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Zhang L, Wong C, Li Y, Huang T, Wang J, Lin C. Artificial intelligence assisted diagnosis of early tc markers and its application. Discov Oncol 2024; 15:172. [PMID: 38761260 PMCID: PMC11102422 DOI: 10.1007/s12672-024-01017-w] [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: 03/18/2024] [Accepted: 05/06/2024] [Indexed: 05/20/2024] Open
Abstract
Thyroid cancer (TC) is a common endocrine malignancy with an increasing incidence worldwide. Early diagnosis is particularly important for TC patients, because it allows patients to receive treatment as early as possible. Artificial intelligence (AI) provides great advantages for complex healthcare systems by analyzing big data based on machine learning. Nowadays, AI is widely used in the early diagnosis of cancer such as TC. Ultrasound detection and fine needle aspiration biopsy are the main methods for early diagnosis of TC. AI has been widely used in the detection of malignancy in thyroid nodules by ultrasound images, cytopathology images and molecular markers. It shows great potential in auxiliary medical diagnosis. The latest clinical trial has shown that the performance of AI models matches with the diagnostic efficiency of experienced clinicians, and more efficient AI tools will be developed in the future. Therefore, in this review, we summarized the recent advances in the application of AI algorithms in assessing the risk of malignancy in thyroid nodules. The objective of this review was to provide a data base for the clinical use of AI-assisted diagnosis in TC, as well as to provide new ideas for the next generation of AI-assisted diagnosis in TC.
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Affiliation(s)
- Laney Zhang
- Yale School of Public Health, New Haven, CT, USA
| | - Chinting Wong
- Department of Nuclear Medicine, The First Hospital of Jilin University, Changchun, Jilin, China
| | - Yungeng Li
- Department of Nuclear Medicine, The First Hospital of Jilin University, Changchun, Jilin, China
| | | | - Jiawen Wang
- Department of Nuclear Medicine, The First Hospital of Jilin University, Changchun, Jilin, China
| | - Chenghe Lin
- Department of Nuclear Medicine, The First Hospital of Jilin University, Changchun, Jilin, China.
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Carillo AM, Franca RA, Modica R, De Caro MDB, Pisapia P, Vigliar E, Troncone G, Bellevicine C. Interventional cytopathologist can successfully combine ultrasonographical and microscopic skills to narrow the differential diagnosis in fine needle aspiration of neck paraganglioma. Cytopathology 2023; 34:87-90. [PMID: 36181237 PMCID: PMC10092312 DOI: 10.1111/cyt.13185] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/20/2022] [Revised: 09/02/2022] [Accepted: 09/24/2022] [Indexed: 12/14/2022]
Affiliation(s)
- Anna Maria Carillo
- Department of Public Health, University of Naples Federico II, Naples, Italy
| | - Raduan Ahmed Franca
- Department of Advanced Biomedical Sciences, University of Naples Federico II, Naples, Italy
| | - Roberta Modica
- Department of Clinical Medicine and Surgery, Endocrinology, Diabetology and Andrology Unit, University of Naples Federico II, Naples, Italy
| | | | - Pasquale Pisapia
- Department of Public Health, University of Naples Federico II, Naples, Italy
| | - Elena Vigliar
- Department of Public Health, University of Naples Federico II, Naples, Italy
| | - Giancarlo Troncone
- Department of Public Health, University of Naples Federico II, Naples, Italy
| | - Claudio Bellevicine
- Department of Public Health, University of Naples Federico II, Naples, Italy
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McKenzie DR, Kliassov EG, Dash RC, Foo WC, Jones CK, Jiang X. Pathologist-performed ultrasound-guided fine-needle aspirations of the thyroid: A single institution observational study. Cancer Cytopathol 2022; 130:735-739. [PMID: 35481943 DOI: 10.1002/cncy.22590] [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: 03/01/2022] [Revised: 04/12/2022] [Accepted: 04/18/2022] [Indexed: 11/10/2022]
Abstract
BACKGROUND Ultrasound-guided fine-needle aspiration biopsies (USFNAs) are increasingly performed by pathologists. This study was designed to assess the diagnostic yield and characterization of thyroid nodules biopsied at a teaching hospital setting in which both attending physicians and trainees are involved in the performance of USFNAs. METHODS A retrospective study of pathologist-performed USFNAs of thyroid cases was performed over a period of 9 years at a tertiary medical center. Data collected included patient characteristics and The Bethesda System diagnostic categories. RESULTS Over the study period, 1531 USFNAs of thyroid nodules were performed in the pathology-based clinic, with 1209 lesions in females and 322 in males. Ninety-three percent of samples were sufficient for diagnosis (n = 1420). The majority of nodules biopsied were benign (65.4%, n = 1002). Overall, 3.1% of nodules biopsied were diagnostic of malignancy (n = 47). The number of USFNAs over the years showed a rapid increase initially, with a coronavirus disease 2019-related decrease in 2020. CONCLUSIONS The authors report their experience with thyroid USFNA over nearly a decade. The most common diagnosis was benign and the second most common was Bethesda category III. Lesions that were diagnostic of malignancy were relatively uncommon. Over the study period, the results showed that at a large tertiary care center in which USFNAs were performed by trainees as well as attending physicians, the diagnostic yield was good with a majority of thyroid nodules biopsied associated with a definitive diagnosis.
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Affiliation(s)
- David R McKenzie
- Department of Pathology, Duke University Medical Center, Duke University, Durham, North Carolina
| | - Evelyna G Kliassov
- Department of Pathology, Duke University Medical Center, Duke University, Durham, North Carolina
| | - Rajesh C Dash
- Department of Pathology, Duke University Medical Center, Duke University, Durham, North Carolina
| | - Wen-Chi Foo
- Department of Pathology, Duke University Medical Center, Duke University, Durham, North Carolina
| | - Claudia K Jones
- Department of Pathology, Duke University Medical Center, Duke University, Durham, North Carolina
| | - Xiaoyin Jiang
- Department of Pathology, Duke University Medical Center, Duke University, Durham, North Carolina
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Eloy C, Russ G, Suciu V, Johnson SJ, Rossi ED, Pantanowitz L, Vielh P. Preoperative diagnosis of thyroid nodules: An integrated multidisciplinary approach. Cancer Cytopathol 2022; 130:320-325. [PMID: 35020978 DOI: 10.1002/cncy.22546] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2021] [Revised: 11/22/2021] [Accepted: 11/29/2021] [Indexed: 11/08/2022]
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Jiang X“S, Foo WC. Teaching interventional cytopathology. Semin Diagn Pathol 2022; 39:405-409. [DOI: 10.1053/j.semdp.2022.01.002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/05/2021] [Accepted: 01/12/2022] [Indexed: 11/11/2022]
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Molecular Testing of Thyroid Fine-Needle Aspiration: Local Issues and Solutions. An Interventional Cytopathologist Perspective. JOURNAL OF MOLECULAR PATHOLOGY 2021. [DOI: 10.3390/jmp2030020] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022] Open
Abstract
Molecular testing has acquired a relevant role for diagnostic and prognostic stratification of indeterminate thyroid nodules. Besides the available commercial solutions marketed in the United States, various local testing strategies have been developed in the last decade. In this setting, the modern interventional cytopathologist, the physician who performs the both aspirate and the morphologic interpretation plays a key role in the correct handling of fine-needle aspiration (FNA) samples not only for microscopy but also for molecular techniques. This review summarizes experiences with local approaches to the molecular testing of thyroid FNA, highlighting the role of the modern interventional cytopathologist.
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Renshaw AA. Updating the Papanicolaou Society cytologic criteria for invasive adenocarcinoma in cystic pancreaticobiliary specimens. Cancer Cytopathol 2021; 129:579-580. [PMID: 34161643 DOI: 10.1002/cncy.22487] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/28/2021] [Accepted: 06/01/2021] [Indexed: 11/07/2022]
Affiliation(s)
- Andrew A Renshaw
- Department of Pathology, Baptist Hospital and Miami Cancer Institute, Miami, Florida
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Palladino R, Migliatico I, Sgariglia R, Nacchio M, Iaccarino A, Malapelle U, Vigliar E, Salvatore D, Troncone G, Bellevicine C. Thyroid fine-needle aspiration trends before, during, and after the lockdown: what we have learned so far from the COVID-19 pandemic. Endocrine 2021; 71:20-25. [PMID: 33284396 PMCID: PMC7719849 DOI: 10.1007/s12020-020-02559-z] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/27/2020] [Accepted: 11/15/2020] [Indexed: 12/11/2022]
Abstract
PURPOSE Nowadays, the clinical management of thyroid nodules needs to be multi-disciplinary. In particular, the crosstalk between endocrinologists and cytopathologists is key. When FNAs are properly requested by endocrinologists for nodules characterised by relevant clinical and ultrasound features, cytopathologists play a pivotal role in the diagnostic work-up. Conversely, improper FNA requests can lead to questionable diagnostic efficiency. Recently, recommendations to delay all non-urgent diagnostic procedures, such as thyroid FNAs, to contain the spread of COVID-19 infection, have made the interplay between endocrinologists and cytopathologists even more essential. The objective of this study was to assess the impact of COVID-19 pandemic on our practice by evaluating the total number of FNAs performed and the distribution of the Bethesda Categories before, during, and after the lockdown. METHODS We analysed the FNA trends before (1st January 2019 to March 13th 2020), during (March 14th to May 15th), and after (May 16th to July 7th) the lockdown. RESULTS Although the total number of weekly FNAs dropped from 62.1 to 23.1, our referring endocrinologists managed to prioritise patients with high-risk nodules. In fact, in the post-lockdown, the weekly proportion of benign diagnoses dropped on average by 12% and that of high-risk diagnoses increased by 6%. CONCLUSIONS The lesson we have learned so far from this pandemic is that by applying safety protocols to avoid contagion and by increasing the threshold for FNA requests for thyroid nodules, we can continue to guarantee our services to high-risk patients even in times of a health crisis.
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Affiliation(s)
- Raffaele Palladino
- Department of Public Health, University of Naples Federico II, Via S. Pansini 5, 80131, Naples, Italy
| | - Ilaria Migliatico
- Department of Public Health, University of Naples Federico II, Via S. Pansini 5, 80131, Naples, Italy
| | - Roberta Sgariglia
- Department of Public Health, University of Naples Federico II, Via S. Pansini 5, 80131, Naples, Italy
| | - Mariantonia Nacchio
- Department of Public Health, University of Naples Federico II, Via S. Pansini 5, 80131, Naples, Italy
| | - Antonino Iaccarino
- Department of Public Health, University of Naples Federico II, Via S. Pansini 5, 80131, Naples, Italy
| | - Umberto Malapelle
- Department of Public Health, University of Naples Federico II, Via S. Pansini 5, 80131, Naples, Italy
| | - Elena Vigliar
- Department of Public Health, University of Naples Federico II, Via S. Pansini 5, 80131, Naples, Italy
| | - Domenico Salvatore
- Department of Public Health, University of Naples Federico II, Via S. Pansini 5, 80131, Naples, Italy
| | - Giancarlo Troncone
- Department of Public Health, University of Naples Federico II, Via S. Pansini 5, 80131, Naples, Italy.
| | - Claudio Bellevicine
- Department of Public Health, University of Naples Federico II, Via S. Pansini 5, 80131, Naples, Italy
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