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Wang SR, Zhu PS, Li J, Chen M, Cao CL, Shi LN, Li WX. Study on diagnosing thyroid nodules of ACR TI-RADS 4-5 with multimodal ultrasound radiomics technology. JOURNAL OF CLINICAL ULTRASOUND : JCU 2024; 52:274-283. [PMID: 38105371 DOI: 10.1002/jcu.23625] [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: 09/21/2023] [Revised: 11/17/2023] [Accepted: 11/21/2023] [Indexed: 12/19/2023]
Abstract
BACKGROUND Explore the feasibility of using the multimodal ultrasound (US) radiomics technology to diagnose American College of Radiology (ACR) Thyroid Imaging Reporting and Data System (TI-RADS) 4-5 thyroid nodules. METHOD This study prospectively collected the clinical characteristics, conventional, and US elastography images of 100 patients diagnosed with ACR TI-RADS 4-5 nodules from May 2022 to 2023. Independent risk factors for malignant thyroid nodules were extracted and screened using methods such as the least absolute shrinkage and selection operator (LASSO) logistic regression (LR) model, and a multimodal US radiomics combined diagnostic model was established. Using a multifactorial LR analysis and a Rad-score rating, the predictive performance was validated and evaluated, and the final threshold range was determined to assess the clinical net benefit of the model. RESULTS In the training set, the US radiomics combined predictive model area under curve (AUC = 0.928) had higher diagnostic performance compared with clinical characteristics (AUC = 0.779), conventional US (AUC = 0.794), and US elastography model (AUC = 0.852). In the validation set, the multimodal US radiomics combined diagnostic model (AUC = 0.829) also had higher diagnostic performance compared with clinical characteristics (AUC = 0.799), conventional US (AUC = 0.802), and US elastography model (AUC = 0.718). CONCLUSION Multi-modal US radiomics technology can effectively diagnose thyroid nodules of ACR TI-RADS 4-5, and the combination of radiomics signature and conventional US features can further improve the diagnostic performance.
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Affiliation(s)
- Si-Rui Wang
- NHC Key Laboratory of Prevention and Treatment of Central Asia High Incidence Diseases, First Affiliated Hospital of Shihezi University, Shihezi, Xin Jiang, China
- The Ultrasound Diagnosis Department, First Affiliated Hospital of Shihezi University, Shihezi, Xin Jiang, China
| | - Pei-Shan Zhu
- NHC Key Laboratory of Prevention and Treatment of Central Asia High Incidence Diseases, First Affiliated Hospital of Shihezi University, Shihezi, Xin Jiang, China
- The Ultrasound Diagnosis Department, First Affiliated Hospital of Shihezi University, Shihezi, Xin Jiang, China
| | - Jun Li
- NHC Key Laboratory of Prevention and Treatment of Central Asia High Incidence Diseases, First Affiliated Hospital of Shihezi University, Shihezi, Xin Jiang, China
- The Ultrasound Diagnosis Department, First Affiliated Hospital of Shihezi University, Shihezi, Xin Jiang, China
| | - Ming Chen
- The Ultrasound Diagnosis Department, First Affiliated Hospital of Shihezi University, Shihezi, Xin Jiang, China
| | - Chun-Li Cao
- The Ultrasound Diagnosis Department, First Affiliated Hospital of Shihezi University, Shihezi, Xin Jiang, China
| | - Li-Nan Shi
- NHC Key Laboratory of Prevention and Treatment of Central Asia High Incidence Diseases, First Affiliated Hospital of Shihezi University, Shihezi, Xin Jiang, China
- The Ultrasound Diagnosis Department, First Affiliated Hospital of Shihezi University, Shihezi, Xin Jiang, China
| | - Wen-Xiao Li
- NHC Key Laboratory of Prevention and Treatment of Central Asia High Incidence Diseases, First Affiliated Hospital of Shihezi University, Shihezi, Xin Jiang, China
- The Ultrasound Diagnosis Department, First Affiliated Hospital of Shihezi University, Shihezi, Xin Jiang, China
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Whitmer D, Phay JE, Holt S, O’Donnell B, Nguyen J, Joseph D, Chi A, Wu S, Hao Y, Huang J, Klopper JP, Kloos RT, Kennedy GC, Shin J. Risk of malignancy in cytologically indeterminate thyroid nodules harboring thyroid stimulating hormone receptor mutations. Front Endocrinol (Lausanne) 2022; 13:1073592. [PMID: 36619548 PMCID: PMC9815553 DOI: 10.3389/fendo.2022.1073592] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/18/2022] [Accepted: 12/09/2022] [Indexed: 12/24/2022] Open
Abstract
OBJECTIVES To evaluate the frequency and risk of malignancy of TSHRpI568T mutations discovered in indeterminate thyroid nodules (ITN) within the Veracyte CLIA laboratory undergoing Afirma® Genomic Sequencing Classifier (GSC) testing, and to evaluate a broader cohort of TSHR variants and their categorization as Afirma GSC benign (GSC-B) or suspicious (GSC-S). Finally, we seek to assess the risk of malignancy (ROM) of this group of TSHR mutated ITN in the GSC-S category. METHODS ITN submitted to Veracyte for Afirma GSC testing between October 2017 and February 2022 were analyzed for TSHR variants and rates of GSC-B and GSC-S were calculated based upon BIII or IV cytology, by TSHR variant codon amino acid (AA) substitution, age, and gender. For GSC-S samples, surgical pathology reports were requested, and the rate of malignancy was calculated. RESULTS Five percent of the ITN samples harbored an isolated TSHR variant and 5% of those were classified as GSC-S. Among TSHRpI568T samples, 96% were GSC-B and of the GSC-S samples, 21% were malignant. Among an unselected group of TSHR, absent TSHRpI568T mutations, 16.3% of GSC-S samples were malignant, all but one with codon mutations in the transmembrane subdomains of the TSHR. This prompted a dedicated evaluation of transmembrane codons which revealed a malignancy rate of 10.7% among GSC-S nodules. In total, 13/85 (15.3%) TSHR mutated ITN with Afirma GSC-S results were found to be malignant. CONCLUSIONS TSHR variants are rare in ITN, and most are categorized as benign under Afirma GSC testing which carries a < 4% risk of malignancy. For GSC-S ITN with TSHR mutations, the risk of malignancy is ≥= 15%, which is clinically meaningful and may alter treatment or monitoring recommendations for patients.
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Affiliation(s)
- Dorota Whitmer
- Department of Endocrinology, Endocrinology and Metabolism Institute, Cleveland Clinic, Cleveland, OH, United States
- *Correspondence: Dorota Whitmer,
| | - John E. Phay
- Department of Surgery, The James Comprehensive Cancer Center, The Ohio State University, Columbus, OH, United States
| | - Shelby Holt
- Department of Surgery, UT Southwestern Medical Center, Dallas, TX, United States
| | - Benjamin O’Donnell
- Wexner Medical Center, The Ohio State University, Columbus, OH, United States
| | - Jay Nguyen
- Lake Cumberland Regional Hospital, Somerset, KY, United States
| | - Dennis Joseph
- Endocrinology Center of Lake Cumberland, Somerset, KY, United States
| | - Anthony Chi
- Department of Pathology, Mid-Atlantic Permanente Medical Group, Rockville, MD, United States
| | - Shuyang Wu
- 8Department of Research and Development, Veracyte, South San Francisco, CA, United States
| | - Yangyang Hao
- 8Department of Research and Development, Veracyte, South San Francisco, CA, United States
| | - Jing Huang
- 8Department of Research and Development, Veracyte, South San Francisco, CA, United States
| | - Joshua P. Klopper
- Department of Medical Affairs, Veracyte, South San Francisco, CA, United States
| | - Richard T. Kloos
- Department of Medical Affairs, Veracyte, South San Francisco, CA, United States
| | - Giulia C. Kennedy
- 8Department of Research and Development, Veracyte, South San Francisco, CA, United States
- Department of Medical Affairs, Veracyte, South San Francisco, CA, United States
- Department of Clinical Affairs, Veracyte, South San Francisco, CA, United States
| | - Joyce Shin
- Department of Endocrine Surgery, Endocrinology and Metabolism Institute, Cleveland Clinic, Cleveland, OH, United States
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