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For: Zhao CK, Ren TT, Yin YF, Shi H, Wang HX, Zhou BY, Wang XR, Li X, Zhang YF, Liu C, Xu HX. A Comparative Analysis of Two Machine Learning-Based Diagnostic Patterns with Thyroid Imaging Reporting and Data System for Thyroid Nodules: Diagnostic Performance and Unnecessary Biopsy Rate. Thyroid 2021;31:470-481. [PMID: 32781915 DOI: 10.1089/thy.2020.0305] [Citation(s) in RCA: 54] [Impact Index Per Article: 13.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
Number Cited by Other Article(s)
1
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]
2
Wu SH, Li MD, Tong WJ, Liu YH, Cui R, Hu JB, Cheng MQ, Ke WP, Lin XX, Lv JY, Liu LZ, Ren J, Liu GJ, Yang H, Wang W. Adaptive Dual-Task Deep Learning for Automated Thyroid Cancer Triaging at Screening US. Radiol Artif Intell 2025;7:e240271. [PMID: 40202416 DOI: 10.1148/ryai.240271] [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: 04/10/2025]
3
Chen J, Zhong J, Zhuang Y, Deng B, Hong J, Lin Y, Su Z, Wen X. Multimodality Ultrasound Utilizing Microvascular Flow Imaging and Shear Wave Elastography to Guide Fine-Needle Aspiration of Thyroid Lesions: A Prospective Study Validating Pattern-Based Microvascular Classification. Thyroid 2025;35:516-526. [PMID: 40257933 DOI: 10.1089/thy.2024.0586] [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: 04/23/2025]
4
Agyekum EA, Kong W, Ren YZ, Issaka E, Baffoe J, Xian W, Tan G, Xiong C, Wang Z, Qian X, Shen X. A comparative analysis of three graph neural network models for predicting axillary lymph node metastasis in early-stage breast cancer. Sci Rep 2025;15:13918. [PMID: 40263507 PMCID: PMC12015543 DOI: 10.1038/s41598-025-97257-z] [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: 08/25/2024] [Accepted: 04/03/2025] [Indexed: 04/24/2025]  Open
5
Xu Y, Xu M, Geng Z, Liu J, Meng B. Thyroid nodule classification in ultrasound imaging using deep transfer learning. BMC Cancer 2025;25:544. [PMID: 40133868 PMCID: PMC11938658 DOI: 10.1186/s12885-025-13917-3] [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] [Subscribe] [Scholar Register] [Received: 06/05/2024] [Accepted: 03/11/2025] [Indexed: 03/27/2025]  Open
6
Qian T, Feng X, Zhou Y, Ling S, Yao J, Lai M, Chen C, Lin J, Xu D. Diagnostic value of deep learning of multimodal imaging of thyroid for TI-RADS category 3-5 classification. Endocrine 2025:10.1007/s12020-025-04198-8. [PMID: 40056264 DOI: 10.1007/s12020-025-04198-8] [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: 11/21/2024] [Accepted: 02/14/2025] [Indexed: 03/10/2025]
7
Deng Y, Zeng Q, Zhao Y, Hu Z, Zhan C, Guo L, Lai B, Huang Z, Fu Z, Zhang C. Model Based on Ultrasound Radiomics and Machine Learning to Preoperative Differentiation of Follicular Thyroid Neoplasm. JOURNAL OF ULTRASOUND IN MEDICINE : OFFICIAL JOURNAL OF THE AMERICAN INSTITUTE OF ULTRASOUND IN MEDICINE 2025;44:567-579. [PMID: 39555618 DOI: 10.1002/jum.16620] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/29/2024] [Revised: 10/03/2024] [Accepted: 11/03/2024] [Indexed: 11/19/2024]
8
Cui XW, Goudie A, Blaivas M, Chai YJ, Chammas MC, Dong Y, Stewart J, Jiang TA, Liang P, Sehgal CM, Wu XL, Hsieh PCC, Adrian S, Dietrich CF. WFUMB Commentary Paper on Artificial intelligence in Medical Ultrasound Imaging. ULTRASOUND IN MEDICINE & BIOLOGY 2025;51:428-438. [PMID: 39672681 DOI: 10.1016/j.ultrasmedbio.2024.10.016] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/24/2024] [Revised: 10/24/2024] [Accepted: 10/31/2024] [Indexed: 12/15/2024]
9
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
10
Ghofrani A, Taherdoost H. Biomedical data analytics for better patient outcomes. Drug Discov Today 2025;30:104280. [PMID: 39732322 DOI: 10.1016/j.drudis.2024.104280] [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: 03/19/2024] [Revised: 12/16/2024] [Accepted: 12/20/2024] [Indexed: 12/30/2024]
11
Merino NH, Vega MVR. Review of Surgical Interventions in the Thyroid Gland: Recent Advances and Current Considerations. Methods Mol Biol 2025;2876:201-220. [PMID: 39579318 DOI: 10.1007/978-1-0716-4252-8_14] [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: 11/25/2024]
12
Wang X, Zhang H, Fan H, Yang X, Fan J, Wu P, Ni Y, Hu S. Multimodal MRI Deep Learning for Predicting Central Lymph Node Metastasis in Papillary Thyroid Cancer. Cancers (Basel) 2024;16:4042. [PMID: 39682228 DOI: 10.3390/cancers16234042] [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: 10/19/2024] [Revised: 11/26/2024] [Accepted: 11/28/2024] [Indexed: 12/18/2024]  Open
13
Zhang YJ, Xue T, Liu C, Hao YH, Yan XH, Liu LP. Radiomics Combined with ACR TI-RADS for Thyroid Nodules: Diagnostic Performance, Unnecessary Biopsy Rate, and Nomogram Construction. Acad Radiol 2024;31:4856-4865. [PMID: 39366806 DOI: 10.1016/j.acra.2024.07.053] [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: 05/09/2024] [Revised: 07/27/2024] [Accepted: 07/30/2024] [Indexed: 10/06/2024]
14
He H, Zhu J, Ye Z, Bao H, Shou J, Liu Y, Chen F. Using multimodal ultrasound including full-time-series contrast-enhanced ultrasound cines for identifying the nature of thyroid nodules. Front Oncol 2024;14:1340847. [PMID: 39267842 PMCID: PMC11390443 DOI: 10.3389/fonc.2024.1340847] [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: 02/14/2024] [Accepted: 08/07/2024] [Indexed: 09/15/2024]  Open
15
Ren JY, Lin JJ, Lv WZ, Zhang XY, Li XQ, Xu T, Peng YX, Wang Y, Cui XW. A Comparative Study of Two Radiomics-Based Blood Flow Modes with Thyroid Imaging Reporting and Data System in Predicting Malignancy of Thyroid Nodules and Reducing Unnecessary Fine-Needle Aspiration Rate. Acad Radiol 2024;31:2739-2752. [PMID: 38453602 DOI: 10.1016/j.acra.2024.02.007] [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: 12/14/2023] [Revised: 02/02/2024] [Accepted: 02/04/2024] [Indexed: 03/09/2024]
16
Ma X, Han X, Zhang L. An Improved k-Nearest Neighbor Algorithm for Recognition and Classification of Thyroid Nodules. JOURNAL OF ULTRASOUND IN MEDICINE : OFFICIAL JOURNAL OF THE AMERICAN INSTITUTE OF ULTRASOUND IN MEDICINE 2024;43:1025-1036. [PMID: 38400537 DOI: 10.1002/jum.16429] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/22/2023] [Revised: 01/17/2024] [Accepted: 01/28/2024] [Indexed: 02/25/2024]
17
Li A, Hu Y, Cui XW, Ye XH, Peng XJ, Lv WZ, Zhao CK. Predicting the malignancy of extremity soft-tissue tumors by an ultrasound-based radiomics signature. Acta Radiol 2024;65:470-481. [PMID: 38321752 DOI: 10.1177/02841851231217227] [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: 02/08/2024]
18
Chen C, Jiang Y, Yao J, Lai M, Liu Y, Jiang X, Ou D, Feng B, Zhou L, Xu J, Wu L, Zhou Y, Yue W, Dong F, Xu D. Deep learning to assist composition classification and thyroid solid nodule diagnosis: a multicenter diagnostic study. Eur Radiol 2024;34:2323-2333. [PMID: 37819276 DOI: 10.1007/s00330-023-10269-z] [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: 02/21/2023] [Revised: 08/01/2023] [Accepted: 08/07/2023] [Indexed: 10/13/2023]
19
Xiong Z, Shi Y, Zhang Y, Duan S, Ding Y, Zheng Q, Jiao Y, Yan J. Ultrasound radiomics based XGBoost model to differential diagnosis thyroid nodules and unnecessary biopsy rate: Individual application of SHapley additive exPlanations. JOURNAL OF CLINICAL ULTRASOUND : JCU 2024;52:305-314. [PMID: 38149658 DOI: 10.1002/jcu.23631] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/25/2023] [Revised: 12/11/2023] [Accepted: 12/12/2023] [Indexed: 12/28/2023]
20
Bojunga J, Trimboli P. Thyroid ultrasound and its ancillary techniques. Rev Endocr Metab Disord 2024;25:161-173. [PMID: 37946091 DOI: 10.1007/s11154-023-09841-1] [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] [Accepted: 09/29/2023] [Indexed: 11/12/2023]
21
Wang J, Dong C, Zhang YZ, Wang L, Yuan X, He M, Xu S, Zhou Q, Jiang J. A novel approach to quantify calcifications of thyroid nodules in US images based on deep learning: predicting the risk of cervical lymph node metastasis in papillary thyroid cancer patients. Eur Radiol 2023;33:9347-9356. [PMID: 37436509 DOI: 10.1007/s00330-023-09909-1] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/23/2022] [Revised: 04/23/2023] [Accepted: 05/15/2023] [Indexed: 07/13/2023]
22
Wang LF, Wang Q, Mao F, Xu SH, Sun LP, Wu TF, Zhou BY, Yin HH, Shi H, Zhang YQ, Li XL, Sun YK, Lu D, Tang CY, Yuan HX, Zhao CK, Xu HX. Risk stratification of gallbladder masses by machine learning-based ultrasound radiomics models: a prospective and multi-institutional study. Eur Radiol 2023;33:8899-8911. [PMID: 37470825 DOI: 10.1007/s00330-023-09891-8] [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: 11/11/2022] [Revised: 03/23/2023] [Accepted: 04/26/2023] [Indexed: 07/21/2023]
23
Dell’Era V, Perotti A, Starnini M, Campagnoli M, Rosa MS, Saino I, Aluffi Valletti P, Garzaro M. Machine Learning Model as a Useful Tool for Prediction of Thyroid Nodules Histology, Aggressiveness and Treatment-Related Complications. J Pers Med 2023;13:1615. [PMID: 38003930 PMCID: PMC10672369 DOI: 10.3390/jpm13111615] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2023] [Revised: 11/14/2023] [Accepted: 11/15/2023] [Indexed: 11/26/2023]  Open
24
Lai M, Feng B, Yao J, Wang Y, Pan Q, Chen Y, Chen C, Feng N, Shi F, Tian Y, Gao L, Xu D. Value of Artificial Intelligence in Improving the Accuracy of Diagnosing TI-RADS Category 4 Nodules. ULTRASOUND IN MEDICINE & BIOLOGY 2023;49:2413-2421. [PMID: 37652837 DOI: 10.1016/j.ultrasmedbio.2023.08.008] [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: 05/22/2023] [Revised: 07/18/2023] [Accepted: 08/08/2023] [Indexed: 09/02/2023]
25
Zhang H, Meng Z, Ru J, Meng Y, Wang K. Application and prospects of AI-based radiomics in ultrasound diagnosis. Vis Comput Ind Biomed Art 2023;6:20. [PMID: 37828411 PMCID: PMC10570254 DOI: 10.1186/s42492-023-00147-2] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/05/2023] [Accepted: 09/20/2023] [Indexed: 10/14/2023]  Open
26
Ding X, Liu Y, Zhao J, Wang R, Li C, Luo Q, Shen C. A novel wavelet-transform-based convolution classification network for cervical lymph node metastasis of papillary thyroid carcinoma in ultrasound images. Comput Med Imaging Graph 2023;109:102298. [PMID: 37769402 DOI: 10.1016/j.compmedimag.2023.102298] [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: 05/05/2023] [Revised: 08/29/2023] [Accepted: 08/29/2023] [Indexed: 09/30/2023]
27
Deininger K, Raacke JN, Yousefzadeh-Nowshahr E, Kropf-Sanchen C, Muehling B, Beer M, Glatting G, Beer AJ, Thaiss W. Combined morphologic-metabolic biomarkers from [18F]FDG-PET/CT stratify prognostic groups in low-risk NSCLC. Nuklearmedizin 2023;62:284-292. [PMID: 37696296 DOI: 10.1055/a-2150-4130] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/13/2023]
28
Hess JR, Van Tassel DC, Runyan CE, Morrison Z, Walsh AM, Schafernak KT. Performance of ACR TI-RADS and the Bethesda System in Predicting Risk of Malignancy in Thyroid Nodules at a Large Children's Hospital and a Comprehensive Review of the Pediatric Literature. Cancers (Basel) 2023;15:3975. [PMID: 37568791 PMCID: PMC10417028 DOI: 10.3390/cancers15153975] [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: 05/13/2023] [Revised: 06/24/2023] [Accepted: 08/02/2023] [Indexed: 08/13/2023]  Open
29
Agyekum EA, Wang YG, Xu FJ, Akortia D, Ren YZ, Chambers KH, Wang X, Taupa JO, Qian XQ. Predicting BRAFV600E mutations in papillary thyroid carcinoma using six machine learning algorithms based on ultrasound elastography. Sci Rep 2023;13:12604. [PMID: 37537230 PMCID: PMC10400539 DOI: 10.1038/s41598-023-39747-6] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2023] [Accepted: 07/30/2023] [Indexed: 08/05/2023]  Open
30
Toro-Tobon D, Loor-Torres R, Duran M, Fan JW, Singh Ospina N, Wu Y, Brito JP. Artificial Intelligence in Thyroidology: A Narrative Review of the Current Applications, Associated Challenges, and Future Directions. Thyroid 2023;33:903-917. [PMID: 37279303 PMCID: PMC10440669 DOI: 10.1089/thy.2023.0132] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 06/08/2023]
31
Zhang XY, Wei Q, Wu GG, Tang Q, Pan XF, Chen GQ, Zhang D, Dietrich CF, Cui XW. Artificial intelligence - based ultrasound elastography for disease evaluation - a narrative review. Front Oncol 2023;13:1197447. [PMID: 37333814 PMCID: PMC10272784 DOI: 10.3389/fonc.2023.1197447] [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: 03/31/2023] [Accepted: 05/22/2023] [Indexed: 06/20/2023]  Open
32
Cao CL, Li QL, Tong J, Shi LN, Li WX, Xu Y, Cheng J, Du TT, Li J, Cui XW. Artificial intelligence in thyroid ultrasound. Front Oncol 2023;13:1060702. [PMID: 37251934 PMCID: PMC10213248 DOI: 10.3389/fonc.2023.1060702] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/03/2022] [Accepted: 04/07/2023] [Indexed: 05/31/2023]  Open
33
Yu Z, Liu S, Liu P, Liu Y. Automatic detection and diagnosis of thyroid ultrasound images based on attention mechanism. Comput Biol Med 2023;155:106468. [PMID: 36841057 DOI: 10.1016/j.compbiomed.2022.106468] [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: 08/10/2022] [Revised: 11/21/2022] [Accepted: 12/19/2022] [Indexed: 12/24/2022]
34
Mao YJ, Zha LW, Tam AYC, Lim HJ, Cheung AKY, Zhang YQ, Ni M, Cheung JCW, Wong DWC. Endocrine Tumor Classification via Machine-Learning-Based Elastography: A Systematic Scoping Review. Cancers (Basel) 2023;15:837. [PMID: 36765794 PMCID: PMC9913672 DOI: 10.3390/cancers15030837] [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: 12/02/2022] [Revised: 01/26/2023] [Accepted: 01/27/2023] [Indexed: 01/31/2023]  Open
35
Zhu H, Yu B, Li Y, Zhang Y, Jin J, Ai Y, Jin X, Yang Y. Models of ultrasonic radiomics and clinical characters for lymph node metastasis assessment in thyroid cancer: a retrospective study. PeerJ 2023;11:e14546. [PMID: 36650830 PMCID: PMC9840861 DOI: 10.7717/peerj.14546] [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: 09/22/2022] [Accepted: 11/18/2022] [Indexed: 01/14/2023]  Open
36
Cè M, D'Amico NC, Danesini GM, Foschini C, Oliva G, Martinenghi C, Cellina M. Ultrasound Elastography: Basic Principles and Examples of Clinical Applications with Artificial Intelligence—A Review. BIOMEDINFORMATICS 2023;3:17-43. [DOI: 10.3390/biomedinformatics3010002] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/04/2025]
37
Li W, Hong T, Fang J, Liu W, Liu Y, He C, Li X, Xu C, Wang B, Chen Y, Sun C, Li W, Kang W, Yin C. Incorporation of a machine learning pathological diagnosis algorithm into the thyroid ultrasound imaging data improves the diagnosis risk of malignant thyroid nodules. Front Oncol 2022;12:968784. [PMID: 36568189 PMCID: PMC9774948 DOI: 10.3389/fonc.2022.968784] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2022] [Accepted: 10/21/2022] [Indexed: 12/14/2022]  Open
38
Advancements in Thyroidectomy: A Mini Review. ENDOCRINES 2022. [DOI: 10.3390/endocrines3040065] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]  Open
39
Wang P, Zhang L, Ren J, Jiang R, Wu F, Du FZ, Sheng JP, Li JH. The accuracy of CT imaging in differential diagnosis of accidental thyroid nodules based on histopathology findings. JOURNAL OF RADIATION RESEARCH AND APPLIED SCIENCES 2022. [DOI: 10.1016/j.jrras.2022.100477] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
40
Han Z, Huang Y, Wang H, Chu Z. Multimodal ultrasound imaging: A method to improve the accuracy of diagnosing thyroid TI-RADS 4 nodules. JOURNAL OF CLINICAL ULTRASOUND : JCU 2022;50:1345-1352. [PMID: 36169185 DOI: 10.1002/jcu.23352] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/19/2022] [Revised: 09/16/2022] [Accepted: 09/16/2022] [Indexed: 06/16/2023]
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Malignancy risk stratification of thyroid nodules according to echotexture and degree of hypoechogenicity: a retrospective multicenter validation study. Sci Rep 2022;12:16587. [PMID: 36198861 PMCID: PMC9534858 DOI: 10.1038/s41598-022-21204-5] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2022] [Accepted: 09/23/2022] [Indexed: 12/07/2022]  Open
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Zhang X, Ze Y, Sang J, Shi X, Bi Y, Shen S, Zhang X, Zhu D. Risk factors and diagnostic prediction models for papillary thyroid carcinoma. Front Endocrinol (Lausanne) 2022;13:938008. [PMID: 36133306 PMCID: PMC9483149 DOI: 10.3389/fendo.2022.938008] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/06/2022] [Accepted: 08/15/2022] [Indexed: 12/07/2022]  Open
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Jin Z, Pei S, Ouyang L, Zhang L, Mo X, Chen Q, You J, Chen L, Zhang B, Zhang S. Thy‐Wise: An interpretable machine learning model for the evaluation of thyroid nodules. Int J Cancer 2022;151:2229-2243. [DOI: 10.1002/ijc.34248] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/26/2021] [Revised: 08/02/2022] [Accepted: 08/08/2022] [Indexed: 12/07/2022]
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Automated classification of cervical lymph-node-level from ultrasound using Depthwise Separable Convolutional Swin Transformer. Comput Biol Med 2022;148:105821. [PMID: 35853399 DOI: 10.1016/j.compbiomed.2022.105821] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/10/2022] [Revised: 06/13/2022] [Accepted: 07/03/2022] [Indexed: 12/07/2022]
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Chen Y, Dong B, Jiang Z, Cai Q, Huang L, Huang H. SuperSonic shear imaging for the differentiation between benign and malignant thyroid nodules: a meta-analysis. J Endocrinol Invest 2022;45:1327-1339. [PMID: 35229278 DOI: 10.1007/s40618-022-01765-y] [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: 09/22/2021] [Accepted: 02/09/2022] [Indexed: 12/07/2022]
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Differential Diagnosis of Thyrotoxicosis by Machine Learning Models with Laboratory Findings. Diagnostics (Basel) 2022;12:diagnostics12061468. [PMID: 35741278 PMCID: PMC9222156 DOI: 10.3390/diagnostics12061468] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2022] [Revised: 06/10/2022] [Accepted: 06/14/2022] [Indexed: 12/07/2022]  Open
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Wang B, Zheng J, Yu JF, Lin SY, Yan SY, Zhang LY, Wang SS, Cai SJ, Abdelhamid Ahmed AH, Lin LQ, Chen F, Randolph GW, Zhao WX. Development of Artificial Intelligence for Parathyroid Recognition During Endoscopic Thyroid Surgery. Laryngoscope 2022;132:2516-2523. [PMID: 35638245 DOI: 10.1002/lary.30173] [Citation(s) in RCA: 15] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/07/2021] [Revised: 03/24/2022] [Accepted: 04/13/2022] [Indexed: 12/21/2022]
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Keutgen XM, Li H, Memeh K, Conn Busch J, Williams J, Lan L, Sarne D, Finnerty B, Angelos P, Fahey TJ, Giger ML. A machine-learning algorithm for distinguishing malignant from benign indeterminate thyroid nodules using ultrasound radiomic features. J Med Imaging (Bellingham) 2022;9:034501. [PMID: 35692282 PMCID: PMC9133922 DOI: 10.1117/1.jmi.9.3.034501] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/04/2021] [Accepted: 05/11/2022] [Indexed: 11/02/2023]  Open
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Cleere EF, Davey MG, O’Neill S, Corbett M, O’Donnell JP, Hacking S, Keogh IJ, Lowery AJ, Kerin MJ. Radiomic Detection of Malignancy within Thyroid Nodules Using Ultrasonography-A Systematic Review and Meta-Analysis. Diagnostics (Basel) 2022;12:diagnostics12040794. [PMID: 35453841 PMCID: PMC9027085 DOI: 10.3390/diagnostics12040794] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/24/2022] [Revised: 03/22/2022] [Accepted: 03/22/2022] [Indexed: 02/04/2023]  Open
50
Thomasian NM, Kamel IR, Bai HX. Machine intelligence in non-invasive endocrine cancer diagnostics. Nat Rev Endocrinol 2022;18:81-95. [PMID: 34754064 PMCID: PMC8576465 DOI: 10.1038/s41574-021-00543-9] [Citation(s) in RCA: 18] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 07/17/2021] [Indexed: 12/19/2022]
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