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The Use of Artificial Intelligence in the Diagnosis and Classification of Thyroid Nodules: An Update. Cancers (Basel) 2023; 15:cancers15030708. [PMID: 36765671 PMCID: PMC9913834 DOI: 10.3390/cancers15030708] [Citation(s) in RCA: 18] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/04/2022] [Revised: 01/20/2023] [Accepted: 01/20/2023] [Indexed: 01/27/2023] Open
Abstract
The incidence of thyroid nodules diagnosed is increasing every year, leading to a greater risk of unnecessary procedures being performed or wrong diagnoses being made. In our paper, we present the latest knowledge on the use of artificial intelligence in diagnosing and classifying thyroid nodules. We particularly focus on the usefulness of artificial intelligence in ultrasonography for the diagnosis and characterization of pathology, as these are the two most developed fields. In our search of the latest innovations, we reviewed only the latest publications of specific types published from 2018 to 2022. We analyzed 930 papers in total, from which we selected 33 that were the most relevant to the topic of our work. In conclusion, there is great scope for the use of artificial intelligence in future thyroid nodule classification and diagnosis. In addition to the most typical uses of artificial intelligence in cancer differentiation, we identified several other novel applications of artificial intelligence during our review.
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Alhassan R, Al Busaidi N, Al Rawahi AH, Al Musalhi H, Al Muqbali A, Shanmugam P, Ramadhan FA. Features and diagnostic accuracy of fine needle aspiration cytology of thyroid nodules: retrospective study from Oman. Ann Saudi Med 2022; 42:246-251. [PMID: 35933603 PMCID: PMC9357295 DOI: 10.5144/0256-4947.2022.246] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/22/2022] Open
Abstract
BACKGROUND Fine needle aspiration cytology (FNAC) of the thyroid has been a reliable and cost-effective method for diagnosing thyroid disorders. Since FNAC results are usually operator dependent, there is a compelling need to explore FNAC accuracy among Omanis. OBJECTIVE Describe cytological features of FNAC and assess FNAC accuracy compared to the postsurgical histopathology report. DESIGN Retrospective diagnostic accuracy study SETTING: Tertiary care center. PATIENTS AND METHODS Our study included adult Omani adult patients with thyroid nodules who underwent FNAC from 2014 to 2017 and had final pathology results for patients who underwent thyroid surgery. The results were classified according to the UK Royal college of Pathologists 'Thy' categories. Accuracy of FNAC was calculated by determining false and true positive and negative results based on histopathology findings. MAIN OUTCOME MEASURES FNAC accuracy (sensitivity and specificity) compared to the postsurgical histopathology. SAMPLE SIZE 867 patients with 1359 ultrasound guided FNACs of thyroid nodule; 137 underwent surgery. RESULTS The mean age of the 867 patients was 43.7 (13.3) years, with a median of 42 years, and 87.8% were females. Out of 1359 FNACs, 1001 (73.7%) were benign (Thy2), 119 (8.8%) were atypia of undetermined significance or follicular lesion of undetermined significance (Thy3a), 31 (2.3%) were follicular neoplasm or suspicious for a follicular neoplasm (Thy3f), 52 (3.8%) were suspicious for malignancy (Thy4), 55 (4%) were malignant (Thy5), 101 (7.4%) as Unsatisfactory (Thy1). Only 137 patients underwent thyroid surgery, and the FNAC reports were compared with their final histopathology reports. The sensitivity, specificity and total accuracy of FNAC were 80.2%, 98.9% and 89.9%, respectively. The positive and negative predictive values of FNAC were 98.6% and 84.3%, respectively. CONCLUSION Our study findings confirmed that FNAC of the thyroid is a sensitive, specific, and accurate initial tool for the diagnosis of thyroid lesions. Most of the FNACs were benign with a very low malignancy rate. Due to the minimal chance of false negative results and the slow-growing nature of thyroid malignancy, it is important that patients with benign FNAC should have periodic clinical and radiological follow-up. LIMITATIONS Retrospective design and single-center study, and thyroid nodule size unavailable. CONFLICT OF INTEREST None.
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Affiliation(s)
- Rafie Alhassan
- From the Department of Endocrine, The Royal Hospital, Seeb, Oman
| | - Noor Al Busaidi
- From the Department of Endocrine, The Royal Hospital, Seeb, Oman
| | | | - Hilal Al Musalhi
- From the Department of Endocrine, The Royal Hospital, Seeb, Oman
| | - Ali Al Muqbali
- From the Department of Endocrine, The Royal Hospital, Seeb, Oman
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Goemann IM, Paixão F, Migliavacca A, Guimarães JR, Scheffel RS, Maia AL. Intraoperative frozen section performance for thyroid cancer diagnosis. ARCHIVES OF ENDOCRINOLOGY AND METABOLISM 2022; 66:50-57. [PMID: 35263048 PMCID: PMC9991033 DOI: 10.20945/2359-3997000000445] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
Abstract
Objective A primary medical relevance of thyroid nodules consists of excluding thyroid cancer, present in approximately 5% of all thyroid nodules. Fine-needle aspiration biopsy (FNAB) has a paramount role in distinguishing benign from malignant thyroid nodules due to its availability and diagnostic performance. Nevertheless, intraoperative frozen section (iFS) is still advocated as a valuable tool for surgery planning, especially for indeterminate nodules. Methods To compare the FNAB and iFS performances in thyroid cancer diagnosis among nodules in Bethesda Categories (BC) I to VI. The performance of FNAB and iFS tests were calculated using final histopathology results as the gold standard. Results In total, 316 patients were included in the analysis. Both FNAB and iFS data were available for 272 patients (86.1%). The overall malignancy rate was 30.4%% (n = 96). The FNAB sensitivity, specificity, and accuracy for benign (BC II) and malignant (BC V and VI) were 89.5%, 97.1%, and 94.1%, respectively. For all nodules evaluated, the iFS sensitivity, specificity, and accuracy were 80.9%, 100%, and 94.9%, respectively. For indeterminate nodules and follicular lesions (BC III and IV), the iFS sensitivity, specificity, and accuracy were 25%, 100%, and 88.7%, respectively. For BC I nodules, iFS had 95.2% of accuracy. Conclusion Our results do not support routine iFS for indeterminate nodules or follicular neoplasms (BC III and IV) due to its low sensitivity. In these categories, iFS is not sufficiently accurate to guide the intraoperative management of thyroidectomies. iFS for BC I nodules could be an option and should be specifically investigated.
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Affiliation(s)
- Iuri Martin Goemann
- Unidade de Tireoide, Hospital de Clínicas de Porto Alegre, Faculdade de Medicina, Universidade Federal do Rio Grande do Sul, Porto Alegre, RS, Brasil.,Faculdade de Medicina, Universidade do Vale do Rio dos Sinos, São Leopoldo, RS, Brasil
| | - Francisco Paixão
- Divisão de Cirurgia, Hospital de Clínicas de Porto Alegre, Faculdade de Medicina, Universidade Federal do Rio Grande do Sul, Porto Alegre, RS, Brasil
| | - Alceu Migliavacca
- Divisão de Cirurgia, Hospital de Clínicas de Porto Alegre, Faculdade de Medicina, Universidade Federal do Rio Grande do Sul, Porto Alegre, RS, Brasil
| | - José Ricardo Guimarães
- Divisão de Cirurgia, Hospital de Clínicas de Porto Alegre, Faculdade de Medicina, Universidade Federal do Rio Grande do Sul, Porto Alegre, RS, Brasil
| | - Rafael Selbach Scheffel
- Unidade de Tireoide, Hospital de Clínicas de Porto Alegre, Faculdade de Medicina, Universidade Federal do Rio Grande do Sul, Porto Alegre, RS, Brasil.,Departamento de Farmacologia, Instituto de Ciências Básicas da Saúde, Universidade Federal do Rio Grande do Sul, Porto Alegre, RS, Brasil
| | - Ana Luiza Maia
- Unidade de Tireoide, Hospital de Clínicas de Porto Alegre, Faculdade de Medicina, Universidade Federal do Rio Grande do Sul, Porto Alegre, RS, Brasil,
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Yim JH, Choi AH, Li AX, Qin H, Chang S, Tong SWT, Chu P, Kim BW, Schmolze D, Lew R, Ibrahim Y, Poroyko VA, Salvatierra S, Baker A, Wang J, Wu X, Pfeifer GP, Fong Y, Hahn MA. Identification of Tissue-Specific DNA Methylation Signatures for Thyroid Nodule Diagnostics. Clin Cancer Res 2018; 25:544-551. [PMID: 30093451 DOI: 10.1158/1078-0432.ccr-18-0841] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/25/2018] [Revised: 07/01/2018] [Accepted: 08/06/2018] [Indexed: 12/13/2022]
Abstract
PURPOSE Thyroid cancer is frequently difficult to diagnose due to an overlap of cytologic features between malignant and benign nodules. This overlap leads to unnecessary removal of the thyroid in patients without cancer. While providing some improvement over cytopathologic diagnostics, molecular methods frequently fail to provide a correct diagnosis for thyroid nodules. These approaches are based on the difference between cancer and adjacent thyroid tissue and assume that adjacent tissues are the same as benign nodules. However, in contrast to adjacent tissues, benign thyroid nodules can contain genetic alterations that can be found in cancer.Experimental Design: For the development of a new molecular diagnostic test for thyroid cancer, we evaluated DNA methylation in 109 thyroid tissues by using genome-wide single-base resolution DNA methylation analysis. The test was validated in a retrospective cohort containing 65 thyroid nodules. RESULTS By conducting reduced representation bisulfite sequencing in 109 thyroid specimens, we found significant differences between adjacent tissue, benign nodules, and cancer. These tissue-specific signatures are strongly linked to active enhancers and cancer-associated genes. Based on these signatures, we developed a new epigenetic approach for thyroid diagnostics. According to the validation cohort, our test has an estimated specificity of 97% [95% confidence interval (CI), 81-100], sensitivity of 100% (95% CI, 87-100), positive predictive value of 97% (95% CI, 83-100), and negative predictive value of 100% (95% CI, 86-100). CONCLUSIONS These data show that epigenetic testing can provide outstanding diagnostic accuracy for thyroid nodules.See related commentary by Mitmaker et al., p. 457.
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Affiliation(s)
- John H Yim
- Department of Surgery, City of Hope Comprehensive Cancer Center, Duarte, California.
| | - Audrey H Choi
- Department of Surgery, City of Hope Comprehensive Cancer Center, Duarte, California
| | - Arthur X Li
- Department of Information Sciences, Beckman Research Institute of City of Hope, Duarte, California
| | - Hanjun Qin
- Department of Molecular and Cellular Biology, Beckman Research Institute of City of Hope, Duarte, California
| | - Sue Chang
- Department of Pathology, City of Hope Comprehensive Cancer Center, Duarte, California
| | - Sun-Wing T Tong
- Department of Pathology, City of Hope Comprehensive Cancer Center, Duarte, California
| | - Peiguo Chu
- Department of Pathology, City of Hope Comprehensive Cancer Center, Duarte, California
| | - Byung-Wook Kim
- Department of Surgery, City of Hope Comprehensive Cancer Center, Duarte, California
| | - Daniel Schmolze
- Department of Pathology, City of Hope Comprehensive Cancer Center, Duarte, California
| | - Ryan Lew
- Department of Surgery, City of Hope Comprehensive Cancer Center, Duarte, California
| | - Yasmine Ibrahim
- Department of Surgery, City of Hope Comprehensive Cancer Center, Duarte, California
| | - Valeriy A Poroyko
- Department of Medical Oncology, City of Hope Comprehensive Cancer Center, Duarte, California
| | - Sylvana Salvatierra
- Department of Pathology, City of Hope Comprehensive Cancer Center, Duarte, California
| | - Alysha Baker
- Department of Pathology, City of Hope Comprehensive Cancer Center, Duarte, California
| | - Jinhui Wang
- Department of Molecular and Cellular Biology, Beckman Research Institute of City of Hope, Duarte, California
| | - Xiwei Wu
- Department of Molecular and Cellular Biology, Beckman Research Institute of City of Hope, Duarte, California
| | - Gerd P Pfeifer
- Center for Epigenetics, Van Andel Research Institute, Grand Rapids, Michigan
| | - Yuman Fong
- Department of Surgery, City of Hope Comprehensive Cancer Center, Duarte, California
| | - Maria A Hahn
- Department of Surgery, City of Hope Comprehensive Cancer Center, Duarte, California.
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Wang Y, Liu Y, Wang X, Li X, Jiang R, He X. Intraoperative measurement of thyroglobulin in lymph node aspirates for the detection of metastatic papillary thyroid carcinoma. Onco Targets Ther 2017; 10:4435-4441. [PMID: 28979135 PMCID: PMC5602279 DOI: 10.2147/ott.s140643] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022] Open
Abstract
BACKGROUND Among patients with papillary thyroid carcinoma (PTC), 30%-80% have cervical lymph node (LN) metastases, which are most commonly located in the central compartment. However, preoperative ultrasonography identifies malignant central compartment LNs in only 20%-30% of cases. We aimed to evaluate the diagnostic value of intraoperative thyroglobulin (Tg) measurement in fine-needle aspirates (FNA-Tg) of suspicious metastatic LNs. METHODS In total, 75 patients (75 LNs) with PTC or suspected PTC were enrolled in this study. Suspicious metastatic LNs were isolated intraoperatively, and FNA-Tg was performed. Then, the Tg values were compared with the corresponding pathological results and preoperative ultrasonography. RESULTS In total, 37 LNs were diagnosed as malignant, and 38 were benign. According to the receiver operating characteristic (ROC) curve, the optimal cutoff value of intraoperative FNA-Tg was 147.5 ng/mL (sensitivity, 81.1%; specificity, 100%; p=0.000). The sensitivity and specificity for detecting central compartment LN metastasis were 77.78% (21/27) and 100% (36/36), respectively. The corresponding sensitivity of preoperative ultrasonography was lower than that of FNA-Tg (p=0.000). Serum Tg-antibody (Ab), thyroid-stimulating hormone (TSH) and thyroid peroxidase antibody (TPO-Ab) were not significantly associated with FNA-Tg values. There was no statistical correlation between preoperative serum Tg and intraoperative FNA-Tg (p=0.451). CONCLUSION Intraoperative FNA-Tg levels of suspicious metastatic cervical LNs can be useful for diagnosing metastatic PTC. Intraoperative LN-FNA-Tg may have an important role in determining which surgical procedure to perform.
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Affiliation(s)
- Yizeng Wang
- Department of General Surgery, Tianjin Medical University General Hospital, Tianjin Medical University, Tianjin, People’s Republic of China
| | - Yuanchao Liu
- Department of General Surgery, Tianjin Medical University General Hospital, Tianjin Medical University, Tianjin, People’s Republic of China
| | - Xiaoning Wang
- Department of General Surgery, Tianjin Medical University General Hospital, Tianjin Medical University, Tianjin, People’s Republic of China
| | - Xin Li
- Department of General Surgery, Tianjin Medical University General Hospital, Tianjin Medical University, Tianjin, People’s Republic of China
| | - Ruoyu Jiang
- Department of General Surgery, Tianjin Medical University General Hospital, Tianjin Medical University, Tianjin, People’s Republic of China
| | - Xianghui He
- Department of General Surgery, Tianjin Medical University General Hospital, Tianjin Medical University, Tianjin, People’s Republic of China
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Che Y. REPLY. AJNR Am J Neuroradiol 2015; 37:E9-10. [PMID: 26585265 DOI: 10.3174/ajnr.a4612] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
Affiliation(s)
- Y Che
- Department of Ultrasound First Affiliated Hospital of Dalian Medical University Liaoning, China
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Cohen MA, Patel KR, Gromis J, Kutler DI, Kuhel WI, Stater BJ, Schulman A, Hoda RS, Scognamiglio T. Retrospective evaluation of frozen section use for thyroid nodules with a prior fine needle aspiration diagnosis of Bethesda II-VI: The Weill Cornell Medical College experience. World J Otorhinolaryngol Head Neck Surg 2015; 1:5-10. [PMID: 29204534 PMCID: PMC5698504 DOI: 10.1016/j.wjorl.2015.09.002] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/25/2015] [Indexed: 11/20/2022] Open
Abstract
Objective To evaluate the Weill Cornell Medical College (WCMC)/New York Presbyterian Hospital (NYPH) experience with intraoperative frozen (IOF) section in the management of thyroid nodules with a fine needle aspiration (FNA) diagnosis of Bethesda II–VI and to analyze the cost and pathology benefit it provides. Methods The surgical and cytopathology files at WCMC/NYPH were searched within the time period of January 2008 to May 2013. A total of 435 thyroid specimens were identified for which both an FNA and subsequent IOF section was performed. The FNA was correlated with the locations of the resected nodule and the nodule frozen for intraoperative diagnosis. The results of the FNA were compared to the IOF section diagnosis and final diagnosis (FD). Results Among 435 cases, the FNA diagnosis was Bethesda II: 149 cases, Bethesda III: 170 cases, Bethesda IV: 91 cases, Bethesda V: 19 cases, and Bethesda VI: 6 cases. There were a total of 83 carcinomas identified on FD, which included 69 papillary thyroid carcinomas (PTCs), 12 follicular carcinomas, and 2 poorly differentiated carcinomas. The preoperative FNA diagnosis for these carcinomas was as follows: Bethesda II, 11/149 (7.4%), Bethesda III, 24/170 (14%), Bethesda IV, 26/91 (29%), Bethesda V, 16/19 (84%), and Bethesda VI, 6/6 (100%). IOF section contributed to the diagnosis of malignancy in 16/429 (4%) cases: 1/149 (0.7%) Bethesda II, 5/170 (3%) Bethesda III, 2/91 (1.1%) Bethesda IV, and 8/19 (42%) Bethesda V. The diagnosis of malignancy was confirmed in the 6 Bethesda VI cases by IOF section. There were no false positives on IOF section. IOF had a sensitivity and specificity of 26% and 100%, respectively. Conclusion The role of IOF section is limited in the evaluation of thyroid nodules. IOF section is most useful for nodules with an FNA diagnosis of Bethesda V lesions. The diagnosis of follicular variant of PTC remains difficult on frozen section.
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Affiliation(s)
- Marc A. Cohen
- Department of Otolaryngology—Head and Neck Surgery, New York Presbyterian Hospital/Weill Cornell Medical Center, New York, NY 10065, USA
- Corresponding author. Tel.: +1 646 962 2286; fax: +1 646 962 0030.
| | | | | | - David I. Kutler
- Department of Otolaryngology—Head and Neck Surgery, New York Presbyterian Hospital/Weill Cornell Medical Center, New York, NY 10065, USA
| | - William I. Kuhel
- Department of Otolaryngology—Head and Neck Surgery, New York Presbyterian Hospital/Weill Cornell Medical Center, New York, NY 10065, USA
| | - Brian J. Stater
- Department of Otolaryngology—Head and Neck Surgery, New York Presbyterian Hospital/Weill Cornell Medical Center, New York, NY 10065, USA
| | - Aaron Schulman
- Department of Endocrinology, New York Presbyterian Hospital/Weill Cornell Medical Center, New York, NY 10065, USA
| | - Rana S. Hoda
- Department of Pathology & Laboratory Medicine, New York Presbyterian Hospital/Weill Cornell Medical Center, New York, NY 10065, USA
| | - Theresa Scognamiglio
- Department of Pathology & Laboratory Medicine, New York Presbyterian Hospital/Weill Cornell Medical Center, New York, NY 10065, USA
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