 611 (9.7%) malignant], 1914 nodules (33.1%) underwent surgery after 2016 CNBs: 48 non-diagnostic, 1035 benign, 355 FT and 578 malignant. Malignancy was diagnosed after surgery in 11 non-diagnostic (ROM: 22.9%), 23 benign (ROM: 2.2%), 44 FT (ROM: 12.4%, 11.5% excluding low-grade malignancy) and 568 malignant CNBs (ROM: 98.3%, 93.8% excluding low-grade malignancy). Sensitivity and positive predictive value for malignancy of FT or malignant CNB were 94.7% and 65.6%, and for thyroid neoplasm (adenoma or carcinoma) were 93.2% and 92.6%. CONCLUSIONS Our diagnostic classification for CNB of thyroid nodules has a high diagnostic accuracy with a low rate of indeterminate categories. This classification, applied in a Western practice, shows a low ROM for nodules classified as follicular tumours, which could be improved with immunohistochemical studies.
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Affiliation(s)
- M Paja
- Endocrinology Department, Hospital Universitario Basurto, OSI Bilbao-Basurto, Bilbao, Spain.
- University of the Basque Country, UPV/EHU, Leioa, Spain.
| | - J L Del Cura
- University of the Basque Country, UPV/EHU, Leioa, Spain
- Radiology Department, Hospital Universitario Donostia, Donostia, Spain
| | - R Zabala
- Radiology Department, Hospital Universitario Basurto, OSI Bilbao-Basurto, Bilbao, Spain
| | - I Korta
- University of the Basque Country, UPV/EHU, Leioa, Spain
- Radiology Department, Hospital Universitario Basurto, OSI Bilbao-Basurto, Bilbao, Spain
| | - Mª T Gutiérrez
- University of the Basque Country, UPV/EHU, Leioa, Spain
- Endocrine Surgery Department, Hospital Universitario Basurto, OSI Bilbao-Basurto, Bilbao, Spain
| | - A Expósito
- University of the Basque Country, UPV/EHU, Leioa, Spain
- Endocrine Surgery Department, Hospital Universitario Basurto, OSI Bilbao-Basurto, Bilbao, Spain
| | - A Ugalde
- Pathology Department, Hospital Universitario Basurto, OSI Bilbao-Basurto, Bilbao, Spain
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18
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Ramonell KM, Yip L. The Landmark Series: Testing in Thyroid Nodule Fine Needle Aspiration Cytology. Ann Surg Oncol 2025; 32:2323-2328. [PMID: 39821488 DOI: 10.1245/s10434-024-16843-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/25/2024] [Accepted: 12/26/2024] [Indexed: 01/19/2025]
Abstract
There has been remarkable growth in our understanding of the biologic behavior and molecular signature of thyroid malignancies, which has led to the introduction, application, and evolution of molecular testing of thyroid nodule FNA cytology. Next-generation sequencing molecular testing is an important, well-validated diagnostic tool for management of cytologically indeterminate thyroid nodules. It reduces unnecessary thyroid surgery for benign disease, avoiding associated surgical risks for the patient and reducing healthcare expenses. This article reviews the development and implementation of thyroid nodule cytologic classification and subsequent testing and how it has improved the diagnostic considerations in thyroid nodule and thyroid cancer management algorithms. The use of molecular testing as a prognostic tool is evolving and although the data are limited, they suggest a promising role in prognostication for oncologic outcomes. However, future studies are needed to further evaluate this.
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Affiliation(s)
| | - Linwah Yip
- University of Pittsburgh, Pittsburgh, PA, USA.
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19
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Duque CS, Builes-Montaño CE, Tobón-Ospina C, Velez Hoyos A, Sánchez JG, Londoño AF, Agudelo M, Valencia JA, Dueñas JP, Palacio MF, Sierra N. Thyroid Cancer Staging: Historical Evolution and Analysis From Macrocarcinoma to Microcarcinoma. Cureus 2025; 17:e81972. [PMID: 40352024 PMCID: PMC12064280 DOI: 10.7759/cureus.81972] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 04/08/2025] [Indexed: 05/14/2025] Open
Abstract
The classification of thyroid cancer diagnosis and treatment has evolved dramatically since the Union for International Cancer Control (UICC) published the first staging system in 1968. A careful review of the eight published editions of well-differentiated thyroid cancer (WDTC) staging by the UICC and the American Joint Committee on Cancer (AJCC) was performed. Each edition was analyzed to clearly understand which development published and accepted by specialists treating thyroid cancer justified considering a new updated edition. This study presents a comprehensive review of the remarkable evolution of thyroid cancer staging, highlighting the various changes in several areas throughout the years and editions. There were surprising changes within the eight publications: the tumor size was progressively reduced from 4 cm in the first AJCC volume to less than 1 cm in the seventh and eighth UICC and AJCC editions, classifying these small, WDTCs known up to now as "microcarcinomas." Extrathyroidal extension was accepted after the third edition; this description certainly plays a key role in today's decisions to manage this tumor as a prognostic factor. The age specification of 45 years prevailed for seven consecutive publications until it was raised to 55 years in the eighth thyroid cancer staging system. Without a doubt, this iconic change allowed physicians around the world to give their 45-year-old thyroid cancer patients a more encouraging panorama of the disease with the new classification. Over the course of nearly 57 years, thyroid cancer staging has undergone remarkable changes, reaching a level of certainty that not only provides recommendations for safer treatments with less surgery and adjunctive measures but also improves survival rates and patient safety.
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Affiliation(s)
- Carlos S Duque
- Department of Surgery, Clinica Intermedica, Medellin, COL
| | - Carlos E Builes-Montaño
- Department of Internal Medicine, Hospital Pablo Tobón Uribe, Medellin, COL
- Department of Endocrinology, Universidad de Antioquia, School of Medicine, Medellin, COL
| | | | - Alejandro Velez Hoyos
- School of Health Sciences, Universidad Pontificia Bolivariana, Medellin, COL
- Department of Pathology, Hospital Pablo Tobón Uribe, Medellin, COL
| | - Juan G Sánchez
- Department of Surgery, Clinica (Corporación de Estudios de la Salud) CES, Medellin, COL
| | - Andres F Londoño
- Department of Surgery, Hospital Pablo Tobón Uribe, Medellin, COL
| | - Miguel Agudelo
- Department of Hepatology, Temple University Hospital, Newark, USA
| | - Julio A Valencia
- Department of Surgery, Hospital Pablo Tobón Uribe, Medellin, COL
| | - Juan P Dueñas
- Department of Surgery, Clinica El Rosario El Tesoro, Medellin, COL
| | - Maria F Palacio
- Department of Surgery, Hospital Militar Central, Medellin, COL
| | - Natalia Sierra
- Department of General Medicine, Universidad Corporación de Estudios de la Salud (CES), Medellin, COL
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20
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Zhou XY, Fan BQ, He JF, Zhou Y, Wu SS, Wang SR, Dong G, Guo JQ, Wei Y, Zhao ZL, Wu J, Cao SL, Yu N, Li Y, Peng LL, Yu MA. Efficacy, safety, and risk factors of thermal ablation for follicular thyroid neoplasms: a multicentric study. Endocrine 2025:10.1007/s12020-025-04213-y. [PMID: 40156687 DOI: 10.1007/s12020-025-04213-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/16/2024] [Accepted: 03/13/2025] [Indexed: 04/01/2025]
Abstract
PURPOSE To assess the efficacy and safety of thermal ablation (TA) in managing follicular thyroid neoplasms (FN). METHODS This multicenter retrospective study involved participants diagnosed with FN across nine hospitals, undergoing microwave ablation or radiofrequency ablation from January 2014 to January 2024. Primary outcomes assessed were technical success and disease progression, with secondary outcomes including tumor size and volume changes, complete tumor disappearance, complications, and side effects. Subgroup analyses aimed to identify factors influencing tumor progression and complete disappearance. RESULTS The study enrolled 375 patients (mean age: 43.2 years ± 14.9 [standard deviation]; 298 women) with 482 FNs, tracked over an average of 23.6 months, achieving a 100% technical success rate. Disease progression was observed in 4.8% (18/375) of patients, with a local recurrence rate of 3.7% (14/375) and new neoplasm occurrence of 1.1% (4/375). Multifocal neoplasms emerged as an independent risk factor for disease progression (hazard ratio [HR], 3.48; 95% CI, 1.16-10.45; P = 0.026). Tumor volume significantly reduced (P < 0.001), particularly within 1-3 months post-ablation, with complete tumor disappearance observed in 10.4% (39/375) of cases, more likely in tumors smaller than 2 cm (HR, 0.11; 95% CI, 0.06-0.23; P < 0.001). Complications occurred in 2.9% of patients, with major events in 2.1% and minor in 0.8%. CONCLUSION TA is a safe and efficacious method for treating FN, showing low rates of disease progression and complications. Optimal outcomes may be achieved in patients with unifocal FN and neoplasms under 2 cm.
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Affiliation(s)
- Xin-Yi Zhou
- Beijing University of Chinese Medicine, Beijing, China
| | - Bo-Qiang Fan
- Department of Oncology, Jiangsu Province People's Hospital, Nanjing, Jiangsu, China
| | - Jun-Feng He
- Department of Ultrasound, the First Affiliated Hospital of Baotou Medical College of Inner Mongolia University of Science and Technology, Baotou, Inner Mongolia, China
| | - Ying Zhou
- Department of Surgery One, Hebei Hospital of Traditional Chinese Medicine, Shijiazhuang, Hebei, China
| | - Song-Song Wu
- Department of Ultrasound, Fujian Provincial Hospital, Fuzhou, Fujian, China
| | - Shu-Rong Wang
- Department of Ultrasound, Yantai Hospital of Shandong Wendeng Orthopaedics & Traumatology, Yantai, Shandong, China
| | - Gang Dong
- Department of Ultrasound, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, Henan, China
| | - Jian-Qin Guo
- Department of Interventional Ultrasound, The First Affiliated Hospital of Hainan Medical University, Haikou, China
| | - Ying Wei
- Department of Interventional Medicine, China-Japan Friendship Hospital, Beijing, China
| | - Zhen-Long Zhao
- Department of Interventional Medicine, China-Japan Friendship Hospital, Beijing, China
| | - Jie Wu
- Department of Interventional Medicine, China-Japan Friendship Hospital, Beijing, China
| | - Shi-Liang Cao
- Department of Interventional Medicine, China-Japan Friendship Hospital, Beijing, China
| | - Na Yu
- Department of Interventional Medicine, China-Japan Friendship Hospital, Beijing, China
| | - Yan Li
- Department of Interventional Medicine, China-Japan Friendship Hospital, Beijing, China
| | - Li-Li Peng
- Department of Interventional Medicine, China-Japan Friendship Hospital, Beijing, China
| | - Ming-An Yu
- Department of Interventional Medicine, China-Japan Friendship Hospital, Beijing, China.
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Arya P, Wright EA, Shaw EK, Lubin DJ, Prickett KK. Differentiated thyroid cancer in adolescents - does extent of disease at presentation differ with age? J Pediatr Endocrinol Metab 2025; 38:207-217. [PMID: 39736078 DOI: 10.1515/jpem-2024-0289] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/16/2024] [Accepted: 11/28/2024] [Indexed: 01/01/2025]
Abstract
OBJECTIVES The authors sought to assess whether the age of 18 reflects a true pathological inflection point that justifies transitioning between pediatric and adult paradigms of care with differentiated thyroid cancer (DTC). METHODS A retrospective chart review was conducted for patients aged 12-24 undergoing hemithyroidectomy or total thyroidectomy for papillary or follicular thyroid carcinoma from 2010 to 2020. RESULTS A total of 153 patients receiving surgery for DTC were assessed for pathological stage, nodal metastasis, and thyroid neoplasm characteristics. When comparing pathologic tumor staging of patients <18 vs. ≥18 years old, there was a significant relationship between age and pT stage (p=0.009), but not between age and pN stage (p=0.319). However, when comparing patients ≤15 vs. >15 years, there was a significant relationship between age and pT stage (p=0.015) and age and pN stage (p=0.016). Patients ≤15 years of age most commonly had stage pT2 tumors (48.9 %, n=22), whereas most >15 years had stage pT1 tumors (37.9 %, n=41). Of patients whose lymph nodes were analyzed, patients ≤15 years were most likely to have pN1b disease (31.1 %, n=14), while patients >15 years were most likely to have pN0 disease (33.3 %, n=36). CONCLUSIONS In this sample, separating children and adults at an age of 15, rather than 18, yielded more significant differences in risk of nodal involvement. Markers of invasive histology were more common in patients older than 15, while nodal involvement was more common in patients 15 and under.
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Affiliation(s)
- Priya Arya
- 12241 Mercer University School of Medicine , Savannah, GA, USA
| | - Emily A Wright
- Department of Otolaryngology, Emory University School of Medicine, Atlanta, GA, USA
| | - Eric K Shaw
- 12241 Mercer University School of Medicine , Savannah, GA, USA
| | - Daniel J Lubin
- Department of Pathology, Emory University School of Medicine, Atlanta, GA, USA
| | - Kara K Prickett
- Department of Otolaryngology, Emory University School of Medicine, Atlanta, GA, USA
- Children's Healthcare of Atlanta, Atlanta, GA, USA
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22
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Zhou X, Liu M, Gao T, Tan Y, Wang X, Yang L, Xu S, Wang R, Gao H, Chen S. Mapping the giants: a bibliometric analysis of the top 100 most-cited thyroid nodules studies. Front Med (Lausanne) 2025; 12:1555676. [PMID: 40201321 PMCID: PMC11975563 DOI: 10.3389/fmed.2025.1555676] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/05/2025] [Accepted: 03/03/2025] [Indexed: 04/10/2025] Open
Abstract
Background Thyroid disease continues to be one of the most prevalent disease groups worldwide, with its frequency and distribution being impacted by numerous factors. Significant progress has been achieved in recent years in thyroid nodules, largely due to the advent of novel detection and diagnostic techniques. This study aims to scrutinize the top 100 most frequently cited articles in thyroid nodule research, utilizing bibliometric analysis to identify trends, highlight critical focal points, and lay a groundwork for forthcoming investigations. Methods A comprehensive literature search was carried out using the SCI-E database, and all the recorded results were downloaded in plain text format for detailed analysis. The key terms analyzed with VOSviewer 1.6.18, CiteSpace 6.3r1, bibliometrix in R Studio (v.4.4.1), and Microsoft Excel 2021 software include country, institution, author, journal, and keywords. Results The publication timeframe extends from 1 January 2003 to 31 December 2021, reaching a peak citation count of 9,100. Notably, the United States leads in the number of published articles, with Harvard University standing out as a prestigious institution. These articles were featured in 45 diverse journals, with THYROID leading in publication volume. Nikiforov Yuri E. was the most prolific first author, appearing 10 times. Keyword analysis highlighted traditional research themes such as "fine needle aspiration," "carcinogens," and "management." However, "deep learning" has surfaced as a significant area of focus in recent studies. Conclusion This study has extracted the bibliometric characteristics of the top 100 most-cited articles pertaining to TNs, providing an invaluable reference for upcoming studies. Through meticulous analysis, it has been determined that the primary research concentrations encompass the diagnosis of benign or malignant TNs, the management of TNs, and the subsequent monitoring of TNs, with deep learning emerging as a pivotal area of exploration.
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Affiliation(s)
- Xinfeng Zhou
- Department of Acupuncture and Massage, Changchun University of Chinese Medicine, Changchun, Jilin, China
| | - Mingjun Liu
- Department of Acupuncture and Massage, Changchun University of Chinese Medicine, Changchun, Jilin, China
| | - Tianjiao Gao
- The Affiliated Hospital of Changchun University of Chinese Medicine, Changchun, Jilin, China
| | - Yi Tan
- Department of Acupuncture and Massage, Changchun University of Chinese Medicine, Changchun, Jilin, China
| | - Xiao Wang
- Department of Acupuncture and Massage, Changchun University of Chinese Medicine, Changchun, Jilin, China
| | - Long Yang
- Department of Acupuncture and Massage, Changchun University of Chinese Medicine, Changchun, Jilin, China
| | - Shengxian Xu
- Department of Chinese Medicine, Changchun University of Chinese Medicine, Changchun, Jilin, China
| | - Rui Wang
- Department of Chinese Medicine, Changchun University of Chinese Medicine, Changchun, Jilin, China
| | - Haoyang Gao
- Department of Acupuncture and Massage, Changchun University of Chinese Medicine, Changchun, Jilin, China
| | - Shaotao Chen
- Department of Acupuncture and Massage, Changchun University of Chinese Medicine, Changchun, Jilin, China
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23
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Lévesque F, Payne RJ, Beaudoin D, Boucher A, Fortier PH, Massicotte MH, Pusztaszeri M, Rondeau G, Corriveau E, El Malt F, Brassard M. Publicly Funded Molecular Testing of Indeterminate Thyroid Nodules: Canada's Experience. J Clin Endocrinol Metab 2025; 110:e1031-e1037. [PMID: 38779881 DOI: 10.1210/clinem/dgae355] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/20/2024] [Revised: 04/25/2024] [Accepted: 05/21/2024] [Indexed: 05/25/2024]
Abstract
CONTEXT Indeterminate thyroid nodules (ITNs) lead to diagnostic surgeries in many countries. The use of molecular testing (MT) is endorsed by several guidelines, but costs are limitative, especially in public health care systems like in Canada. OBJECTIVES The primary objective of this work was to evaluate the clinical value of ThyroSeq v3 (TSv3) using benign call rate (BCR) in a real-world practice. The secondary objective was to assess the cost-effectiveness of MT. METHODS This multicentric prospective study was conducted in 5 academic centers in Quebec, Canada. A total of 500 consecutive patients with Bethesda III (on 2 consecutive cytopathologies) or IV and TIRADS 3 or 4 nodules measuring 1 to 4 cm were included. MT was performed between November 2021 and November 2022. Patients with a positive TSv3 were referred for surgery. Patients with a negative TSv3 were planned for follow-up by ultrasonography for a minimum of 2 years. The BCR, corresponding to the proportion of ITNs with negative TSv3 results, was assessed. RESULTS A total of 500 patients underwent TSv3 testing, with a BCR of 72.6% (95% CI, 68.5%-76.5%; P < .001). Ultimately, 99.7% of patients with a negative result avoided surgery. The positive predictive value of TSv3 was 68.2% (95% CI, 58.5%-76.9%). The cost-benefit analysis identified that the implementation of MT would yield a cost savings of $6.1 million over the next 10 years. CONCLUSION The use of MT (TSv3) in a well-selected population with ITNs led to a BCR of 72.6%. It is cost-effective and prevents unnecessary surgeries in a public health care setting.
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Affiliation(s)
- Florence Lévesque
- Division of Oncology, Department of Medicine, Centre Hospitalier universitaire de Québec, Université Laval, Quebec City, QC, G1J 5B3, Canada
| | - Richard J Payne
- Department of Otolaryngology, Head and Neck Surgery, Jewish General Hospital and McGill University Health Centre, Montreal, H3T 1E2, Canada
| | - Danielle Beaudoin
- Department of Otolaryngology, Head and Neck Surgery, Centre Hospitalier universitaire de Québec, Université Laval, Quebec City, QC, G1J 1Z4, Canada
| | - Andrée Boucher
- Division of Endocrinology, Department of Medicine, Centre Hospitalier de l'Université de Montréal, Université de Montréal, Montreal, H2X 0C1, Canada
| | - Pierre-Hugues Fortier
- Department of Otolaryngology, Head and Neck Surgery, Centre Hospitalier universitaire de Sherbrooke, Université de Sherbrooke, Sherbrooke, J1H 5H3, Canada
| | - Marie-Hélène Massicotte
- Division of Endocrinology, Department of Medicine, Centre Hospitalier universitaire de Sherbrooke, Université de Sherbrooke, Sherbrooke, J1H 5H3, Canada
| | - Marc Pusztaszeri
- Department of Pathology, Jewish General Hospital and McGill University Health Centre, Montreal, H3T 1E2, Canada
| | - Geneviève Rondeau
- Division of Endocrinology, Department of Medicine, Centre Hospitalier de l'Université de Montréal, Université de Montréal, Montreal, H2X 0C1, Canada
| | - Edith Corriveau
- Faculty of Medicine, McGill University, Montreal, H3A 0G4, Canada
| | - Farida El Malt
- Faculty of Medicine, McGill University, Montreal, H3A 0G4, Canada
| | - Maryse Brassard
- Division of Endocrinology, Department of Medicine, Centre Hospitalier universitaire de Québec, Université Laval, Quebec City, QC, G1V 4G2, Canada
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24
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Oh SY, Lee YM, Kang DJ, Kwon HJ, Chakraborty S, Park JH. Breaking Barriers in Thyroid Cytopathology: Harnessing Deep Learning for Accurate Diagnosis. Bioengineering (Basel) 2025; 12:293. [PMID: 40150757 PMCID: PMC11939565 DOI: 10.3390/bioengineering12030293] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/15/2025] [Revised: 03/07/2025] [Accepted: 03/11/2025] [Indexed: 03/29/2025] Open
Abstract
BACKGROUND We address the application of artificial intelligence (AI) techniques in thyroid cytopathology, specifically for diagnosing papillary thyroid carcinoma (PTC), the most common type of thyroid cancer. METHODS Our research introduces deep learning frameworks that analyze cytological images from fine-needle aspiration cytology (FNAC), a key preoperative diagnostic method for PTC. The first framework is a patch-level classifier referred as "TCS-CNN", based on a convolutional neural network (CNN) architecture, to predict thyroid cancer based on the Bethesda System (TBS) category. The second framework is an attention-based deep multiple instance learning (AD-MIL) model, which employs a feature extractor using TCS-CNN and an attention mechanism to aggregate features from smaller-patch-level regions into predictions for larger-patch-level regions, referred to as bag-level predictions in this context. RESULTS The proposed TCS-CNN framework achieves an accuracy of 97% and a recall of 96% for small-patch-level classification, accurately capturing local malignancy information. Additionally, the AD-MIL framework also achieves approximately 96% accuracy and recall, demonstrating that this framework can maintain comparable performance while expanding the diagnostic coverage to larger regions through patch aggregation. CONCLUSIONS This study provides a feasibility analysis for thyroid cytopathology classification and visual interpretability for AI diagnosis, suggesting potential improvements in patient outcomes and reductions in healthcare costs.
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Affiliation(s)
- Seo Young Oh
- Terenz Co., Ltd., Busan 48060, Republic of Korea; (S.Y.O.); (D.J.K.)
| | - Yong Moon Lee
- Department of Pathology, College of Medicine, Dankook University, Cheonan 31116, Republic of Korea;
| | - Dong Joo Kang
- Terenz Co., Ltd., Busan 48060, Republic of Korea; (S.Y.O.); (D.J.K.)
| | - Hyeong Ju Kwon
- Department of Pathology, Wonju Severance Christian Hospital, Wonju College of Medicine, Yonsei University, Seoul 03722, Republic of Korea;
| | | | - Jae Hyun Park
- Department of Surgery, Wonju Severance Christian Hospital, Wonju College of Medicine, Yonsei University, Wonju 26492, Republic of Korea
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25
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Singh K, Singh I, Meher R, Kumar J, Gopal A, Sahoo A, Sharma R. Incidence of Injury to External Branch of Superior Laryngeal Nerve as Diagnosed by Acoustic Voice Analysis After Thyroidectomy. Indian J Otolaryngol Head Neck Surg 2025; 77:1401-1409. [PMID: 40093427 PMCID: PMC11908994 DOI: 10.1007/s12070-025-05351-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/12/2024] [Accepted: 01/08/2025] [Indexed: 03/19/2025] Open
Abstract
Voice related complications are a major cause of morbidity in patients undergoing thyroidectomy in the postoperative period in the modern world. EBSLN being a primary tensor of vocal cords via cricothyroid muscle is important to produce high pitched sound above 150 Hz and it is essential for professional voice users. This nerve is prone to injury during surgery because of its proximity to the upper pole of the thyroid and complex anatomical relationship with the superior thyroid vessels. We aimed to study the occurrence of injury to EBSLN during surgery via acoustic voice analysis and comparing it with the pre-operative values. Patients of benign thyroid swelling with Bethesda type I to III and normal thyroid function tests were taken up for surgery. Pre- and post-operatively acoustic voice analysis was done in a soundproof room. Fundamental frequency (F0), amplitude perturbation (shimmer), fundamental frequency perturbation (jitter), and harmonic/noise ratio (HNR) were calculated and analysed. Intraoperatively, EBSLN was identified in Joll's triangle and preserved. The acoustic voice analysis was performed on the postoperative day one and seven, and compared with the pre-operative values. The mean age of patients was 35.73 ± 9.13 years. Most common age group 36-45 with male to female ratio being 1:9. Cystic colloid goitre was seen in 85% patients. F0 decreased from the preoperative value (221.447 ± 45.981 Hz) on postoperative day one (217.283 ± 46.323 Hz), p-value < 0.01 and on day 7, F0 (219.872 ± 45.096 Hz) p = 0.46. Pitch sigma increase (p < 0.01) from pre-operative (16.791 ± 14.716 Hz) to postoperative day 1 (18.454 ± 15.088 Hz) and on day 7 (17.79 ± 15.315 Hz), p = 0.09. Jitter (%) pre-operatively (0.46%±0.17%), post-operative day 1 (0.45%±0.21%, p = 0.05) and postoperative day 7 (0.44%±0.19%, p = 0.11). Shimmer (dB) the pre-operative (0.582 ± 0.317 dB), post-operative day 1 (0.552 ± 0.301 dB), p = 0.08 and postoperative day 7 (0.566 ± 0.302 dB) p = 0.90 on day 7. HNR pre-operatively (19.009 ± 3.939 dB), postoperative day 1 (18.803 ± 4.14 dB, p = 0.58) and postoperative day 7 (18.740 ± 3.630 dB, p = 0.46). Acoustic voice analysis showed decreased pitch and increase in pitch sigma on postoperative day one which improved on day seven, and it shows that there was no permanent injury to ESBLN during surgery. Acoustic voice analysis being a non-invasive objective procedure, can be used to diagnose EBSLN injury post-thyroidectomy. However, research with large sample size is required to conclusively study the diagnostic efficacy of acoustic voice analysis to diagnose injury to EBSLN.
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Affiliation(s)
- Karandeep Singh
- Department of ENT and Head Neck Surgery, Maulana Azad Medical College, New Delhi, 110002 India
| | - Ishwar Singh
- Department of ENT and Head Neck Surgery, Maulana Azad Medical College, New Delhi, 110002 India
| | - Ravi Meher
- Department of ENT and Head Neck Surgery, Maulana Azad Medical College, New Delhi, 110002 India
| | - Jyoti Kumar
- Department of Radiology, Maulana Azad Medical College, New Delhi, 110002 India
| | - Ashish Gopal
- Department of ENT and Head Neck Surgery, Maulana Azad Medical College, New Delhi, 110002 India
| | - Anjan Sahoo
- Department of ENT and Head Neck Surgery, AIIMS, Bhopal, Madhya Pradesh India
| | - Raman Sharma
- Department of ENT and Head Neck Surgery, Maulana Azad Medical College, New Delhi, 110002 India
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Lukas J, Hintnausova B, Sykorova V, Syrucek M, Maly M, Lukas D, Duskova J. Clinical and molecular genetic analysis of cytologically uncertain thyroid nodules in patients with thyroid disease. Biomed Pap Med Fac Univ Palacky Olomouc Czech Repub 2025; 169:26-31. [PMID: 38058193 DOI: 10.5507/bp.2023.048] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/26/2023] [Accepted: 11/23/2023] [Indexed: 12/08/2023] Open
Abstract
BACKGROUND The current requirement is to establish the preoperative diagnosis accurately as possible and to achieve an adequate extent of surgery. The aim of this study was to define the preoperative clinical and molecular genetic risks of malignancy in indeterminate thyroid nodules (Bethesda III and IV) and to determine their impact on the surgical strategy. METHODS Prospectively retrospective analysis of 287 patients provided the basis of preoperative laboratory examination, sonographic stratification of malignancy risks and cytological findings. Molecular tests focused on pathogenic variants of genes associated with thyroid oncogenesis in cytologically indeterminate nodules (Bethesda III and IV). The evaluation included clinical risk factors: positive family history, radiation exposure and growth in size and/or number of nodules. RESULTS Preoperative FNAB detected 52 cytologically indeterminate nodules (28.7%) out of 181 patients. Postoperative histopathological examination revealed malignancy in 12 cases (23.7%) and there was no significant difference between Bethesda III and IV categories (P=0.517). Clinical risk factors for malignancy were found in 32 patients (61.5%) and the presence of at least one of them resulted in a clearly higher incidence of malignancy than their absence (31.3% vs. 10.0%, respectively). Pathogenic variants of genes were detected in 12/49 patients in Bethesda III and IV, and in 4 cases (33.3%) thyroid carcinoma was revealed. The rate of malignancies was substantially higher in patients with pathogenic variants than in those without (33.3% vs. 16.2%, respectively). CONCLUSIONS Our experience implies that molecular genetic testing is one of several decision factors. We will continue to monitor and enlarge our patient cohort to obtain long-term follow-up data.
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Affiliation(s)
- Jindrich Lukas
- Department of Otolaryngology - Head and Neck Surgery, Na Homolce Hospital, Prague, Czech Republic
- Ear, Nose, and Throat Department Faculty of Medicine in Pilsen, Charles University in Prague, Czech Republic
| | - Barbora Hintnausova
- Department of Internal Medicine, Endocrinology Centre, Na Homolce Hospital, Prague, Czech Republic
| | - Vlasta Sykorova
- Institute of Endocrinology, Department of Molecular Endocrinology, Prague, Czech Republic
| | - Martin Syrucek
- Department of Pathology, Na Homolce Hospital, Prague, Czech Republic
| | - Marek Maly
- Department of Biostatistics, National Institute of Public Health, Prague, Czech Republic
| | - David Lukas
- Department of General Surgery, 3rd Faculty of Medicine, Charles University and University Hospital Kralovske Vinohrady, Prague, Czech Republic
| | - Jaroslava Duskova
- Institute of Pathology, 1st Faculty of Medicine, Charles University and General University Hospital, Prague, Czech Republic
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27
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Vaghaiwalla TM, DeTrolio V, Saghira C, Akcin M, Chen CB, McGillicuddy CM, Lew JI. Impact of chronic lymphocytic thyroiditis on the diagnostic and intraoperative management of papillary thyroid cancer. Surgery 2025; 179:108937. [PMID: 39690015 DOI: 10.1016/j.surg.2024.09.050] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2024] [Revised: 07/15/2024] [Accepted: 09/04/2024] [Indexed: 12/19/2024]
Abstract
BACKGROUND Chronic lymphocytic thyroiditis is an autoimmune thyroid disorder and the most common cause of hypothyroidism in women. Many studies suggest that chronic lymphocytic thyroiditis contributes to a diagnostic challenge in thyroid nodules and may increase the risk of developing papillary thyroid cancer. This study examines preoperative clinical factors and tumor characteristics associated with papillary thyroid cancer among patients with chronic lymphocytic thyroiditis. METHODS A retrospective review of prospectively collected data of patients who underwent total thyroidectomy between 2009 and 2020 at a tertiary institution was performed. Sociodemographic factors, comorbidities, surgeon-performed ultrasound, fine needle aspiration, tumor characteristics, and final histopathology were studied. Patients were subdivided into 2 groups based on final histopathology: chronic lymphocytic thyroiditis alone and chronic lymphocytic thyroiditis with papillary thyroid cancer. χ2 tests were used for independence among categorical variables, and comparisons were based on t tests. RESULTS Of 2,200 total thyroidectomy patients, the majority of 250 patients with chronic lymphocytic thyroiditis were women (90.4%) and had a mean age of 50 (±13) years. All patients with chronic lymphocytic thyroiditis underwent preoperative ultrasound, 89.2% (n = 223) underwent fine needle aspiration preoperatively, and 25.2% (n = 63) presented with obstructive symptoms, whereas 53.6% (n = 134) had papillary thyroid cancer on final histopathology and 74.8% (n = 187) underwent central neck lymph node removal. When comparing patients with chronic lymphocytic thyroiditis alone with those with chronic lymphocytic thyroiditis and papillary thyroid cancer, no differences for sex, race, nodule density, nodule size, echogenicity, irregular borders, and number of nodules were identified, but there was a statistically significant difference for obstructive symptoms (37.1% vs 14.9%), multinodular goiter (55.8% vs 32.3%), microcalcifications (18.4% vs 36.6%), Bethesda III fine needle aspiration results (41.4% vs 27.4%), and central neck lymph node removal (58.6% vs 88.8%), respectively (P < .05). Preoperative fine needle aspiration in patients with chronic lymphocytic thyroiditis for papillary thyroid cancer had a positive predictive value of 92.9%, negative predictive value of 83.3%, false positive rate of 13.8%, and false negative rate of 8.8%. CONCLUSION Although thyroid ultrasound features may have limited utility for malignancy, fine needle aspiration of index thyroid nodules still demonstrates a high positive predictive value in stratifying patients with chronic lymphocytic thyroiditis with papillary thyroid cancer. A higher level of suspicion preoperatively may be needed to avoid unnecessary lymph node removal for patients with chronic lymphocytic thyroiditis.
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Affiliation(s)
- Tanaz M Vaghaiwalla
- Division of Endocrine Surgery, DeWitt Daughtry Department of Surgery, University of Miami Miller School of Medicine, FL; DeWitt Daughtry Family Department of Surgery, University of Miami Leonard M. Miller School of Medicine, FL.
| | - Victoria DeTrolio
- Division of Endocrine Surgery, DeWitt Daughtry Department of Surgery, University of Miami Miller School of Medicine, FL
| | - Cima Saghira
- DeWitt Daughtry Family Department of Surgery, University of Miami Leonard M. Miller School of Medicine, FL
| | - Mehmet Akcin
- DeWitt Daughtry Family Department of Surgery, University of Miami Leonard M. Miller School of Medicine, FL
| | - Cheng-Bang Chen
- Department of Industrial Systems Engineering, University of Miami, FL
| | - Christel M McGillicuddy
- Division of Endocrine Surgery, DeWitt Daughtry Department of Surgery, University of Miami Miller School of Medicine, FL
| | - John I Lew
- Division of Endocrine Surgery, DeWitt Daughtry Department of Surgery, University of Miami Miller School of Medicine, FL; DeWitt Daughtry Family Department of Surgery, University of Miami Leonard M. Miller School of Medicine, FL
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28
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Verrienti A, Pecce V, Grani G, Del Gatto V, Barp S, Maranghi M, Giacomelli L, Di Gioia C, Biffoni M, Filetti S, Durante C, Sponziello M. Serum microRNA-146a-5p and microRNA-221-3p as potential clinical biomarkers for papillary thyroid carcinoma. J Endocrinol Invest 2025; 48:619-631. [PMID: 39298113 PMCID: PMC11876262 DOI: 10.1007/s40618-024-02467-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/16/2024] [Accepted: 09/08/2024] [Indexed: 09/21/2024]
Abstract
PURPOSE Papillary thyroid carcinoma (PTC) is the most common malignant thyroid neoplasm, accounting for approximately 85% of all follicular cell-derived thyroid nodules. This study aimed to assess the diagnostic potential of circulating microRNA-146a-5p and microRNA-221-3p as biomarkers for PTC and their usefulness in monitoring disease progression during patient follow-up. METHODS An observational study was conducted on two cohorts of PTC patients and healthy controls (HCs) using digital PCR. We collected patients' clinical, biochemical, and imaging data during the post-surgery surveillance. We analyzed the levels of circulating miRNAs in serum samples of patients before surgery and during the follow-up, including those with indeterminate/biochemical incomplete response (IndR/BIR) and residual thyroid tissues (Thy Residue). RESULTS Both miR-146a-5p and miR-221-3p were confirmed as effective biomarkers for PTC diagnosis. They enabled differentiation between pre-surgery PTC patients and HCs with an area under the curve (AUC) of 92% and 87.3%, respectively, using a threshold level of 768,545 copies/uL for miR-146a-5p and 389,331 copies/uL for miR-221-3p. It was found that miRNA fold change levels, rather than absolute levels, can be useful during patient follow-up. In particular, we found that a fold change of 2 for miR-146a-5p and 2.2 for miR-221-3p can identify a progressive disease, regardless of the presence of TgAbs or remnant thyroid. CONCLUSION MiRNA-146a-5p and miRNA-221-3p, particularly the former, could be valuable diagnostic biomarkers for PTCs. They also seem to be effective in monitoring disease progression during patient follow-up by evaluating their fold change, even when thyroglobulin is uninformative.
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Affiliation(s)
- Antonella Verrienti
- Department of Translational and Precision Medicine, Sapienza University of Rome, V.le del Policlinico 155, Rome, 00161, Italy.
| | - Valeria Pecce
- Department of Translational and Precision Medicine, Sapienza University of Rome, V.le del Policlinico 155, Rome, 00161, Italy
| | - Giorgio Grani
- Department of Translational and Precision Medicine, Sapienza University of Rome, V.le del Policlinico 155, Rome, 00161, Italy
| | - Valeria Del Gatto
- Department of Translational and Precision Medicine, Sapienza University of Rome, V.le del Policlinico 155, Rome, 00161, Italy
| | - Samuele Barp
- Department of Translational and Precision Medicine, Sapienza University of Rome, V.le del Policlinico 155, Rome, 00161, Italy
| | - Marianna Maranghi
- Department of Translational and Precision Medicine, Sapienza University of Rome, V.le del Policlinico 155, Rome, 00161, Italy
| | - Laura Giacomelli
- Department of Surgical Sciences, Sapienza University of Rome, Rome, 00161, Italy
| | - Cira Di Gioia
- Department of Radiological, Oncological and Pathological Sciences, "Sapienza" University of Rome, Rome, 00161, Italy
| | - Marco Biffoni
- Department of Surgical Sciences, Sapienza University of Rome, Rome, 00161, Italy
| | - Sebastiano Filetti
- Department of Translational and Precision Medicine, Sapienza University of Rome, V.le del Policlinico 155, Rome, 00161, Italy
| | - Cosimo Durante
- Department of Translational and Precision Medicine, Sapienza University of Rome, V.le del Policlinico 155, Rome, 00161, Italy
| | - Marialuisa Sponziello
- Department of Translational and Precision Medicine, Sapienza University of Rome, V.le del Policlinico 155, Rome, 00161, Italy
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Ryu YJ, Hsu SY, Kuo EJ, Liou R, McManus CM, Lee JA, Kuo JH. Radiofrequency ablation of Bethesda category III thyroid nodules with benign molecular testing: Preliminary findings from a single institution. Am J Surg 2025; 241:115929. [PMID: 39217057 DOI: 10.1016/j.amjsurg.2024.115929] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/07/2024] [Revised: 08/15/2024] [Accepted: 08/21/2024] [Indexed: 09/04/2024]
Abstract
BACKGROUND The efficacy of radiofrequency ablation (RFA) in treating thyroid nodules with indeterminate cytology remains less studied. The objective of this study was to determine the efficacy of RFA in treating nodules with Bethesda III that have been molecularly profiled benign (BIII-MPN). METHODS We included prospectively enrolled patients who underwent RFA for benign and BIII-MPN thyroid nodules. Primary outcome measures were volume reduction ratio (VRR), symptom score (range 0-10), and cosmetic score (range 0-3) at 1, 3, 6, and 12 months after RFA, as well as complication rates. RESULTS A total of 258 nodules in 192 patients were included (benign: 238 in 174; BIII-MPN: 20 in 18). The median VRR differed insignificantly, whereas symptom and cosmetic score improvements were similar between two cohorts. BIII-MPN thyroid nodules were associated with lower rates of infection and temporary voice change. CONCLUSION Our preliminary findings suggest that RFA may be a feasible management option for BIII-MPN thyroid nodules. However, appropriate will be important to address the important risk of potentially missed malignancies.
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Affiliation(s)
- Young Jae Ryu
- Columbia University Irving Medical Center Department of Surgery, Section of Endocrine Surgery, 161 Fort Washington Ave, New York, NY, 10032, USA; Department of Surgery, Chonnam National University Medical School, 322 Seoyang-ro, Hwasun-eup, Hwasun-gun, Jeonnam, 58128, South Korea
| | - Shawn Y Hsu
- Columbia University Irving Medical Center Department of Surgery, Section of Endocrine Surgery, 161 Fort Washington Ave, New York, NY, 10032, USA
| | - Eric J Kuo
- Columbia University Irving Medical Center Department of Surgery, Section of Endocrine Surgery, 161 Fort Washington Ave, New York, NY, 10032, USA
| | - Rachel Liou
- Columbia University Irving Medical Center Department of Surgery, Section of Endocrine Surgery, 161 Fort Washington Ave, New York, NY, 10032, USA
| | - Catherine M McManus
- Columbia University Irving Medical Center Department of Surgery, Section of Endocrine Surgery, 161 Fort Washington Ave, New York, NY, 10032, USA
| | - James A Lee
- Columbia University Irving Medical Center Department of Surgery, Section of Endocrine Surgery, 161 Fort Washington Ave, New York, NY, 10032, USA
| | - Jennifer H Kuo
- Columbia University Irving Medical Center Department of Surgery, Section of Endocrine Surgery, 161 Fort Washington Ave, New York, NY, 10032, USA.
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Chen L, Zhang M, Luo Y. Ultrasound radiomics and genomics improve the diagnosis of cytologically indeterminate thyroid nodules. Front Endocrinol (Lausanne) 2025; 16:1529948. [PMID: 40093750 PMCID: PMC11906326 DOI: 10.3389/fendo.2025.1529948] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/18/2024] [Accepted: 02/12/2025] [Indexed: 03/19/2025] Open
Abstract
Background Increasing numbers of cytologically indeterminate thyroid nodules (ITNs) present challenges for preoperative diagnosis, often leading to unnecessary diagnostic surgical procedures for nodules that prove benign. Research in ultrasound radiomics and genomic testing leverages high-throughput data and image or sequence algorithms to establish assisted models or testing panels for ITN diagnosis. Many radiomics models now demonstrate diagnostic accuracy above 80% and sensitivity over 90%, surpassing the performance of less experienced radiologists and, in some cases, matching the accuracy of experienced radiologists. Molecular testing panels have helped clinicians achieve accurate diagnoses of ITNs, preventing unnecessary diagnostic surgical procedures in 42%-61% of patients with benign nodules. Objective In this review, we examined studies on ultrasound radiomics and genomic molecular testing for cytological ITNs conducted over the past 5 years, aiming to provide insights for researchers focused on improving ITN diagnosis. Conclusion Radiomics models and molecular testing have enhanced diagnostic accuracy before surgery and reduced unnecessary diagnostic surgical procedures for ITN patients.
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Affiliation(s)
| | - Mingbo Zhang
- Department of Ultrasound, The First Medical Center of Chinese People’s Liberation Army (PLA) of China General Hospital, Beijing, China
| | - Yukun Luo
- Department of Ultrasound, The First Medical Center of Chinese People’s Liberation Army (PLA) of China General Hospital, Beijing, China
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Instrum R, Swartzwelder CE, Ghossein RA, Xu B, Givi B, Wong RJ, Untch BR, Morris LGT. Clinical and Pathologic Characteristics of Cytologically Indeterminate Thyroid Nodules with Non-V600E BRAF Alterations. Cancers (Basel) 2025; 17:741. [PMID: 40075589 PMCID: PMC11899432 DOI: 10.3390/cancers17050741] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/08/2025] [Revised: 02/17/2025] [Accepted: 02/19/2025] [Indexed: 03/14/2025] Open
Abstract
BACKGROUND Molecular assays serve as a potential risk stratification tool for cytologically indeterminate thyroid nodules (ITNs). BRAF V600E mutations are nearly always associated with thyroid cancer. However, the malignancy risk for ITNs with other less common BRAF alterations is less well understood. In this retrospective cohort study, we examine the risk of malignancy (ROM), histopathologic diagnoses, and clinical outcomes for non-V600E BRAF-altered ITNs. METHODS Genomic profiling data obtained from 1034 pre-operative fine-needle aspiration samples from 955 patients were reviewed. Nodules harboring BRAF V600E were excluded. Clinical, radiographic, and histopathologic data were analyzed retrospectively from BRAF-altered ITNs managed surgically at one comprehensive cancer center (2014-2024). Diagnoses were subdivided based on American Thyroid Association (ATA) risk categories. RESULTS Thirty-seven patients (3.9%) with non-V600E BRAF-altered ITNs were identified (isolated BRAF mutation: n = 29 [78.4%], BRAF + other mutation: n = 3 [8.1%], BRAF fusion: n = 4 [10.8%], BRAF-like gene expression: n = 1 [2.7%]). All BRAF mutations identified in the cohort were class II (RAS-independent, intermediate to high kinase activity). Nodules had a median pre-operative diameter of 1.8 cm (interquartile range [IQR] 1.4-2.5). Patients presented with nodal metastases in 2.7% (n = 1) of cases, and local invasion was not identified in any patients in the cohort. Approximately half of patients (54.1%) were initially treated with a partial thyroidectomy (lobectomy: n = 17 [45.9%], isthmusectomy: n = 3 [8.1%]), and the remaining patients underwent total thyroidectomy (n = 17 [45.9%]). Median post-operative follow-up was 28 months (IQR 17.8-45.5). ROM for BRAF alterations was 73% (95%CI 59-87%; ATA low risk: 64.9%/ATA int risk: 5.4%/ATA high risk: 2.7%). There were no high-risk cancers identified in patients with isolated BRAF mutation (benign: n = 10 [34.5%], ATA low risk: n = 19 [65.5%]), and the most common isolated mutation was K601E (n = 17, 45.9%) which had a 58.8% ROM (all ATA low risk). Patients with isolated BRAF mutations had a significantly lower rate of ATA intermediate or high risk pathology when compared to all other BRAF alterations (0% vs. 37.5%, p = 0.0072). Only three patients were treated with radioactive iodine post-operatively (8.1%), and no completion thyroidectomy procedures were performed in those who did not initially undergo total thyroidectomy. No patients in the cohort were found to have distant metastatic disease or recurrence, and there were no deaths during the follow-up interval. CONCLUSIONS ITNs harboring non-V600E BRAF alterations were rare (3.9% of patients) and typically malignant (73%). Nearly all nodules were benign or ATA low-risk cancers. Only 8% of such nodules were ATA intermediate or high risk cancers. In ITNs with isolated non-V600E BRAF and no other genetic alterations, one-third were non-malignant, and all cancers were ATA low risk. In the appropriate clinical context, thyroid lobectomy or active surveillance can be considered for initial management of non-V600E BRAF-altered ITNs.
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Affiliation(s)
- Ryan Instrum
- Head and Neck Service, Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA; (R.I.); (C.E.S.); (B.G.); (R.J.W.); (B.R.U.)
| | - Christina E. Swartzwelder
- Head and Neck Service, Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA; (R.I.); (C.E.S.); (B.G.); (R.J.W.); (B.R.U.)
| | - Ronald A. Ghossein
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA; (R.A.G.); (B.X.)
| | - Bin Xu
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA; (R.A.G.); (B.X.)
| | - Babak Givi
- Head and Neck Service, Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA; (R.I.); (C.E.S.); (B.G.); (R.J.W.); (B.R.U.)
| | - Richard J. Wong
- Head and Neck Service, Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA; (R.I.); (C.E.S.); (B.G.); (R.J.W.); (B.R.U.)
| | - Brian R. Untch
- Head and Neck Service, Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA; (R.I.); (C.E.S.); (B.G.); (R.J.W.); (B.R.U.)
| | - Luc G. T. Morris
- Head and Neck Service, Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA; (R.I.); (C.E.S.); (B.G.); (R.J.W.); (B.R.U.)
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Öztop H, Hunutlu FÇ, Ekizoğlu Sİ, Gül ÖÖ, Cander S, Şahin AB. Effect of Hemoglobin, Albumin, Lymphocyte Count, and Platelet (HALP) Score on Survival of Patients with Metastatic Thyroid Cancer Treated with Tyrosine Kinase Inhibitors. J Clin Med 2025; 14:1306. [PMID: 40004836 PMCID: PMC11856822 DOI: 10.3390/jcm14041306] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2024] [Revised: 02/12/2025] [Accepted: 02/14/2025] [Indexed: 02/27/2025] Open
Abstract
Tyrosine kinase inhibitors (TKIs) are crucial for improving the survival rates of individuals with metastatic thyroid cancer. Moreover, systemic inflammation and malnutrition are known to negatively affect metastatic thyroid cancer prognosis. Evaluating nutritional status at the start of treatment can improve survival rates. Purpose: This study investigated the correlation between the hemoglobin, albumin, lymphocyte count, and platelet (HALP) score and prognosis of patients with metastatic thyroid cancer undergoing first-line TKI therapy. Methods: We retrospectively analyzed data from 44 patients between January 2010 and June 2024. The primary outcomes evaluated in the study were time to treatment failure (TTF) and overall survival (OS); HALP scores were categorized as low (≤29.21) and high (>29.21) based on receiver operating characteristic analysis. Results: The 1-year survival rate was significantly lower in the low HALP score group compared to the high HALP score group (50% vs. 96.3%). Multivariate Cox regression analysis revealed that low HALP scores, elevated leukocyte counts, and lymphopenia were independent predictors of shorter TTF (HR = 0.272, p = 0.011) and OS (HR = 0.208, p = 0.028). Conclusions: The results obtained in the present study demonstrate that the HALP score has prognostic significance for patients with metastatic thyroid cancer who are undergoing first-line TKI treatment. In metastatic thyroid cancer patients, interventions focused on improving nutritional status at the start, during initiation, and throughout the TKI treatment may enhance treatment effectiveness. However, further prospective studies involving larger patient cohorts are necessary to validate our results.
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Affiliation(s)
- Hikmet Öztop
- Department of Internal Medicine, Faculty of Medicine, Bursa Uludag University, Bursa 16059, Turkey;
| | - Fazıl Çağrı Hunutlu
- Division of Hematology, Department of Internal Medicine, Faculty of Medicine, Bursa Uludag University, Bursa 16059, Turkey;
| | - Selin İldemir Ekizoğlu
- Department of Internal Medicine, Faculty of Medicine, Bursa Uludag University, Bursa 16059, Turkey;
| | - Özen Öz Gül
- Division of Endocrinology, Department of Internal Medicine, Faculty of Medicine, Bursa Uludag University, Bursa 16059, Turkey; (Ö.Ö.G.); (S.C.)
| | - Soner Cander
- Division of Endocrinology, Department of Internal Medicine, Faculty of Medicine, Bursa Uludag University, Bursa 16059, Turkey; (Ö.Ö.G.); (S.C.)
| | - Ahmet Bilgehan Şahin
- Division of Oncology, Department of Internal Medicine, Faculty of Medicine, Bursa Uludag University, Bursa 16059, Turkey;
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Lin H, Zhang X, Yan N, Guo T, Chen Q, Huang X, Wang D, Wu W. Diagnosis and treatment of a rare bilateral primary thyroid cancer: a case report. Front Oncol 2025; 14:1468550. [PMID: 40017634 PMCID: PMC11865086 DOI: 10.3389/fonc.2024.1468550] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/22/2024] [Accepted: 12/27/2024] [Indexed: 03/01/2025] Open
Abstract
Preoperative ultrasound examination of thyroid nodules is the most economical and effective screening method for diagnosing thyroid nodules. Fine-needle aspiration biopsy (FNAB) cytology guided by ultrasound has high sensitivity and specificity in distinguishing benign and malignant thyroid nodules. However, approximately 25% of thyroid nodules cannot be determined by FNAB, and accurate differentiation of benign and malignant thyroid nodules is critical for patient prognosis. Here, we report the diagnosis and surgical treatment process of a rare patient with bilateral thyroid malignant tumor of independent origin. This patient had significantly elevated levels of calcitonin (Ctn: 130.00 pg/mL) and carcinoembryonic antigen (CEA: 16.13 ng/mL). Ultrasound shows a solid nodule on the left side of the thyroid gland, measuring 1.2*0.8*0.9cm, TI-RADS 4A; right solid nodule, 1.3*0.7*0.9 cm, TI-RADS 3. A fine needle biopsy of the left nodule showed little glandular epithelium and no evidence of malignancy. Multi-gene joint analysis of RET C634R in the left nodule and BRAF V600E in the right nodule indicated a potential diagnosis of left medullary thyroid carcinoma (MTC) and right papillary thyroid carcinoma (PTC). Postoperative pathology revealed the left thyroid nodule was MTC and the right nodule was PTC. The patient's bilateral thyroid nodules are independent primary malignant lesions. This case emphasizes the important significance of combined analysis of ultrasound, serum biomarkers, cellular pathology, molecular detection, and paraffin pathology in the differential diagnosis of benign and malignant multiple thyroid nodules. It provides a reference for future diagnosis and treatment decisions of multiple thyroid nodules.
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Affiliation(s)
- Hai Lin
- Department of Endocrinology, The Third Affiliated Hospital of Wenzhou Medical University, Wenzhou, Zhejiang, China
| | - Xinyu Zhang
- Wenzhou Medical University Renji College, Wenzhou, Zhejiang, China
| | - Na Yan
- Key Laboratory of Digital Technology in Medical Diagnostics of Zhejiang Province, Hangzhou, Zhejiang, China
| | - Tao Guo
- Key Laboratory of Digital Technology in Medical Diagnostics of Zhejiang Province, Hangzhou, Zhejiang, China
| | - Qiu Chen
- Department of Endocrinology, The Third Affiliated Hospital of Wenzhou Medical University, Wenzhou, Zhejiang, China
| | - Xianen Huang
- Department of Endocrinology, The Third Affiliated Hospital of Wenzhou Medical University, Wenzhou, Zhejiang, China
| | - Dandan Wang
- Department of Traditional Chinese Medicine Orthopedics and Traumatology, The Third Affiliated Hospital of Wenzhou Medical University, Wenzhou, Zhejiang, China
| | - Weili Wu
- Department of Thyroid and Breast Surgery, The Third Affiliated Hospital of Wenzhou Medical University, Wenzhou, Zhejiang, China
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Fung MHM, Tang C, Kwok GW, Chan TH, Luk Y, Lui DTW, Wong CKH, Lang BHH. High Rates of Unnecessary Surgery for Indeterminate Thyroid Nodules in the Absence of Molecular Test and the Cost-Effectiveness of Utilizing Molecular Test in an Asian Population: A Decision Analysis. Thyroid 2025; 35:166-176. [PMID: 39835971 DOI: 10.1089/thy.2024.0436] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/22/2025]
Abstract
Objectives: Cytologically indeterminate thyroid nodules (Bethesda class III or IV) carry a 10-40% risk of malignancy. Diagnostic lobectomies are frequently performed but negative surgeries incur unnecessary costs on the healthcare system, potential complications, and negative impacts on quality of life. Molecular tests (MTs) have been developed to reduce unnecessary surgeries. However, well-validated, high-performance MTs are often expensive, and their cost-effectiveness has not been studied in the Asian population. This study evaluates the rate of unnecessary surgery in the setting without MT (our current practice) and the cost-effectiveness of introducing a commercially available MT for the management of cytologically indeterminate thyroid nodules in a modernized city in Asia. Methods: Management decisions and outcomes of consecutive Bethesda III or IV thyroid nodules in a tertiary endocrine surgery center in Hong Kong were evaluated. Costs of health service provided by the public health system, which covers >90% of healthcare service in the city, were retrieved. A decision tree model was developed to compare the cost-effectiveness in avoiding unnecessary surgeries of current practice versus routine MT from a public healthcare provider's perspective. In our current practice, MT was not available, and patients with indeterminate nodules received either upfront lobectomy, repeat fine needle aspiration cytology (FNAC), or active surveillance. Results: Over a 4-year period, 2157 FNACs were performed. After exclusion, 1957 FNACs were analyzed, and 18.6% were Bethesda III or IV. Thirty-six percent of these cytologically indeterminate nodules received upfront surgery, with 28% having malignancy in final pathology, that is, 72% of surgeries were unnecessary. Routine MT could reduce 82 unnecessary surgeries/year, 26% more than current practice. Routine MT resulted in an incremental cost-effectiveness ratio of Hong Kong dollar (HKD) 49,102 (US dollar [USD] 6314) per unnecessary surgery. Sensitivity analysis showed test cost of MT contributed significantly to incremental cost-effectiveness ratio. Lowering the commercial price of MT to below HKD 8044 (USD 1031) would render routine MT cost-saving. Conclusion: Currently, a high rate of unnecessary surgeries is being performed for cytologically indeterminate thyroid nodules. MT was more effective in reducing unnecessary surgeries than current practice, but at a higher cost. MT will become cost-saving if the test cost could be lowered.
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Affiliation(s)
- Man Him Matrix Fung
- Division of Endocrine Surgery, Department of Surgery, Queen Mary Hospital, The University of Hong Kong, Hong Kong, Hong Kong
| | - Ching Tang
- Division of Endocrine Surgery, Department of Surgery, Queen Mary Hospital, The University of Hong Kong, Hong Kong, Hong Kong
| | - Gin Wai Kwok
- Division of Medical Oncology, Department of Medicine, Queen Mary Hospital, The University of Hong Kong, Hong Kong, Hong Kong
| | - Tin Ho Chan
- Division of Endocrine Surgery, Department of Surgery, Queen Mary Hospital, The University of Hong Kong, Hong Kong, Hong Kong
| | - Yan Luk
- Division of Endocrine Surgery, Department of Surgery, Queen Mary Hospital, The University of Hong Kong, Hong Kong, Hong Kong
| | - David Tak Wai Lui
- Department of Medicine, Queen Mary Hospital, The University of Hong Kong, Hong Kong, Hong Kong
| | - Carlos King Ho Wong
- Laboratory of Data Discovery for Health (D 2 4H), Hong Kong, Hong Kong
- Department of Family Medicine and Primary Care, The University of Hong Kong, Hong Kong, Hong Kong
- Department of Pharmacology and Pharmacy, The University of Hong Kong, Hong Kong, Hong Kong
- Department of Infectious Disease Epidemiology, Faculty of Epidemiology and Population Health, London School of Hygiene and Tropical Medicine, London, United Kingdom
| | - Brian Hung Hin Lang
- Division of Endocrine Surgery, Department of Surgery, Queen Mary Hospital, The University of Hong Kong, Hong Kong, Hong Kong
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Cai Y, Guo Y, Ma W, Cheng P, Jiang L, Shen S, Song F, Zhu L, Hu Y, Chen Y, Duan Y, Cai X, Li Q, Zheng G, Ge M. A new broom sweeps clean: CLDN16 surpasses the BRAF-V600E mutation as an unrivaled biomarker in papillary thyroid cancer. Eur J Endocrinol 2025; 192:128-140. [PMID: 39996468 DOI: 10.1093/ejendo/lvaf003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/25/2024] [Revised: 11/05/2024] [Indexed: 02/26/2025]
Abstract
OBJECTIVE This study assessed CLDN16 as a potential replacement or improvement biomarker for papillary thyroid cancer (PTC), addressing the limitations associated with the prevalently used BRAF-V600E mutation. DESIGN Database analyses, tissue validation, RNA sequencing, and functional assays were conducted to evaluate CLDN16 as a PTC biomarker and its clinical application. METHODS CLDN16 expression was examined in PTC and normal thyroid/para-tumor tissues and compared across various cancer types. We evaluated diagnostic accuracy, stability in primary and metastatic sites, and associations with aggressive features. Knockdown experiments were performed to investigate the impact on PTC cell behavior. Additionally, we developed a support vector machine model for diagnosing malignant and high-risk PTCs. RESULTS CLDN16 demonstrated high specificity for PTC, with positive detection rates (88.0% in The Cancer Genome Atlas [TCGA] and 88.3% in our center) significantly surpassing BRAF-V600E (47.5% in TCGA and 74.3% in our center). This resulted in superior diagnostic accuracy (ROC-CLDN16 = 0.922 vs ROC-BRAF-V600E = 0.742 in TCGA). CLDN16 exhibited stable expression across primary and metastatic sites and was associated with aggressive features, including extrathyroidal extension and lymph node metastasis. CLDN16 knockdown inhibited migration, invasion, and iodine uptake in PTC cells. Clinically, CLDN16 effectively identified malignancy in BRAF wild patients (94.2%), and combined with BRAF-V600E, achieved 96.9% accuracy. The incorporation of CLDN16 into PTC molecular typing facilitated precise high-risk identification (92.0% accuracy in the training set and 100% in the validation set). CONCLUSIONS CLDN16 presents a promising biomarker that could surpass BRAF-V600E, offering effective clinical utility and revolutionizing PTC molecular typing for precise high-risk identification.
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Affiliation(s)
- Yefeng Cai
- Otolaryngology & Head and Neck Center, Cancer Center, Department of Head and Neck Surgery, Zhejiang Provincial People's Hospital (Affiliated People's Hospital), Hangzhou Medical College, Hangzhou, Zhejiang 310014, China
- Department of Thyroid Surgery, National Key Clinical Specialty (General Surgery), The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, Zhejiang 325000, China
- Department of Public Health, Zhejiang University School of Medicine, Hangzhou, Zhejiang 310014, China
- Zhejiang Key Laboratory of Precision Medicine Research on Head & Neck Cancer, Zhejiang Provincial People's Hospital, Hangzhou, Zhejiang 310014, China
- Zhejiang Provincial Clinical Research Center for Head & Neck Cancer, Zhengjiang Provincial People's Hospital, Hangzhou, Zhejiang 310014, China
| | - Yawen Guo
- Otolaryngology & Head and Neck Center, Cancer Center, Department of Head and Neck Surgery, Zhejiang Provincial People's Hospital (Affiliated People's Hospital), Hangzhou Medical College, Hangzhou, Zhejiang 310014, China
- Zhejiang Key Laboratory of Precision Medicine Research on Head & Neck Cancer, Zhejiang Provincial People's Hospital, Hangzhou, Zhejiang 310014, China
- Zhejiang Provincial Clinical Research Center for Head & Neck Cancer, Zhengjiang Provincial People's Hospital, Hangzhou, Zhejiang 310014, China
| | - Wenli Ma
- Graduate School, Bengbu Medical University, Bengbu, Anhui 233030, China
| | - Pu Cheng
- Department of Gynecology, Second Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang 310003, China
| | - Liehao Jiang
- Otolaryngology & Head and Neck Center, Cancer Center, Department of Head and Neck Surgery, Zhejiang Provincial People's Hospital (Affiliated People's Hospital), Hangzhou Medical College, Hangzhou, Zhejiang 310014, China
- Zhejiang Key Laboratory of Precision Medicine Research on Head & Neck Cancer, Zhejiang Provincial People's Hospital, Hangzhou, Zhejiang 310014, China
- Zhejiang Provincial Clinical Research Center for Head & Neck Cancer, Zhengjiang Provincial People's Hospital, Hangzhou, Zhejiang 310014, China
- Zhejiang University School of Medicine, Zhejiang University, Hangzhou 310058, China
| | - Shuyan Shen
- Second Clinical Medical College, Zhejiang Chinese Medical University, Hangzhou, Zhejiang 310053, China
| | - Fahuan Song
- Zhejiang Key Laboratory of Precision Medicine Research on Head & Neck Cancer, Zhejiang Provincial People's Hospital, Hangzhou, Zhejiang 310014, China
- Zhejiang Provincial Clinical Research Center for Head & Neck Cancer, Zhengjiang Provincial People's Hospital, Hangzhou, Zhejiang 310014, China
- Department of Nuclear Medicine, Zhejiang Provincial People's Hospital, Affiliated People's Hospital, Hangzhou Medical College, Hangzhou, Zhejiang 310014, China
| | - Lei Zhu
- Department of Thyroid Surgery, The Fifth Hospital Affiliated to Wenzhou Medical University, Lishui Central Hospital, Lishui City, Zhejiang 323000, China
| | - Yiqun Hu
- Otolaryngology & Head and Neck Center, Cancer Center, Department of Head and Neck Surgery, Zhejiang Provincial People's Hospital (Affiliated People's Hospital), Hangzhou Medical College, Hangzhou, Zhejiang 310014, China
- Zhejiang Key Laboratory of Precision Medicine Research on Head & Neck Cancer, Zhejiang Provincial People's Hospital, Hangzhou, Zhejiang 310014, China
- Zhejiang Provincial Clinical Research Center for Head & Neck Cancer, Zhengjiang Provincial People's Hospital, Hangzhou, Zhejiang 310014, China
| | - Yao Chen
- Department of Pathology, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, Zhejiang 325000, China
| | - Yanting Duan
- Otolaryngology & Head and Neck Center, Cancer Center, Department of Head and Neck Surgery, Zhejiang Provincial People's Hospital (Affiliated People's Hospital), Hangzhou Medical College, Hangzhou, Zhejiang 310014, China
- Zhejiang Key Laboratory of Precision Medicine Research on Head & Neck Cancer, Zhejiang Provincial People's Hospital, Hangzhou, Zhejiang 310014, China
- Zhejiang University School of Medicine, Zhejiang University, Hangzhou 310058, China
| | - Xiujun Cai
- Zhejiang University School of Medicine, Zhejiang University, Hangzhou 310058, China
- Department of General Surgery, Sir Run-Run Shaw Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang 310016, China
| | - Quan Li
- Department of Breast Surgery, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, Zhejiang 325000, China
| | - Guowan Zheng
- Otolaryngology & Head and Neck Center, Cancer Center, Department of Head and Neck Surgery, Zhejiang Provincial People's Hospital (Affiliated People's Hospital), Hangzhou Medical College, Hangzhou, Zhejiang 310014, China
- Zhejiang Key Laboratory of Precision Medicine Research on Head & Neck Cancer, Zhejiang Provincial People's Hospital, Hangzhou, Zhejiang 310014, China
- Zhejiang Provincial Clinical Research Center for Head & Neck Cancer, Zhengjiang Provincial People's Hospital, Hangzhou, Zhejiang 310014, China
| | - Minghua Ge
- Otolaryngology & Head and Neck Center, Cancer Center, Department of Head and Neck Surgery, Zhejiang Provincial People's Hospital (Affiliated People's Hospital), Hangzhou Medical College, Hangzhou, Zhejiang 310014, China
- Zhejiang Key Laboratory of Precision Medicine Research on Head & Neck Cancer, Zhejiang Provincial People's Hospital, Hangzhou, Zhejiang 310014, China
- Zhejiang Provincial Clinical Research Center for Head & Neck Cancer, Zhengjiang Provincial People's Hospital, Hangzhou, Zhejiang 310014, China
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Cozzi JL, Li H, Fuhrman JD, Lan L, Williams J, Finnerty B, Fahey TJ, Tumati A, Genender J, Keutgen XM, Giger ML. Multi-institutional development and testing of attention-enhanced deep learning segmentation of thyroid nodules on ultrasound. Int J Comput Assist Radiol Surg 2025; 20:259-267. [PMID: 39751996 DOI: 10.1007/s11548-024-03294-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2024] [Accepted: 11/12/2024] [Indexed: 01/04/2025]
Abstract
PURPOSE Thyroid nodules are common, and ultrasound-based risk stratification using ACR's TIRADS classification is a key step in predicting nodule pathology. Determining thyroid nodule contours is necessary for the calculation of TIRADS scores and can also be used in the development of machine learning nodule diagnosis systems. This paper presents the development, validation, and multi-institutional independent testing of a machine learning system for the automatic segmentation of thyroid nodules on ultrasound. METHODS The datasets, containing a total of 1595 thyroid ultrasound images from 520 patients with thyroid nodules, were retrospectively collected under IRB approval from University of Chicago Medicine (UCM) and Weill Cornell Medical Center (WCMC). Nodules were manually contoured by a team of UCM and WCMC physicians for ground truth. An AttU-Net, a U-Net architecture with additional attention weighting functions, was trained for the segmentations. The algorithm was validated through fivefold cross-validation by nodule and was tested on two independent test sets: one from UCM and one from WCMC. Dice similarity coefficient (DSC) and percent Hausdorff distance (%HD), Hausdorff distance reported as a percent of the nodule's effective diameter, served as the performance metrics. RESULTS On multi-institutional independent testing, the AttU-Net yielded average DSCs (std. deviation) of 0.915 (0.04) and 0.922 (0.03) and %HDs (std. deviation) of 12.9% (4.6) and 13.4% (6.3) on the UCM and WCMC test sets, respectively. Similarity testing showed the algorithm's performance on the two institutional test sets was equivalent up to margins of Δ DSC ≤ 0.013 and Δ %HD ≤ 1.73%. CONCLUSIONS This work presents a robust automatic thyroid nodule segmentation algorithm that could be implemented for risk stratification systems. Future work is merited to incorporate this segmentation method within an automatic thyroid classification system.
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Affiliation(s)
- Joseph L Cozzi
- Department of Radiology, University of Chicago, Chicago, IL, USA.
| | - Hui Li
- Department of Radiology, University of Chicago, Chicago, IL, USA
| | - Jordan D Fuhrman
- Department of Radiology, University of Chicago, Chicago, IL, USA
| | - Li Lan
- Department of Radiology, University of Chicago, Chicago, IL, USA
| | - Jelani Williams
- Division of General Surgery and Surgical Oncology, Department of Surgery, University of Chicago Medicine, Endocrine Surgery Research Program, Chicago, IL, USA
| | - Brendan Finnerty
- Endocrine Oncology Research Program, Division of Endocrine Surgery, Department of Surgery, New York Presbyterian Hospital-Weill Cornell Medicine, New York, USA
| | - Thomas J Fahey
- Endocrine Oncology Research Program, Division of Endocrine Surgery, Department of Surgery, New York Presbyterian Hospital-Weill Cornell Medicine, New York, USA
| | - Abhinay Tumati
- Endocrine Oncology Research Program, Division of Endocrine Surgery, Department of Surgery, New York Presbyterian Hospital-Weill Cornell Medicine, New York, USA
| | - Joshua Genender
- Department of Radiology, University of Chicago, Chicago, IL, USA
- David Geffen School of Medicine, University of California - Los Angeles, Los Angeles, CA, USA
| | - Xavier M Keutgen
- Division of General Surgery and Surgical Oncology, Department of Surgery, University of Chicago Medicine, Endocrine Surgery Research Program, Chicago, IL, USA
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Januś D, Kujdowicz M, Kiszka-Wiłkojć A, Kaleta K, Taczanowska-Niemczuk A, Radliński J, Możdżeń K, Nowak Z, Górecki W, Starzyk JB. Ultrasound and histopathological assessment of benign, borderline, and malignant thyroid tumors in pediatric patients: an illustrative review and literature overview. Front Endocrinol (Lausanne) 2025; 15:1481804. [PMID: 39950167 PMCID: PMC11821508 DOI: 10.3389/fendo.2024.1481804] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/16/2024] [Accepted: 12/10/2024] [Indexed: 02/16/2025] Open
Abstract
Background The risk of malignancy in thyroid nodules is higher in children than in adults, often necessitating a more aggressive endocrine and surgical approach. However, given that not all solid thyroid nodules are malignant, a more conservative approach may also be appropriate in certain cases. Objective This study aims to present an illustrative analysis of the pathological foundations underlying the sonographic appearance of benign, borderline, and malignant thyroid nodules in the pediatric population at a single tertiary thyroid center. Methods A total of 47 well-documented pediatric patients referred for thyroid surgery between 2010 and 2023 were analyzed. This retrospective assessment included an examination of demographic data, hormonal profiles, ultrasound findings, and histopathology reports. Results Ultrasound and histopathology of thyroid nodules provided insights into subgroup differentiation. Benign nodules like dyshormonogenetic goiter showed solid hypoechoic features on ultrasound and dense fibrosis on histopathology, while thyroid follicular nodular disease exhibited isoechoic nodules with halos, histologically revealing dilated follicles. In borderline tumors, well-differentiated tumor of uncertain malignant potential (WDT-UMP) nodules were hypo/hyperechoic with occasional capsular invasion, resembling papillary thyroid carcinoma (PTC) features histologically. Non-invasive follicular thyroid neoplasm with papillary-like nuclear features (NIFTP) appeared as well-defined hypoechoic nodules with a hypoechoic rim, with histology showing follicular architecture and PTC nuclear features, but no invasion. Follicular tumor of uncertain malignant potential (FT-UMP) displayed hypo/hyperechoic patterns and indistinct borders, with uncertain capsular invasion and no PTC nuclear features. Malignant lesions showed distinct patterns: PTC as hypoechoic, irregular nodules with mixed vascularization, follicular thyroid carcinoma as large, hyperechoic nodules with invasive features, and poorly differentiated thyroid carcinoma (PDTC) as heterogeneous hypoechoic masses. Conclusion Because of the significant overlap in sonographic features among benign, borderline, and certain malignant thyroid lesions in pediatric patients, ultrasonography alone is insufficient for accurate risk stratification. This overlap necessitates referrals for fine-needle aspiration biopsy (FNAB) in children more frequently than in adults. Future studies utilizing artificial intelligence (AI) to predict clinical outcomes in thyroid nodule diagnostics may offer new advancements, particularly given the increasing number of pediatric patients with solid thyroid lesions.
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Affiliation(s)
- Dominika Januś
- Department of Pediatric and Adolescent Endocrinology, Chair of Pediatrics, Institute of Pediatrics, Jagiellonian University Medical College, Krakow, Poland
- Department of Pediatric and Adolescent Endocrinology, University Children Hospital in Krakow, Krakow, Poland
| | - Monika Kujdowicz
- Department of Pathomorphology, Jagiellonian University Medical College, Krakow, Poland
- Department of Pathology, University Children Hospital in Krakow, Krakow, Poland
| | - Aleksandra Kiszka-Wiłkojć
- Department of Pediatric Surgery, Institute of Pediatrics, Jagiellonian University Medical College, Krakow, Poland
- Department of Pediatric Surgery, University Children Hospital in Krakow, Krakow, Poland
| | - Konrad Kaleta
- Department of Pediatric and Adolescent Endocrinology, Chair of Pediatrics, Institute of Pediatrics, Students` Scientific Society, Jagiellonian University Medical College, Krakow, Poland
| | - Anna Taczanowska-Niemczuk
- Department of Pediatric Surgery, Institute of Pediatrics, Jagiellonian University Medical College, Krakow, Poland
- Department of Pediatric Surgery, University Children Hospital in Krakow, Krakow, Poland
| | - Jan Radliński
- Department of Pediatric and Adolescent Endocrinology, Chair of Pediatrics, Institute of Pediatrics, Students` Scientific Society, Jagiellonian University Medical College, Krakow, Poland
| | - Kamil Możdżeń
- Department of Pediatric and Adolescent Endocrinology, Chair of Pediatrics, Institute of Pediatrics, Students` Scientific Society, Jagiellonian University Medical College, Krakow, Poland
| | - Zuzanna Nowak
- Szpital Zakonu Bonifratrow sw. Jana Grande, Krakow, Poland
| | - Wojciech Górecki
- Department of Pediatric Surgery, Institute of Pediatrics, Jagiellonian University Medical College, Krakow, Poland
- Department of Pediatric Surgery, University Children Hospital in Krakow, Krakow, Poland
| | - Jerzy B. Starzyk
- Department of Pediatric and Adolescent Endocrinology, Chair of Pediatrics, Institute of Pediatrics, Jagiellonian University Medical College, Krakow, Poland
- Department of Pediatric and Adolescent Endocrinology, University Children Hospital in Krakow, Krakow, Poland
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Xiao W, Zhou W, Yuan H, Liu X, He F, Hu X, Ye X, Qin X. A radiopathomics model for predicting large-number cervical lymph node metastasis in clinical N0 papillary thyroid carcinoma. Eur Radiol 2025:10.1007/s00330-025-11377-8. [PMID: 39881038 DOI: 10.1007/s00330-025-11377-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/07/2024] [Revised: 11/14/2024] [Accepted: 12/21/2024] [Indexed: 01/31/2025]
Abstract
OBJECTIVES This study aimed to develop a multimodal radiopathomics model utilising preoperative ultrasound (US) and fine-needle aspiration cytology (FNAC) to predict large-number cervical lymph node metastasis (CLNM) in patients with clinically lymph node-negative (cN0) papillary thyroid carcinoma (PTC). MATERIALS AND METHODS This multicentre retrospective study included patients with PTC between October 2017 and June 2024 across seven institutions. Patients were categorised based on the presence or absence of large-number CLNM in training, validation, and external testing cohorts. A clinical model was developed based on the maximum diameter of thyroid nodules. Radiomics features were extracted from US images and pathomics features were extracted from FNAC images. Feature selection was performed using univariate analysis, correlation analysis, and least absolute shrinkage and selection operator regression. Six machine learning (ML) algorithms were employed to construct radiomics, pathomics, and radiopathomics models. Predictive performance was assessed using the area under the curve (AUC), and decision curve analysis (DCA). RESULTS A total of 426 patients with PTC (41.65 ± 12.47 years; 124 men) were included in this study, with 213 (50%) exhibiting large-number CLNM. The multimodal radiopathomics model demonstrated excellent predictive capabilities with AUCs 0.921, 0.873, 0.903; accuracies (ACCs) 0.852, 0.800, 0.833; sensitivities (SENs) 0.876, 0.867, 0.857; specificities (SPEs) 0.829, 0.733, 0.810, for the training, validation, and testing cohorts, respectively. It significantly outperformed the clinical model (AUCs 0.730, 0.698, 0.630; ACCs 0.690, 0.656, 0.627; SENs 0.686, 0.378, 0.556; SPEs 0.695, 0.933, 0.698), the radiomics model (AUCs 0.819, 0.762, 0.783; ACCs 0.752, 0.722, 0.738; SENs 0.657, 0.844, 0.937; SPEs 0.848, 0.600, 0.540), and the pathomics model (AUCs 0.882, 0.786, 0.800; ACCs 0.829, 0.756, 0.786; SENs 0.819, 0.889, 0.857; SPEs 0.838, 0.633, 0.714). CONCLUSION The multimodal radiopathomics model demonstrated significant advantages in the preoperative prediction of large-number CLNM in patients with cN0 PTC. KEY POINTS Question Accurate preoperative prediction of large-number CLNM in PTC patients can guide treatment plans, but single-modality diagnostic performance remains limited. Findings The radiopathomics model utilising preoperative US and FNAC images effectively predicted large-number CLNM in both validation and testing cohorts, outperforming single predictive models. Clinical relevance Our study proposes a multimodal radiopathomics model based on preoperative US and FNAC images, which can effectively predict large-number CLNM in PTC preoperatively and guide clinicians in treatment planning.
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Affiliation(s)
- Weihan Xiao
- Department of Ultrasound, Chengdu Second People's Hospital, Chengdu, China
- North Sichuan Medical College, Nanchong, China
| | - Wang Zhou
- Department of Ultrasound, The First Affiliated Hospital of Anhui Medical University, Hefei, China
| | - Hongmei Yuan
- Department of Ultrasound, Affiliated Hospital of North Sichuan Medical College, Sichuan, China
| | - Xiaoling Liu
- Department of Ultrasound, Second Clinical Medical College of North Sichuan Medical College, Nanchong Central Hospital, Nanchong, China
| | - Fanding He
- Department of Medical Ultrasound, Sichuan Provincial People's Hospital, School of Medicine, University of Electronic Science and Technology of China, Chengdu, China
| | - Xiaomin Hu
- North Sichuan Medical College, Nanchong, China
| | - Xianjun Ye
- Department of Ultrasound, Anhui Provincial Hospital, Hefei, China.
| | - Xiachuan Qin
- Department of Ultrasound, Chengdu Second People's Hospital, Chengdu, China.
- Department of Ultrasound, Anhui Zhongke Gengjiu Hospital, Hefei, China.
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Kuo CY, Chien MN, Lee JJ, Dai SH, Cheng SP. Can we diagnose noninvasive follicular thyroid neoplasm with papillary-like nuclear features before surgery? Updates Surg 2025:10.1007/s13304-025-02093-5. [PMID: 39812954 DOI: 10.1007/s13304-025-02093-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/07/2024] [Accepted: 01/07/2025] [Indexed: 01/16/2025]
Abstract
Noninvasive follicular thyroid neoplasm with papillary-like nuclear features (NIFTP) can be differentiated from invasive encapsulated follicular variant of papillary thyroid carcinoma (eFV-PTC) by the presence of a tumor capsule or blood vessel invasion in histological examination. The objective of this study was to investigate whether it is possible to distinguish between NIFTP and invasive eFV-PTC before surgery. Patients diagnosed with NIFTP and invasive eFV-PTC from 2017 to 2023 were analyzed for biochemical, ultrasonographic, and cytological features. No differences were found in thyroid function tests, thyroid autoantibody levels, tumor size, or ultrasonographic characteristics. However, patients with invasive eFV-PTC had higher preoperative neutrophil-to-lymphocyte ratio (NLR) values and a higher Bethesda cytology category compared to those with NIFTP. In the multivariable analysis, NLR was the only significant predictor of invasive eFV-PTC. Nevertheless, there was no reliable NLR cutoff for distinguishing between the two entities. Overall, this study substantiates considerable overlap in demographic and clinical data between NIFTP and invasive eFV-PTC. Although the higher NLR observed in thyroid cancer does not provide strong discrimination, it suggests that the invasive nature of tumor cells might elicit a more profound systemic inflammatory or immune response.
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Affiliation(s)
- Chi-Yu Kuo
- Department of Surgery, MacKay Memorial Hospital, 92, Chung-Shan North Road, Section 2, Taipei, 104217, Taiwan
- Department of Medicine, School of Medicine, MacKay Medical College, New Taipei City, Taiwan
| | - Ming-Nan Chien
- Department of Medicine, School of Medicine, MacKay Medical College, New Taipei City, Taiwan
- Division of Endocrinology and Metabolism, Department of Internal Medicine, MacKay Memorial Hospital, Taipei, Taiwan
| | - Jie-Jen Lee
- Department of Surgery, MacKay Memorial Hospital, 92, Chung-Shan North Road, Section 2, Taipei, 104217, Taiwan
- Department of Medicine, School of Medicine, MacKay Medical College, New Taipei City, Taiwan
| | - Shuen-Han Dai
- Department of Medicine, School of Medicine, MacKay Medical College, New Taipei City, Taiwan
- Department of Pathology, MacKay Memorial Hospital, Taipei, Taiwan
| | - Shih-Ping Cheng
- Department of Surgery, MacKay Memorial Hospital, 92, Chung-Shan North Road, Section 2, Taipei, 104217, Taiwan.
- Department of Medicine, School of Medicine, MacKay Medical College, New Taipei City, Taiwan.
- Institute of Biomedical Sciences, MacKay Medical College, New Taipei City, Taiwan.
- Department of Pharmacology, School of Medicine, College of Medicine, Taipei Medical University, Taipei, Taiwan.
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Meng X, Hou R, Zhang M, Chen J, Zhang K, Li J. Histopathological findings of 687 thyroid nodules, suspicious for malignancy on ultrasound, with an indeterminate cytopathological diagnosis after the combination of the Bethesda System and BRAF mutation status. Cytojournal 2025; 22:1. [PMID: 39958882 PMCID: PMC11829308 DOI: 10.25259/cytojournal_97_2024] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2024] [Accepted: 11/29/2024] [Indexed: 02/18/2025] Open
Abstract
Objective The conflicting results of the Bethesda system for reporting thyroid cytopathology (BSRTC) and B-Raf proto-oncogene (BRAF) mutation status during pre-operative fine-needle aspiration cytology (FNAC) of thyroid nodules create a dilemma for clinicians in devising appropriate treatment strategies for patients. This study provides a report on the histopathological findings of 687 thyroid nodules with an indeterminate cytological diagnosis after the combination of the BSRTC and BRAF mutation status. Material and Methods The clinical data of patients with thyroid nodules, suspicious of malignancy at ultrasound (US), who underwent US-guided FNAC between December 2020 and March 2023 at our cancer center were reviewed. Patients with an indeterminate diagnosis, that is, conflicting results of the BSRTC and BRAF mutation status after FNAC, were enrolled. The following four combinations of BSRTC and BRAF mutation status were considered indeterminate: (1) Group 1, BSRTC I and positive for a BRAF mutation; (2) Group 2, BSRTC II and positive for a BRAF mutation; (3) Group 3, BSRTC III and positive for a BRAF mutation; and (4) Group 4, BSRTC V and negative for a BRAF mutation. Finally, only patients who underwent surgical treatment at our center were included in the data analysis. Results Among the 1,044 eligible patients, 687 underwent surgical treatment. Of the 687 patients, 117 were in Group 1, 14 in Group 2, 394 in Group 3, and 162 in Group 4. Histopathological examination showed that 677 (98.5%) patients had papillary thyroid cancer, including 585 with papillary thyroid microcarcinoma, whereas only 10 (1.5%) had benign nodules. The malignancy rates were 98.3%, 100%, 98.7%, and 98.1% for Groups 1 to 4, respectively. Among the 387 patients in category 4A by the thyroid imaging reporting and data system (TI-RADS 4A) through the US, the malignancy rate was 98.4%, and for the 116 nodules <5 mm in diameter in the US, the malignancy rate was 99.1%. When combining TI-RADS 4A and a nodule diameter <5 mm, the malignancy rate was 98.9% (88/89). A total of 179 patients (26.1%) had histopathologically confirmed central cervical lymph node metastasis, and 46 (6.8%) had lateral cervical lymph node metastasis. Two nodules in Group 1, five nodules in Group 3, and three nodules in Group 4 were determined to be benign post-surgery. The benign thyroid nodules included seven dysplastic, one adenomatous, one fibrotic, and one hyperplastic. Conclusion Thyroid nodules, suspicious of malignancy on US, after the combined interpretation of BSRTC and BRAF mutation status following pre-operative FNAC had a high risk of malignancy. Repeat US-guided FNAC for indeterminate thyroid nodules is highly recommended in clinical practice.
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Affiliation(s)
- Xueqin Meng
- Department of Oncology, Shanghai Medical College, Fudan University, Shanghai, China
- Department of Medical Ultrasound, Fudan University Shanghai Cancer Center, Shanghai, China
| | - Ruoqing Hou
- Department of Oncology, Shanghai Medical College, Fudan University, Shanghai, China
- Department of Medical Ultrasound, Fudan University Shanghai Cancer Center, Shanghai, China
| | - Meidi Zhang
- Department of Oncology, Shanghai Medical College, Fudan University, Shanghai, China
- Department of Medical Ultrasound, Fudan University Shanghai Cancer Center, Shanghai, China
| | - Jiaying Chen
- Department of Oncology, Shanghai Medical College, Fudan University, Shanghai, China
- Department of Head and Neck, Fudan University Shanghai Cancer Center, Shanghai, China
| | - Kai Zhang
- Department of Oncology, Shanghai Medical College, Fudan University, Shanghai, China
- Department of Medical Ultrasound, Fudan University Shanghai Cancer Center, Shanghai, China
| | - Jiawei Li
- Department of Oncology, Shanghai Medical College, Fudan University, Shanghai, China
- Department of Medical Ultrasound, Fudan University Shanghai Cancer Center, Shanghai, China
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Hsiao WY, Saba NF, Lubin D, Chen A, Shi Q. Risk stratification of ThyroSeq results in indeterminate thyroid lesions: A single-institution experience of clinicopathologic correlation with cytologic findings. Cancer Cytopathol 2025; 133:e22905. [PMID: 39297376 DOI: 10.1002/cncy.22905] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2024] [Revised: 08/09/2024] [Accepted: 08/16/2024] [Indexed: 01/04/2025]
Abstract
BACKGROUND ThyroSeq offers the opportunity to stratify the risk of malignancy (ROM) in the characterization of indeterminate thyroid nodules, especially those categorized as atypia of undetermined significance (AUS). However, whether ThyroSeq interpretations correlate with cytologic features, management, and surgical outcome remains unclear. METHODS Thyroid fine-needle aspiration specimens categorized as AUS and follicular neoplasm (FN) from 2017 to 2021 were identified from a cytology database search. Patient clinical information and ThyroSeq results were collected and correlated with resection diagnosis if available. RESULTS A total of 520 cases were classified as AUS and 111 cases were classified as FN. Within the AUS lesions, 190 cases (36.5%) were subcategorized as cytologic atypia (III-C), 109 cases (21.0%) as architectural atypia (III-A), 138 cases (26.5%) as both cytologic and architectural atypia (III-CA), and 69 cases (13.0%) as oncocytic cell aspirate (III-O). Category III-C showed the highest malignancy rate (16.7%; p = .29), and a higher ThyroSeq-defined probability of cancer or noninvasive follicular thyroid neoplasms with papillary-like nuclear features. Notably, within III-C, intermediate-risk mutations led to a significantly higher malignancy rate (46.7%; p = .0012). Conversely, III-A had the lowest malignancy rate (9.7%) but this was significantly increased by concurrent high-risk mutations (62.5%). BRAFV600E-like mutations were frequently associated with III-C and classical papillary thyroid carcinoma in histology. RAS-like mutations were the most common alterations across all subcategories, and were frequently associated with follicular-patterned lesions. CONCLUSIONS Atypia subcategories have differential ThyroSeq-defined ROMs and histologic outcomes. Combining atypia subcategory interpretation, ThyroSeq-defined ROMs and molecular results aids in optimal clinical management for indeterminate thyroid lesions.
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Affiliation(s)
- Wen-Yu Hsiao
- Department of Pathology and Laboratory Medicine, Emory University School of Medicine, Atlanta, Georgia, USA
| | - Nabil F Saba
- Department of Hematology & Medical Oncology and Otolaryngology, Emory University, Atlanta, Georgia, USA
| | - Daniel Lubin
- Department of Pathology and Laboratory Medicine, Emory University School of Medicine, Atlanta, Georgia, USA
- Department of Pathology, Emory University Hospital Midtown, Atlanta, Georgia, USA
| | - Amy Chen
- Department of Otolaryngology, Emory University, Atlanta, Georgia, USA
| | - Qiuying Shi
- Department of Pathology and Laboratory Medicine, Emory University School of Medicine, Atlanta, Georgia, USA
- Department of Pathology, Emory University Hospital Midtown, Atlanta, Georgia, USA
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Jung HJ, Eun NL, Son EJ, Kim JA, Youk JH, Lee HS, Jeon S. Ultrasound Findings Suggestive of Malignancy in Thyroid Nodules Classified as Follicular Lesion of Undetermined Significance or Follicular Neoplasm based on the 2017 Bethesda System for Reporting Thyroid Cytopathology. JOURNAL OF THE KOREAN SOCIETY OF RADIOLOGY 2025; 86:114-126. [PMID: 39958507 PMCID: PMC11822285 DOI: 10.3348/jksr.2024.0016] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/15/2024] [Revised: 05/01/2024] [Accepted: 08/13/2024] [Indexed: 02/18/2025]
Abstract
Purpose To identify US findings suggestive of malignancy in thyroid nodules with follicular lesions of undetermined significance (FLUS) or follicular neoplasm (FN) on fine-needle aspiration cytology (FNAC) and evaluate the diagnostic performance. Materials and Methods Seventy FLUS (n = 57) or FN (n = 13) nodules on FNAC that underwent surgical excision between February 2018 and November 2020 were selected. US findings were retrospectively reviewed. Orientation, margin, echogenicity, calcification, additional findings of the rim, echogenicity, heterogeneity of the solid portion, and the ratio of anterior posterior diameter to lateral diameter (criteria) were assessed. The diagnostic performances of US findings, criteria, and the Korean Society of Thyroid Radiology Thyroid Imaging Reporting and Data System (K-TIRADS) were evaluated using logistic regression analysis. Results Microcalcification, homogeneous solid echotexture, and thickened rims were suggestive of malignancy. Our criteria showed a highest area under the ROC curve (AUC) value of 0.771, sensitivity of 97.14%, accuracy of 77.14%, positive predictive value of 93.33%, negative predictive value of 95.24%, and specificity of 97.14%. The criteria showed a significantly higher AUC value than K-TIRADS. Conclusion US findings of homogenous solid portions, thick rims, and microcalcifications suggested malignancy in nodules with FLUS or FN on FNAC. These additional US findings could improve the diagnostic performance of K-TIRADS.
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Tumati A, Marshall TE, Greenspun B, Chen Z, Azar SA, Keutgen XM, Laird AM, Beninato T, Zarnegar R, Fahey TJ, Finnerty BM. Evaluating the clinical performance of an updated microRNA classifier in indeterminate and RAS-mutated thyroid nodule management: A multi-institutional study. Surgery 2025; 177:108833. [PMID: 39394019 DOI: 10.1016/j.surg.2024.07.076] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/12/2024] [Revised: 06/29/2024] [Accepted: 07/14/2024] [Indexed: 10/13/2024]
Abstract
BACKGROUND Integrating microRNA markers with next-generation sequencing panels may enhance risk assessment of cytologically indeterminate thyroid nodules. The ThyGeNEXT-ThyraMIRv1 multiplatform test version 1 demonstrated limited utility in risk-stratifying RAS-mutated indeterminate thyroid nodules. We sought to validate the updated ThyraMIRv2 platform in clinical practice. METHODS ThyGeNEXT/ThyraMIRv2, a 3-tiered microRNA classifier, were evaluated using a previously studied multi-institutional cohort of Bethesda III/IV nodules, with positive results having risk of malignancy ≥10%. In addition, ThyraMIRv2's clinical utility in RAS-mutated indeterminate thyroid nodules was assessed. RESULTS In 366 indeterminate thyroid nodules, ThyraMIRv2 platform yielded a 30.3% positive-call rate. ThyraMIRv2 platform + nodules had greater operative rates (63.9% vs 36.1%, P < .0001) and cancer/noninvasive follicular thyroid neoplasm with papillary-like nuclear features diagnosis (65.9% vs 25.0%, P < .0001) than ThyraMIRv2 platform nodules. Compared with multiplatform test version 1, ThyraMIRv2 platform's diagnostic testing parameters did not improve significantly. Among 68 RAS-mutated nodules, ThyraMIRv2 classified 36.8%, 55.9%, and 7.4% as positive, moderate, and negative, respectively. All moderate nodules had risk of malignancy ≥10% and were combined with the positive cohort. No significant differences existed in operative rate (81.0% vs 60.0%, P = .272) or cancer/noninvasive follicular thyroid neoplasm with papillary-like nuclear features diagnosis (47.6% vs 40.0%, P > .999) between RAS-mutated positive/moderate and negative groups. For RAS-mutated nodules, ThyraMIRv2 demonstrated improved sensitivity (93.8% vs 64.7, P = .003) and decreased specificity (4.5% vs 34.8%, P = .008) compared with ThyGeNEXT-ThyraMIRv1 multiplatform test version 1, with comparable negative predictive value (33.3% vs 40.0%, P = .731) and positive predictive value (58.8% vs 59.5%, P = .864). CONCLUSION ThyraMIRv2 platform does not improve indeterminate thyroid nodule malignancy stratification compared to ThyGeNEXT-ThyraMIRv1 multiplatform test version 1. ThyraMIRv2 improves malignant RAS-mutated nodule detection but increases false positives. Future studies encompassing a larger cohort of RAS-mutated with surgical pathology results are warranted to better characterize the performance parameters of this classifier.
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Affiliation(s)
- Abhinay Tumati
- Department of Surgery, Weill Cornell Medicine, New York, NY.
| | - Teagan E Marshall
- Department of Surgery, Weill Cornell Medicine, New York, NY. https://twitter.com/TeaganEMarshall
| | | | - Zhengming Chen
- Division of Biostatistics, Department of Population Health Sciences, Weill Cornell Medicine, New York, NY
| | - Sara Abou Azar
- Section of Endocrine Surgery, Department of Surgery, The University of Chicago Medicine, Chicago, IL. https://twitter.com/SaraAbouAzar
| | - Xavier M Keutgen
- Section of Endocrine Surgery, Department of Surgery, The University of Chicago Medicine, Chicago, IL. https://twitter.com/XKeutgen
| | - Amanda M Laird
- Department of Surgery Rutgers-Cancer Institute of New Jersey, Rutgers Robert Wood Johnson Medical School, New Brunswick, NJ. https://twitter.com/amlaird
| | - Toni Beninato
- Department of Surgery Rutgers-Cancer Institute of New Jersey, Rutgers Robert Wood Johnson Medical School, New Brunswick, NJ. https://twitter.com/BeninatoToni
| | - Rasa Zarnegar
- Department of Surgery, Weill Cornell Medicine, New York, NY. https://twitter.com/RasaZarnegarMD
| | - Thomas J Fahey
- Department of Surgery, Weill Cornell Medicine, New York, NY
| | - Brendan M Finnerty
- Department of Surgery, Weill Cornell Medicine, New York, NY. https://twitter.com/FinnertyMD
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Neelamraju Lakshmi H, Sunkavalli C, Kolli VR. Nodular Goitre Posing as a Follicular Carcinoma with Extrathyroidal Extension: A Diagnostic Dilemma - A Case Report. Indian J Otolaryngol Head Neck Surg 2025; 77:449-452. [PMID: 40070998 PMCID: PMC11890826 DOI: 10.1007/s12070-024-05116-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/26/2024] [Accepted: 09/30/2024] [Indexed: 03/14/2025] Open
Abstract
Nodular goitre caused by thyroid hyperplasia is a benign condition arising from abnormalities in thyroid gland physiology, resulting from an imbalance between thyroid-stimulating hormone, thyrotropin-releasing hormone, and the follicular epithelium of the thyroid gland. The histopathological characteristics of this hyperplasia can resemble well-differentiated follicular carcinoma of the thyroid. Here, we present the case of a 66-year-old man with clinicopathological features suggestive of follicular carcinoma with extrathyroidal extension. However, histopathological examination confirmed nodular goitre. The diagnostic challenge was due to the presence of skeletal muscle fibres mixed with thyroid follicles, a phenomenon rarely seen in thyroid hyperplasia with very limited data available in the literature. This case highlights the diagnostic complexity of nodular goitre due to rare histopathological features mimicking follicular carcinoma.
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Affiliation(s)
| | - Chinnababu Sunkavalli
- Department of Surgical Oncology, Yashoda Hospitals, Hitec City, Hyderabad, Telangana India
| | - Venkat Rindu Kolli
- Department of Surgical Oncology, Yashoda Hospitals, Hitec City, Hyderabad, Telangana India
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Raue F, Frank-Raue K. Epidemiology, Clinical Presentation, and Diagnosis of Medullary Thyroid Carcinoma. Recent Results Cancer Res 2025; 223:93-127. [PMID: 40102255 DOI: 10.1007/978-3-031-80396-3_4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/20/2025]
Abstract
Medullary thyroid carcinoma (MTC) is a rare neuroendocrine tumor originating from thyroid C cells that produces mainly calcitonin (Ctn) and is used as a tumor marker. MTC can occur either sporadically (75%) or in a hereditary variant (multiple endocrine neoplasia type 2, MEN2) due to germline mutations in the RET proto-oncogene. The discovery of MTC in a patient has several diagnostic implications involving a specific strategy, preoperative evaluation of the tumor marker Ctn and the extent of the disease, classification of MTC as sporadic or hereditary using germline RET testing, screening for associated endocrinopathies in hereditary MTC, and somatic RET testing in sporadic MTC. Elevated Ctn is a highly sensitive and specific tumor marker for the diagnosis and follow-up of MTC. Ctn is directly related to the tumor mass. In patients with nodular thyroid disease, MTC can be diagnosed by Ctn determination. Ctn is an indicator of tumor burden. Patients with confirmed sporadic or hereditary MTC should undergo total thyroidectomy. Depending on the preoperative Ctn value, additional dissection of the lymph nodes in the central and lateral neck compartments should be performed. In MEN 2 patients diagnosed by RET mutation analysis, the timing of prophylactic thyroidectomy depends on the specific RET mutation and Ctn level.
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Affiliation(s)
- Friedhelm Raue
- Endocrine Practice, Heidelberg, Germany.
- Medical Faculty, University of Heidelberg, Heidelberg, Germany.
| | - Karin Frank-Raue
- Endocrine Practice, Heidelberg, Germany
- Medical Faculty, University of Heidelberg, Heidelberg, Germany
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Dolidze DD, Kovantsev SD, Bagatelia ZA, Bumbu AV, Barinov YV, Chechenin GM, Pichugina NV, Gogolashvili DG. [Ultrasound-guided core-needle biopsy for diagnosis of thyroid cancer]. Khirurgiia (Mosk) 2025:87-95. [PMID: 40103250 DOI: 10.17116/hirurgia202503187] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/20/2025]
Abstract
OBJECTIVE To improve preoperative examination of patients with follicular thyroid tumors using ultrasound-guided core-needle biopsy. MATERIAL AND METHODS All patients with Bethesda IV (follicular tumor) underwent ultrasound-guided core-needle biopsy of thyroid neoplasm according to original technique (patent No. 2826474 RU). Preoperative histological specimen after core needle biopsy was compared with urgent and elective histological examination. Statistical analysis was carried out using Kolmogorov-Smirnov and Kruskal-Wallis tests. Differences were significant at p<0.05. RESULTS Thyroid tumors were available for core needle biopsy in all 45 cases (100%). Repeated cytological analysis confirmed TI-RADS category 3 in 22 (48.89%), TI-RADS 4 in 15 (33.33%) and TI-RADS 5 in 8 (17.77%) patients. Histological examination revealed colloidal goiter in 13 patients (28.89%), adenomatous hyperplasia in 15 (33.33%), follicular adenoma in 9 (20%), and follicular neoplasia with undetermined malignant potential in 2 (4.44%) cases. The quality of histological material made it possible to assess morphological type of tumor, capsule vascularization and cell atypia, invasion into capsule or vessels. In case of colloidal goiter, we were able to assess dimensions of follicles, presence of colloid, cell polymorphism, mitosis and cytoplasm content. CONCLUSION Ultrasound-guided core-needle biopsy can reduce the number of unjustified surgical interventions in patients with follicular tumors and optimize management of patients with nodular thyroid lesions.
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Affiliation(s)
- D D Dolidze
- Botkin Moscow Multidisciplinary Scientific and Clinical Center, Moscow, Russia
- Russian Medical Academy for Continuous Professional Education, Moscow, Russia
| | - S D Kovantsev
- Botkin Moscow Multidisciplinary Scientific and Clinical Center, Moscow, Russia
- Russian Medical Academy for Continuous Professional Education, Moscow, Russia
| | - Z A Bagatelia
- Botkin Moscow Multidisciplinary Scientific and Clinical Center, Moscow, Russia
- Russian Medical Academy for Continuous Professional Education, Moscow, Russia
| | - A V Bumbu
- Botkin Moscow Multidisciplinary Scientific and Clinical Center, Moscow, Russia
- Russian Medical Academy for Continuous Professional Education, Moscow, Russia
| | - Yu V Barinov
- Botkin Moscow Multidisciplinary Scientific and Clinical Center, Moscow, Russia
- Russian Medical Academy for Continuous Professional Education, Moscow, Russia
| | - G M Chechenin
- Botkin Moscow Multidisciplinary Scientific and Clinical Center, Moscow, Russia
- Russian Medical Academy for Continuous Professional Education, Moscow, Russia
| | - N V Pichugina
- Botkin Moscow Multidisciplinary Scientific and Clinical Center, Moscow, Russia
- Russian Medical Academy for Continuous Professional Education, Moscow, Russia
| | - D G Gogolashvili
- Botkin Moscow Multidisciplinary Scientific and Clinical Center, Moscow, Russia
- Russian Medical Academy for Continuous Professional Education, Moscow, Russia
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Idrees T, Rashied AA, Kim B. Nondiagnostic Fine Needle Aspiration of Thyroid Nodules: Review of Predisposing Factors. Endocr Pract 2025; 31:85-91. [PMID: 39343170 DOI: 10.1016/j.eprac.2024.09.015] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/30/2024] [Revised: 09/04/2024] [Accepted: 09/23/2024] [Indexed: 10/01/2024]
Abstract
OBJECTIVE Fine needle aspiration (FNA) of thyroid nodules is the gold standard screening test for thyroid malignancy. Unfortunately, FNA may produce insufficient material for diagnosis. If nodules requiring FNA with a higher risk for nondiagnostic (ND) cytology could be identified pre-procedure, this might allow better patient guidance and potentially facilitate an altered approach to FNA. METHODS The literature investigating risk factors for ND cytology was reviewed, including studies of patient factors, sonographic or nodule factors, and procedural factors. Twenty-five studies that included assessment of at least two potential factors in ND outcomes for initial FNA were identified. Individual factors were evaluated in terms of the general consensus of studies reporting either a positive significant association with ND cytology or no association. RESULTS Most patient and nodule factors lack consensus as far as their association with ND cytology across these studies. Factors where there are some consensuses include practitioner experience, depth of nodule, and cystic content; however, hypervascularity of the nodule does not appear to have a consensus. CONCLUSION A number of study design improvements suggested by this review could realistically be incorporated into higher powered future studies. Novel factors such as tissue composition anterior to the nodule or the age of the patient could also be investigated in future work. Operator experience is the most convincing procedural factor, and approaches to future studies of the FNA technique itself are proposed. That said, the factors with consensus among studies can be seen leading candidates for this future research, and the published studies illuminate a number of as yet unexplored factors that could in many cases be studied retrospectively.
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Affiliation(s)
- Thaer Idrees
- Emory University School of Medicine, Atlanta, Georgia.
| | - Ammar A Rashied
- Department of Biostatistics and Bioinformatics, Rollins School of Public Health of Emory University, Atlanta, Georgia
| | - Brian Kim
- University of Chicago School of Medicine, Chicago, Illinois
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Ahmed NM, Eddama MMR, Beatson K, Gurung R, Patel J, Iskandar G, Abdel-Salam A, Al-Omar A, Cohen R, Abdel-Aziz T, Clapp L. Circulating large extracellular vesicles as diagnostic biomarkers of indeterminate thyroid nodules: multi-platform omics analysis. BJS Open 2024; 9:zrae139. [PMID: 39787026 PMCID: PMC11683363 DOI: 10.1093/bjsopen/zrae139] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/08/2024] [Revised: 10/02/2024] [Accepted: 10/08/2024] [Indexed: 01/12/2025] Open
Abstract
BACKGROUND While most thyroid nodules are benign, 7-15% are malignant. Patients with indeterminate thyroid nodules (specifically Bethesda IV/Thy3f) often undergo diagnostic hemithyroidectomy to reach a diagnosis on final histology. The aim of this study was to assess the feasibility of circulating large extracellular vesicles as diagnostic biomarkers in patients presenting with Thy3f thyroid nodules. METHODS This was a two-gate diagnostic accuracy study; patients with Thy3f thyroid nodules were age, sex and body mass index matched to healthy individuals. Final histology confirmed benign and malignant diagnoses. Plasma large extracellular vesicle counts were quantified using flow cytometry. Large extracellular vesicle microRNA and protein profiles were identified using next generation sequencing and mass spectrometry, respectively. RESULTS A total of 42 patients with Thy3f nodules (22 with cancer, 20 with non-cancer diagnosis) and 16 healthy controls were included. Total large extracellular vesicle concentrations and the concentrations of extracellular vesicles expressing epithelial cell adhesion molecule and the cancer markers atypical chemokine receptor type 7, extracellular matrix metalloproteinase inducer and syndecan-4 were significantly higher in patients with Thy3f nodules (cancer and non-cancer) compared with healthy individuals. In patients with cancerous versus non-cancer Thy3f nodules, one microRNA was upregulated: mir-195-3p (P < 0.001). Five were downregulated: mir-3176 (P < 0.001), mir-205-5p (P < 0.001), novel-hsa-mir-208-3p (P < 0.001), mir-3529-3p (P = 0.01) and let-7i-3p (P = 0.02). Furthermore, three large extracellular vesicle proteins (kallikrein-related peptidase11 (KLK11) (P = 0.001), alpha-1-acid glycoprotein 2 (A1AG2) (P <0.001) and small integral membrane protein 1 (SMIM1) (P = 0.04)) were significantly upregulated, while 20 large extracellular vesicle proteins were significantly downregulated (most downregulated: chemokine (C-X-C motif) ligand 7 (CXCL7), tubulin beta chain 1 (TBB1), binding immunoglobulin protein (BIP) and actinin alpha 1 (ACTN1) (P < 0.001)) in cancerous compared with non-cancer Thy3f nodules. CONCLUSION Circulating large extracellular vesicle miRNA and protein profiles have a high diagnostic value to discriminate between benign and malignant nodules for patients with Thy3f cytology. Further validation for clinical performance will be needed.
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Affiliation(s)
- Nada M Ahmed
- Institute of Cardiovascular Sciences, University College London, London, UK
- Pathology Department, Alexandria University, Alexandria, Egypt
| | - Mohammad M R Eddama
- Department of Surgical Biotechnology, Division of Surgery and Interventional Science, University College London, London, UK
| | - Kevin Beatson
- Department of Surgical Biotechnology, Division of Surgery and Interventional Science, University College London, London, UK
| | - Rijan Gurung
- Department of Surgical Biotechnology, Division of Surgery and Interventional Science, University College London, London, UK
| | - Jigisha Patel
- Department of Surgical Biotechnology, Division of Surgery and Interventional Science, University College London, London, UK
| | - Georges Iskandar
- Department of Anaesthesia and Perioperative Medicine, University College London Hospitals, London, UK
| | - Alaa Abdel-Salam
- Endocrine Surgery Unit, University College London Hospitals, London, UK
| | - Abdullah Al-Omar
- Endocrine Surgery Unit, University College London Hospitals, London, UK
| | - Richard Cohen
- Department of Surgical Biotechnology, Division of Surgery and Interventional Science, University College London, London, UK
| | - Tarek Abdel-Aziz
- Endocrine Surgery Unit, University College London Hospitals, London, UK
| | - Lucie Clapp
- Institute of Cardiovascular Sciences, University College London, London, UK
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Quiriny M, Rodrigues Vitόria J, Saiselet M, Dom G, De Saint Aubain N, Willemse E, Digonnet A, Dequanter D, Rodriguez A, Andry G, Detours V, Maenhaut C. Description of a New miRNA Signature for the Surgical Management of Thyroid Nodules. Cancers (Basel) 2024; 16:4214. [PMID: 39766113 PMCID: PMC11674976 DOI: 10.3390/cancers16244214] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/28/2024] [Revised: 12/04/2024] [Accepted: 12/10/2024] [Indexed: 01/11/2025] Open
Abstract
BACKGROUND The diagnosis of malignant thyroid nodules is mainly based on the fine-needle aspiration biopsy (FNAB). To improve the detection of malignant nodules, different molecular tests have been developed. We present a new molecular signature based on altered miRNA expressions and specific mutations. METHODS This is a prospective non-interventional study, including all Bethesda categories, carried out on an FNAB sampled in suspicious nodule(s) during thyroidectomy. miRNA quantification and mutations detection were performed. The reference diagnosis was the pathological assessment of the surgical specimen. Different classification algorithms were trained with molecular data to correctly classify the samples. RESULTS A total of 294 samples were recorded and randomly divided in two equal groups. The random forest algorithm showed the highest accuracy and used mostly miRNAs to classify the nodules. The sensitivity and the specificity of our signature were, respectively, 76% and 96%, and the positive and negative predictive values were both 90% (disease prevalence of 30%). CONCLUSIONS We have identified a molecular classifier that combines miRNA expressions with mutations detection. This signature could potentially help clinicians, as complementary to the Bethesda classification, to discriminate indeterminate FNABs.
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Affiliation(s)
- Marie Quiriny
- Institut Jules Bordet, HUB, Université libre de Bruxelles, 1070 Brussels, Belgium; (N.D.S.A.); (E.W.); (A.D.); (G.A.)
| | - Joel Rodrigues Vitόria
- IRIBHM Jacques E. Dumont, Université libre de Bruxelles, 1070 Brussels, Belgium; (J.R.V.); (M.S.); (G.D.); (V.D.); (C.M.)
| | - Manuel Saiselet
- IRIBHM Jacques E. Dumont, Université libre de Bruxelles, 1070 Brussels, Belgium; (J.R.V.); (M.S.); (G.D.); (V.D.); (C.M.)
| | - Geneviève Dom
- IRIBHM Jacques E. Dumont, Université libre de Bruxelles, 1070 Brussels, Belgium; (J.R.V.); (M.S.); (G.D.); (V.D.); (C.M.)
| | - Nicolas De Saint Aubain
- Institut Jules Bordet, HUB, Université libre de Bruxelles, 1070 Brussels, Belgium; (N.D.S.A.); (E.W.); (A.D.); (G.A.)
| | - Esther Willemse
- Institut Jules Bordet, HUB, Université libre de Bruxelles, 1070 Brussels, Belgium; (N.D.S.A.); (E.W.); (A.D.); (G.A.)
| | - Antoine Digonnet
- Institut Jules Bordet, HUB, Université libre de Bruxelles, 1070 Brussels, Belgium; (N.D.S.A.); (E.W.); (A.D.); (G.A.)
| | - Didier Dequanter
- Department of Otolaryngology-Head and Neck Surgery, CHU Saint-Pierre, Université Libre de Bruxelles, 1070 Brussels, Belgium; (D.D.); (A.R.)
| | - Alexandra Rodriguez
- Department of Otolaryngology-Head and Neck Surgery, CHU Saint-Pierre, Université Libre de Bruxelles, 1070 Brussels, Belgium; (D.D.); (A.R.)
| | - Guy Andry
- Institut Jules Bordet, HUB, Université libre de Bruxelles, 1070 Brussels, Belgium; (N.D.S.A.); (E.W.); (A.D.); (G.A.)
| | - Vincent Detours
- IRIBHM Jacques E. Dumont, Université libre de Bruxelles, 1070 Brussels, Belgium; (J.R.V.); (M.S.); (G.D.); (V.D.); (C.M.)
| | - Carine Maenhaut
- IRIBHM Jacques E. Dumont, Université libre de Bruxelles, 1070 Brussels, Belgium; (J.R.V.); (M.S.); (G.D.); (V.D.); (C.M.)
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50
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Sengul D, Sengul I. Reinterpretation on a comparison of cytological adequacy between 23- and 25-gauge in thyroidology: smaller needle gauges "ratio"nale or (over)use it? REVISTA DA ASSOCIACAO MEDICA BRASILEIRA (1992) 2024; 70:e20240874. [PMID: 39630764 PMCID: PMC11639524 DOI: 10.1590/1806-9282.20240874] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/17/2024] [Accepted: 07/15/2024] [Indexed: 12/07/2024]
Affiliation(s)
- Demet Sengul
- Giresun University, Faculty of Medicine, Department of Pathology – Giresun, Turkey
| | - Ilker Sengul
- Giresun University, Faculty of Medicine, Division of Endocrine Surgery – Giresun, Turkey
- Giresun University, Faculty of Medicine, Department of General Surgery – Giresun, Turkey
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