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Li C, Luo Y, Jiang Y, Li Q. Integrated intraoperative predictive model for malignancy risk assessment of thyroid nodules with atypia of undetermined significance cytology. Sci Rep 2025; 15:1860. [PMID: 39805960 PMCID: PMC11730291 DOI: 10.1038/s41598-024-84716-2] [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: 10/26/2024] [Accepted: 12/26/2024] [Indexed: 01/16/2025] Open
Abstract
Management of thyroid nodules with atypia of undetermined significance/follicular lesion of undetermined significance (AUS/FLUS) cytology is challenging because of uncertain malignancy risk. Intraoperative frozen section pathology provides real-time diagnosis for AUS/FLUS nodules undergoing surgery, but its accuracy is limited. This study aimed to develop an integrated predictive model combining clinical, ultrasound and IOFS features to improve intraoperative malignancy risk assessment. A retrospective cohort study was conducted on patients with AUS/FLUS cytology and negative BRAFV600E mutation who underwent thyroid surgery. The cohort was randomly divided into training and validation sets. Clinical, ultrasound, and pathological features were extracted for analysis. Three models were developed: an IOFS model with IOFS results as sole predictor, a clinical model integrating clinical and ultrasound features, and an integrated model combining all features. Model performance was evaluated using comprehensive metrics in both sets. The superior model was visualized as a nomogram. Among 531 included patients, the integrated model demonstrated superior diagnostic ability, predictive performance, calibration, and clinical utility compared to other models. It exhibited AUC values of 0.92 in the training set and 0.95 in the validation set. The nomogram provides a practical tool for estimating malignancy probability intraoperatively. This study developed an innovative integrated predictive model for intraoperative malignancy risk assessment of AUS/FLUS nodules. By combining clinical, ultrasound, and IOFS features, the model enhances IOFS diagnostic sensitivity, providing a reliable decision-support tool for optimizing surgical strategies.
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Affiliation(s)
- Cheng Li
- Department of Thyroid Surgery, Ningbo Medical Center Lihuili Hospital, Ningbo, China.
| | - Yong Luo
- Department of Thyroid Surgery, Ningbo Medical Center Lihuili Hospital, Ningbo, China
| | - Yan Jiang
- Department of Ultrasound, Ningbo Medical Center Lihuili Hospital, Ningbo, China
| | - Qi Li
- Department of Thyroid Surgery, Ningbo Medical Center Lihuili Hospital, Ningbo, China
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Orlando G, Graceffa G, Mazzola S, Vassallo F, Proclamà MP, Richiusa P, Radellini S, Paladino NC, Melfa G, Scerrino G. The Role of "Critical" Ultrasound Reassessment in the Decision-Making of Bethesda III Thyroid Nodules. MEDICINA (KAUNAS, LITHUANIA) 2023; 59:1484. [PMID: 37629774 PMCID: PMC10456377 DOI: 10.3390/medicina59081484] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/14/2023] [Revised: 07/28/2023] [Accepted: 08/14/2023] [Indexed: 08/27/2023]
Abstract
Background and Objectives: Bethesda III (BIII) thyroid nodules have an expected malignancy rate of 5-15%. Our purpose was to assess which US criteria are most associated with cancer risk, and the value of critical ultrasound (US) reassessment. Methods: From 2018 to 2022, 298 BIII nodules were enrolled for thyroidectomy (79 malignancies). We evaluated ultrasonographic data: hechogenicity, intralesional vascularization, spiculated margins, micro-calcifications, "taller than wide" shape, extra-thyroidal growth, size increase, as well as their association with histology. We also evaluated if the ultrasound reassessment modified the strategy. Results: Spiculated margins and microcalcification were significantly correlated with malignancy risk. Spiculated margins showed a specificity of 0.95 IC95% (0.93-0.98); sensitivity 0.70 IC95% (0.59-0.80). Microcalcifications showed a sensitivity of 0.87 CI95% (0.80-0.94); specificity 0.75 CI95% (0.72-0.83). The presence of these signs readdressed the strategy in 76/79 cases Then, the indication for surgery was appropriate in 75% of cases. Conclusions: Microcalcifications and spiculated margins should be routinely sought during a final ultrasound reassessment in BIII nodules. These signs allowed for a modification of the strategy in favor of surgery in 96% of the cases that were not otherwise referred to surgery. The importance of integrating ultrasound and cytology in the evaluation of BIII thyroid nodules is confirmed. Reassessment with ultrasound of BIII nodules allowed for a redirection of the surgical choice.
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Affiliation(s)
- Giuseppina Orlando
- Unit of General and Emergency Surgery, Department of Surgical Oncological and Oral Sciences, Policlinico “P. Giaccone”, University of Palermo, Via Liborio Giuffré 5, 90127 Palermo, Italy; (G.O.); (F.V.); (M.P.P.); (G.M.)
| | - Giuseppa Graceffa
- Unit of Oncological Surgery, Department of Surgical Oncology and Oral Sciences, University of Palermo, Via L. Giuffré, 5, 90127 Palermo, Italy;
| | - Sergio Mazzola
- Unit of Clinical Epidemiology and Tumor Registry, Department of Laboratory Diagnostics, Policlinico “P. Giaccone”, University of Palermo, Via L. Giuffré, 5, 90127 Palermo, Italy;
| | - Fabrizio Vassallo
- Unit of General and Emergency Surgery, Department of Surgical Oncological and Oral Sciences, Policlinico “P. Giaccone”, University of Palermo, Via Liborio Giuffré 5, 90127 Palermo, Italy; (G.O.); (F.V.); (M.P.P.); (G.M.)
| | - Maria Pia Proclamà
- Unit of General and Emergency Surgery, Department of Surgical Oncological and Oral Sciences, Policlinico “P. Giaccone”, University of Palermo, Via Liborio Giuffré 5, 90127 Palermo, Italy; (G.O.); (F.V.); (M.P.P.); (G.M.)
| | - Pierina Richiusa
- Department of Health Promotion Sciences Maternal and Infantile Care, Internal Medicine and Medical Specialties (PROMISE), Section of Endocrinology, University of Palermo, 90127 Palermo, Italy; (P.R.); (S.R.)
| | - Stefano Radellini
- Department of Health Promotion Sciences Maternal and Infantile Care, Internal Medicine and Medical Specialties (PROMISE), Section of Endocrinology, University of Palermo, 90127 Palermo, Italy; (P.R.); (S.R.)
| | - Nunzia Cinzia Paladino
- Department of General Endocrine and Metabolic Surgery, Conception Hospital, Aix-Marseille University, 147, Boulevard Baille, 13005 Marseille, France
| | - Giuseppina Melfa
- Unit of General and Emergency Surgery, Department of Surgical Oncological and Oral Sciences, Policlinico “P. Giaccone”, University of Palermo, Via Liborio Giuffré 5, 90127 Palermo, Italy; (G.O.); (F.V.); (M.P.P.); (G.M.)
| | - Gregorio Scerrino
- Unit of Endocrine Surgery, Department of Surgical Oncological and Oral Sciences, University of Palermo, Via L. Giuffré, 5, 90127 Palermo, Italy;
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Bellini MI, Lori E, Forte F, Lauro A, Tripodi D, Amabile MI, Cantisani V, Varanese M, Ferent IC, Baldini E, Ulisse S, D’Andrea V, Pironi D, Sorrenti S. Thyroid and renal cancers: A bidirectional association. Front Oncol 2022; 12:951976. [PMID: 36212468 PMCID: PMC9538481 DOI: 10.3389/fonc.2022.951976] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2022] [Accepted: 08/22/2022] [Indexed: 12/01/2022] Open
Abstract
There is a deep interrelation between the thyroid gland and the kidney parenchyma, with dysfunction of the first leading to significant changes in renal metabolism and vice versa. Given the recognition of cancer as a systemic disease, the raise of thyroid tumors and the common association of several malignancies, such as breast cancer, prostate cancer, colorectal cancer, and other, with an increased risk of kidney disease, public health alert for these conditions is warranted. A systematic review of the current evidence on the bidirectional relationship between thyroid and renal cancers was conducted including 18 studies, highlighting patient’s characteristics, histology, time for secondary malignancy to develop from the first diagnosis, treatment, and follow-up. A total of 776 patients were identified; median age was 64 years (range: 7–76 years). Obesity and family history were identified as the most common risk factors, and genetic susceptibility was suggested with a potential strong association with Cowden syndrome. Controversy on chemo and radiotherapy effects was found, as not all patients were previously exposed to these treatments. Men were more likely to develop kidney cancer after a primary thyroid malignancy, with 423/776 (54%) experiencing renal disease secondarily. Median time after the first malignancy was 5.2 years (range: 0–20 years). With the advancement of current oncological therapy, the prognosis for thyroid cancer patients has improved, although there has been a corresponding rise in the incidence of multiple secondary malignancy within the same population, particularly concerning the kidney. Surgery can achieve disease-free survival, if surveillance follow-up allows for an early localized form, where radical treatment is recommended.
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Affiliation(s)
- Maria Irene Bellini
- Department of Surgical Sciences, Sapienza University of Rome, Rome, Italy
- *Correspondence: Maria Irene Bellini,
| | - Eleonora Lori
- Department of Surgical Sciences, Sapienza University of Rome, Rome, Italy
| | - Flavio Forte
- Department of Urology, M. G. Vannini Hospital, Rome, Italy
| | - Augusto Lauro
- Department of Surgical Sciences, Sapienza University of Rome, Rome, Italy
| | - Domenico Tripodi
- Department of Surgical Sciences, Sapienza University of Rome, Rome, Italy
| | - Maria Ida Amabile
- Department of Surgical Sciences, Sapienza University of Rome, Rome, Italy
| | - Vito Cantisani
- Department of Radiological, Anatomopathological and Oncological Sciences, Sapienza University of Rome, Rome, Italy
| | - Marzia Varanese
- Department of Surgical Sciences, Sapienza University of Rome, Rome, Italy
| | | | - Enke Baldini
- Department of Surgical Sciences, Sapienza University of Rome, Rome, Italy
| | - Salvatore Ulisse
- Department of Surgical Sciences, Sapienza University of Rome, Rome, Italy
| | - Vito D’Andrea
- Department of Surgical Sciences, Sapienza University of Rome, Rome, Italy
| | - Daniele Pironi
- Department of Surgical Sciences, Sapienza University of Rome, Rome, Italy
| | - Salvatore Sorrenti
- Department of Surgical Sciences, Sapienza University of Rome, Rome, Italy
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Słowińska-Klencka D, Klencki M, Duda-Szymańska J, Popowicz B. Optimization of the Management of Category III Thyroid Nodules Using Repeat FNA and TIRADS. Cancers (Basel) 2022; 14:cancers14184489. [PMID: 36139649 PMCID: PMC9496843 DOI: 10.3390/cancers14184489] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/19/2022] [Revised: 09/13/2022] [Accepted: 09/14/2022] [Indexed: 11/16/2022] Open
Abstract
The aim of the study was to examine the benefits of the joint use of repeat FNA (rFNA) and EU-TIRADS in category III nodules in relation to the kind of atypia: nuclear vs. architectural (denoted by AUS and FLUS respectively). The study included 127 AUS and 1739 FLUS nodules with a known category of EU-TIRADS. Repeat FNA was performed in 82 AUS and 934 FLUS nodules of which 57 and 515 were excised, respectively. AUS nodules had higher malignancy risk than FLUS nodules. EU-TIRADS showed higher accuracy for AUS nodules, the opposite to rFNA, that had higher accuracy for FLUS nodules. The combined criterion for AUS nodules (at least rFNA-V or EU-TIRADS-4) maximized sensitivity (92.3%) with acceptable specificity (70.0%); OR: 28.0. In the case of FLUS nodules, the combined criterion (rFNA-V or EU-TIRADS-5) maximized specificity (95.2%) with 57.7% sensitivity and a low percentage (13.9%) of positive nodules, OR: 27.0. In both types of nodules, the low risk category in EU-TIRADS and benign result of rFNA excluded cancer. Concluding, category III nodules with and without nuclear atypia differ in their risk of malignancy and, consequently, diagnostic criteria adopted for the evaluation of these nodules with rFNA and EU-TIRADS should be specific to AUS and FLUS nodules.
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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
- Correspondence: (D.S.-K.); (M.K.)
| | - Mariusz Klencki
- Department of Morphometry of Endocrine Glands, Medical University of Lodz, 251 Pomorska Str., 92-213 Lodz, Poland
- Correspondence: (D.S.-K.); (M.K.)
| | - Joanna Duda-Szymańska
- Department of Pathomorphology, Medical University of Lodz, 251 Pomorska Str., 92-213 Lodz, Poland
| | - Bożena Popowicz
- Department of Morphometry of Endocrine Glands, Medical University of Lodz, 251 Pomorska Str., 92-213 Lodz, Poland
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Tang Q, Wang Z. Metastases to the Thyroid Gland: What Can We Do? Cancers (Basel) 2022; 14:cancers14123017. [PMID: 35740683 PMCID: PMC9221047 DOI: 10.3390/cancers14123017] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2022] [Revised: 06/12/2022] [Accepted: 06/16/2022] [Indexed: 02/01/2023] Open
Abstract
Metastases to the thyroid gland arise from other malignant tumors such as renal cell carcinoma, colorectal cancer, lung cancer, and breast cancer. In clinical practice, the incidence is low, and the symptoms are not specific, so it is often missed and misdiagnosed. It is finally diagnosed via the comprehensive application of many diagnostic methods, such as ultrasound, fine-needle aspiration biopsy, and immunohistochemistry analysis. Surgery-based comprehensive treatment is often adopted, but because it is usually in the late stage of the primary tumor, the prognosis is poor. In order to better understand the related characteristics of thyroid metastatic cancer and then improve the clinical diagnosis and treatment and the prognosis of patients, in this paper, we systematically summarize the research status of thyroid metastatic cancer.
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Affiliation(s)
- Qiushi Tang
- Chinese Journal of Practical Surgery, China Medical University, 9 Nanjing South St., Shenyang 110001, China;
| | - Zhihong Wang
- Department of Thyroid Surgery, The First Hospital of China Medical University, 155 Nanjing Bei Street, Shenyang 110001, China
- Correspondence: ; Tel.: +86-24-83282191
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Yu P, Niu S, Gao S, Tian H, Zhu J. Benefits of Contrast-Enhanced Ultrasonography to the Differential Diagnosis of TI-RADS 4-5 Thyroid Nodules. Appl Bionics Biomech 2022; 2022:7386516. [PMID: 35465180 PMCID: PMC9033405 DOI: 10.1155/2022/7386516] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2022] [Revised: 03/15/2022] [Accepted: 03/17/2022] [Indexed: 11/23/2022] Open
Abstract
Objective The early detection, diagnosis, and treatment of thyroid cancer are of great significance to the prognosis for patients. This study was aimed at exploring the benefits of contrast-enhanced ultrasonography (CEUS) to the differential diagnosis of thyroid nodules classified as TI-RADS class 4 or 5. Method A total of 46 patients with TI-RADS 4-5 thyroid nodules admitted in Peking University People's Hospital from January 2019 to January 2021 were selected to study. The sensitivity, specificity, accuracy, and positive and negative predictive values of conventional ultrasonography (US) and conventional ultrasonography combined with contrast-enhanced ultrasonography (US + CEUS) in the diagnosis of benign and malignant thyroid nodules were compared by referring to the results of the surgical pathology report, which is seen as the "gold standard" for diagnosis, followed by the construction of receiver operating characteristic curves (ROCs). Result Among 57 thyroid nodules, there were statistically significant differences between benign and malignant thyroid nodules in terms of echogenicity, margin characteristics, aspect ratio, and calcification (P < 0.01). In the case of CEUS, there was no statistically significant difference among contrast agent perfusion patterns in distinguishing between benign and malignant thyroid nodules (P > 0.05). However, there were statistically significant differences among different enhancement degrees, enhanced borders, and enhancement patterns. By comparing the CEUS results of TI-RADS 4-5 thyroid nodules with the results of pathology report, the malignancy rate was found to pathology report results, the malignancy rate was 53.85% in TI-RADS class 4 thyroid nodules and 100.00% in TI-RADS class 5 thyroid nodules. Among thyroid nodules diagnosed using US, 6 benign nodules were misdiagnosed as malignant and 7 malignant nodules were misdiagnosed as benign. Among those diagnosed using US + CEUS, 2 benign nodules were misdiagnosed as malignant and 2 malignant nodules were misdiagnosed as benign. The sensitivity, specificity, accuracy, positive predictive value, and negative predictive value of UN + CEUS significantly outperformed those of UN alone in diagnosing thyroid nodules (P < 0.05). The ROC curve analysis showed that the area under the curve (AUC) derived from US + CEUS was 0.849, while the AUC from US was only 0.726. Conclusion Using US + CEUS to diagnose thyroid nodules classified as TI-RADS category 4 or 5 can further improve distinguishing between benign and malignant nodules. The CEUS is of important value to clinical applications as it can provide effective supplementary information and quantitative analysis for the differentiation between benign and malignant thyroid nodules.
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Affiliation(s)
- Ping Yu
- Department of Ultrasound, Peking University People's Hospital, 11 Xizhimen South Street, Xicheng District, Beijing 100044, China
| | - Sihua Niu
- Department of Ultrasound, Peking University People's Hospital, 11 Xizhimen South Street, Xicheng District, Beijing 100044, China
| | - Shuang Gao
- Department of Ultrasound, Peking University People's Hospital, 11 Xizhimen South Street, Xicheng District, Beijing 100044, China
| | - Hui Tian
- Department of Ultrasound, Peking University People's Hospital, 11 Xizhimen South Street, Xicheng District, Beijing 100044, China
| | - Jiaan Zhu
- Department of Ultrasound, Peking University People's Hospital, 11 Xizhimen South Street, Xicheng District, Beijing 100044, China
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