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Liu Y, Li M, Chen H, Liu W, Hu M, Hu F, Ma L, Hu S, Zhao M, Cao W, Xia X. Diagnostic precision in thyroid-associated ophthalmopathy using multi-center radiomics with 99mTc-DTPA SPECT/CT. Sci Rep 2024; 14:25810. [PMID: 39468140 PMCID: PMC11519562 DOI: 10.1038/s41598-024-76018-4] [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: 04/13/2024] [Accepted: 10/09/2024] [Indexed: 10/30/2024] Open
Abstract
To explore the performance of 99mTc-diethylene triaminepentaacetic acid (DTPA) SPECT/CT texture analysis in evaluating the activity of thyroid-associated ophthalmopathy (TAO) . This retrospective study examined 115 TAO patients from a single institution as an internal cohort and 58 TAO patients from another institution as an external validation set. Patients in the internal cohort were randomly divided into training (n = 81) and internal validation sets (n = 34). Radiomics signatures were constructed with the minimal redundancy maximal relevance and least absolute shrinkage and selection operator algorithms in training set. Multivariate logistic regression analysis was used to develop a clinical model and a combined clinical-radiomics model. Diagnostic performance of models was evaluated using receiver operating characteristic curve analysis, calibration curves and decision curve analysis. Compared with CT and SPECT radiomics models, Rad-scoreSPECT/CT demonstrated the best performance with areas under the receiver operating characteristic curve of 0.94 and 0.91 in the training and test sets, respectively. The combined clinical-radiomics model exhibited significantly better performance in evaluating TAO activity. Our results demonstrate the validity of a multimodal radiomic model of 99mTc-DTPA-SPECT/CT to assess TAO activity. The combined clinical-radiomics model exhibited significantly better diagnostic performance than the clinical model.
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Affiliation(s)
- Yu Liu
- Department of Nuclear Medicine, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, No.1277 Jiefang Avenue, Wuhan, 430022, Hubei, People's Republic of China
- Department of Radiology, Affiliated Renhe Hospital of China Three Gorges University, Yichang, Hubei, People's Republic of China
| | - Mengting Li
- Department of Nuclear Medicine, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, No.1277 Jiefang Avenue, Wuhan, 430022, Hubei, People's Republic of China
- Hubei Province Key Laboratory of Molecular Imaging, Wuhan, People's Republic of China
- Key Laboratory of Biological Targeted Therapy, the Ministry of Education, Wuhan, People's Republic of China
| | - Hong Chen
- Department of Ophthalmology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, People's Republic of China
| | - Wei Liu
- Department of Ophthalmology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, People's Republic of China
| | - Mengmeng Hu
- Department of Nuclear Medicine, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, No.1277 Jiefang Avenue, Wuhan, 430022, Hubei, People's Republic of China
- Hubei Province Key Laboratory of Molecular Imaging, Wuhan, People's Republic of China
- Key Laboratory of Biological Targeted Therapy, the Ministry of Education, Wuhan, People's Republic of China
| | - Fan Hu
- Department of Nuclear Medicine, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, No.1277 Jiefang Avenue, Wuhan, 430022, Hubei, People's Republic of China
- Hubei Province Key Laboratory of Molecular Imaging, Wuhan, People's Republic of China
- Key Laboratory of Biological Targeted Therapy, the Ministry of Education, Wuhan, People's Republic of China
| | - Ling Ma
- Regenerative Medicine Research Center, West China Hospital, Chengdu, People's Republic of China
| | - Shengqing Hu
- Department of Nuclear Medicine, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, No.1277 Jiefang Avenue, Wuhan, 430022, Hubei, People's Republic of China
- Hubei Province Key Laboratory of Molecular Imaging, Wuhan, People's Republic of China
- Key Laboratory of Biological Targeted Therapy, the Ministry of Education, Wuhan, People's Republic of China
| | - Min Zhao
- Department of Nuclear Medicine, The Third Xiangya Hospital, Central South University, No.138 Tongzipo Road, Yuelu District, Changsha, 410013, Hunan, People's Republic of China.
| | - Wei Cao
- Department of Nuclear Medicine, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, No.1277 Jiefang Avenue, Wuhan, 430022, Hubei, People's Republic of China.
- Hubei Province Key Laboratory of Molecular Imaging, Wuhan, People's Republic of China.
- Key Laboratory of Biological Targeted Therapy, the Ministry of Education, Wuhan, People's Republic of China.
| | - Xiaotian Xia
- Department of Nuclear Medicine, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, No.1277 Jiefang Avenue, Wuhan, 430022, Hubei, People's Republic of China.
- Hubei Province Key Laboratory of Molecular Imaging, Wuhan, People's Republic of China.
- Key Laboratory of Biological Targeted Therapy, the Ministry of Education, Wuhan, People's Republic of China.
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Sun L, Peng R, Sun R. New Multi-Parameters Combination of Technetium-99m-Diethylene-Triamine-Pentaacetate Orbital Single-Photon Emission Computed Tomography/Computed Tomography for the Evaluation of Graves' Orbitopathy Activity. Semin Ophthalmol 2024; 39:387-393. [PMID: 38411131 DOI: 10.1080/08820538.2024.2324070] [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: 12/23/2023] [Accepted: 02/22/2024] [Indexed: 02/28/2024]
Abstract
PURPOSE This study investigates the new combined parameters of 99mTc-DTPA orbital single-photon emission computed tomography/computed tomography (SPECT/CT) for the evaluation of Graves' orbitopathy (GO) activity. METHODS A retrospective analysis was performed on 41 patients. All the patients undergone the 99mTc-DTPA orbital SPECT/CT and were categorized into active and inactive group based on the standard combined by the clinical active score (CAS), magnet resonance imaging (MRI) and/or follow-up results. Quantitative parameters of lacrimal gland (LG) including the protruding degree of lacrimal gland herniation (LGH) and uptake ratios (URs) of region of interest (ROI) drawn on lacrimal gland and occipital bone. SPECT/CT reading results were based on visual analysis. Parameters were compared between the two groups and the diagnostic value on discrimination of GO activity was also evaluated. RESULTS All parameters of SPECT/CT for active GO groups were significantly higher than those of the inactive groups (p<.05). There were notable linear positive correlations between the assumption standard and readings as well as combination models 2 and 3 (r = .794, r = .772, r = .760, respectively). ROC analysis indicated that model 2 provided the highest diagnostic performance, exhibiting an area under the curve (AUC) of .947, a sensitivity of 92.7%, and a specificity of 88.6%. CONCLUSIONS The combined use of SPECT/CT reading results and DTPA uptake parameters of LG offers a more objective and precise evaluation of active GO. This study further recommends 99mTc-DTPA SPECT/CT might be serving as a supplementary beneficial approach for CAS in evaluating GO activity.
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Affiliation(s)
- Lixin Sun
- Department of Nuclear Medicine, Beijing Luhe Hospital, Capital Medical University, Beijing, China
| | - Ruchen Peng
- Department of Radiology, Beijing Luhe Hospital, Capital Medical University, Beijing, China
| | - Rongxin Sun
- Department of Endocrinology and Metabolism, Beijing Luhe Hospital, Capital Medical University, Beijing, China
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Zhong P, Yang J, Wang Y, Wei L, Chen L. Thyroid Accumulation of 99m Tc-DTPA in Graves Disease. Clin Nucl Med 2023; 48:e552-e553. [PMID: 37703477 DOI: 10.1097/rlu.0000000000004858] [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: 09/15/2023]
Abstract
ABSTRACT 99m Tc-DTPA dynamic renal scintigraphy for evaluating glomerular filtration rate was performed in a 29-year-old woman with hyperuricemia and Graves disease. Subsequently, 99m Tc-DTPA orbital scintigraphy was conducted to determine the activity of Graves ophthalmopathy. Thyroid accumulation of 99m Tc-DTPA was incidentally identified. This should be cautiously distinguished from 99m Tc-pertechnetate uptake, considering that the salivary glands, oral cavity, and stomach were not visualized. Our case demonstrates that augmentation of blood supply, enhancement of capillary permeability, and accumulation of inflammatory exudate may be involved in the pathological process of Graves disease.
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Affiliation(s)
- Peng Zhong
- From the Departments of Nuclear Medicine
| | | | | | - Li Wei
- Endocrinology and Metabolism, Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, People's Republic of China
| | - Libo Chen
- From the Departments of Nuclear Medicine
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Yao N, Li L, Gao Z, Zhao C, Li Y, Han C, Nan J, Zhu Z, Xiao Y, Zhu F, Zhao M, Zhou W. Deep learning-based diagnosis of disease activity in patients with Graves' orbitopathy using orbital SPECT/CT. Eur J Nucl Med Mol Imaging 2023; 50:3666-3674. [PMID: 37395800 PMCID: PMC10547836 DOI: 10.1007/s00259-023-06312-2] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/02/2023] [Accepted: 06/17/2023] [Indexed: 07/04/2023]
Abstract
PURPOSE Orbital [99mTc]TcDTPA orbital single-photon emission computed tomography (SPECT)/CT is an important method for assessing inflammatory activity in patients with Graves' orbitopathy (GO). However, interpreting the results requires substantial physician workload. We aim to propose an automated method called GO-Net to detect inflammatory activity in patients with GO. MATERIALS AND METHODS GO-Net had two stages: (1) a semantic V-Net segmentation network (SV-Net) that extracts extraocular muscles (EOMs) in orbital CT images and (2) a convolutional neural network (CNN) that uses SPECT/CT images and the segmentation results to classify inflammatory activity. A total of 956 eyes from 478 patients with GO (active: 475; inactive: 481) at Xiangya Hospital of Central South University were investigated. For the segmentation task, five-fold cross-validation with 194 eyes was used for training and internal validation. For the classification task, 80% of the eye data were used for training and internal fivefold cross-validation, and the remaining 20% of the eye data were used for testing. The EOM regions of interest (ROIs) were manually drawn by two readers and reviewed by an experienced physician as ground truth for segmentation GO activity was diagnosed according to clinical activity scores (CASs) and the SPECT/CT images. Furthermore, results are interpreted and visualized using gradient-weighted class activation mapping (Grad-CAM). RESULTS The GO-Net model combining CT, SPECT, and EOM masks achieved a sensitivity of 84.63%, a specificity of 83.87%, and an area under the receiver operating curve (AUC) of 0.89 (p < 0.01) on the test set for distinguishing active and inactive GO. Compared with the CT-only model, the GO-Net model showed superior diagnostic performance. Moreover, Grad-CAM demonstrated that the GO-Net model placed focus on the GO-active regions. For EOM segmentation, our segmentation model achieved a mean intersection over union (IOU) of 0.82. CONCLUSION The proposed Go-Net model accurately detected GO activity and has great potential in the diagnosis of GO.
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Affiliation(s)
- Ni Yao
- School of Computer and Communication Engineering, Zhengzhou University of Light Industry, Zhengzhou, 450002, Henan, China
| | - Longxi Li
- School of Computer and Communication Engineering, Zhengzhou University of Light Industry, Zhengzhou, 450002, Henan, China
| | - Zhengyuan Gao
- School of Biomedical Engineering, Shenzhen University Medical School, Shenzhen University, Shenzhen, 518060, China
| | - Chen Zhao
- Department of Applied Computing, Michigan Technological University, Houghton, MI, USA
| | - Yanting Li
- School of Computer and Communication Engineering, Zhengzhou University of Light Industry, Zhengzhou, 450002, Henan, China
| | - Chuang Han
- School of Computer and Communication Engineering, Zhengzhou University of Light Industry, Zhengzhou, 450002, Henan, China
| | - Jiaofen Nan
- School of Computer and Communication Engineering, Zhengzhou University of Light Industry, Zhengzhou, 450002, Henan, China
| | - Zelin Zhu
- School of Computer and Communication Engineering, Zhengzhou University of Light Industry, Zhengzhou, 450002, Henan, China
| | - Yi Xiao
- Department of Nuclear Medicine, Xiangya Hospital, Central South University, Changsha, China
| | - Fubao Zhu
- School of Computer and Communication Engineering, Zhengzhou University of Light Industry, Zhengzhou, 450002, Henan, China
| | - Min Zhao
- Department of Nuclear Medicine, The Third Xiangya Hospital, Central South University, No. 138, Tongzipo Road, Changsha, 410013, Hunan Province, China.
| | - Weihua Zhou
- Department of Applied Computing, Michigan Technological University, Houghton, MI, USA
- Center for Biocomputing and Digital Health, Institute of Computing and Cybersystems, and Health Research Institute, Michigan Technological University, Houghton, MI, USA
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Jiang C, Deng Z, Huang J, Deng H, Tan J, Li X, Zhao M. Monitoring and Predicting Treatment Response of Extraocular Muscles in Grave's Orbitopathy by 99mTc-DTPA SPECT/CT. Front Med (Lausanne) 2021; 8:791131. [PMID: 34977092 PMCID: PMC8716578 DOI: 10.3389/fmed.2021.791131] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/08/2021] [Accepted: 11/15/2021] [Indexed: 11/30/2022] Open
Abstract
Objective: To investigate single-photon emission computed tomography/computed tomography (SPECT/CT) for assessing inflammation in the extraocular muscles (EOMs) and predicting the therapeutic efficacy of periocular glucocorticoid therapy (PGT) for Grave's ophthalmopathy (GO). Materials and Methods: A total of 412 eyes from 206 patients with GO referred for 99mTc-DTPA orbital SPECT/CT were enrolled. Fourteen age- and gender-matched healthy controls (28 eyes) were included. The thickness and uptake ratio (UR) of four EOMs were derived from SPECT/CT. Eighty-six eyes from patients with GO patients received PGT. Changes in SPECT/CT parameters were evaluated between the pre- and post-treatment. Results: 195 eyes and 217 eyes were classified as active and inactive stages by clinical activity score (CAS). Values of the thickness and UR of each EOM, Tmax, and Umax were all significantly higher in the active GO than in the inactive GO and controls (p < 0.01). Among the 86 eyes (48 GO patients) included in the efficacy analysis, 56 eyes and 30 eyes were classified as responders and non-responders. Values of thicknesses and UR of each EOM, the maximum thickness (Tmax), and the maximum UR (Umax) all dropped following PGT in the responders (p < 0.01). Logistic regression analysis identified the Umax as an independent predictor for the responders (p < 0.01). Moreover, the Umax demonstrated incremental predictive value over clinical characters and CAS, as evidenced by the improved area under the curve (0.85 vs. 0.78) and global chi-square (34.12 vs. 18.1). Conclusion:99mTc-DTPA SPECT/CT has the potential to assess inflammatory activity by detecting the involvement of EOMs in GO. Pre-treatment UR provides independent and incremental values for the prediction of PGT treatment response.
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Affiliation(s)
- Chengzhi Jiang
- Department of Nuclear Medicine, Xiangya Hospital, Central South University, Changsha, China
- Department of PET-CT Center, Hunan Cancer Hospital/The Affiliated Cancer Hospital of Xiangya School of Medicine, Central South University, Changsha, China
| | - Zilong Deng
- Department of Nuclear Medicine, Xiangya Hospital, Central South University, Changsha, China
| | - Jin Huang
- Department of Nuclear Medicine, Xiangya Hospital, Central South University, Changsha, China
| | - Haoyu Deng
- Department of Nuclear Medicine, Xiangya Hospital, Central South University, Changsha, China
| | - Jia Tan
- Department of Ophthalmology, Xiangya Hospital, Central South University, Changsha, China
| | - Xinhui Li
- Department of Nuclear Medicine, Xiangya Hospital, Central South University, Changsha, China
- *Correspondence: Xinhui Li
| | - Min Zhao
- Department of Nuclear Medicine, Xiangya Hospital, Central South University, Changsha, China
- National Clinical Research Center of Geriatric Disorders, Xiangya Hospital, Central South University, Changsha, China
- Min Zhao
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Gontarz-Nowak K, Szychlińska M, Matuszewski W, Stefanowicz-Rutkowska M, Bandurska-Stankiewicz E. Current Knowledge on Graves' Orbitopathy. J Clin Med 2020; 10:E16. [PMID: 33374706 PMCID: PMC7793490 DOI: 10.3390/jcm10010016] [Citation(s) in RCA: 18] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/24/2020] [Revised: 11/14/2020] [Accepted: 12/19/2020] [Indexed: 12/12/2022] Open
Abstract
(1) Background: Graves' orbitopathy (GO) is an autoimmune inflammation of the orbital tissues and the most common extra-thyroid symptom of Graves' disease (GD). Mild cases of GO are often misdiagnosed, which prolongs the diagnostic and therapeutic process, leading to exacerbation of the disease. A severe course of GO may cause permanent vision loss. (2) Methods: The article presents an analysis of GO-its etiopathogenesis, diagnostics, current treatment and potential future therapeutic options based on a review of the currently available literature of the subject. (3) Results: Current treatment of the active GO consists predominantly in intravenous glucocorticoids (GCs) administration in combination with orbital radiotherapy. The growing knowledge on the pathogenesis of the disease has contributed to multiple trials of the use of immunosuppressive drugs and monoclonal antibodies which may be potentially effective in the treatment of GO. Immunosuppressive treatment is not effective in patients in whom a chronic inflammatory process has caused fibrous changes in the orbits. In such cases surgical treatment is performed-including orbital decompression, adipose tissue removal, oculomotor muscle surgery, eyelid alignment and blepharoplasty. (4) Conclusions: Management of GO is difficult and requires interdisciplinary cooperation in endocrinology; ophthalmology, radiation oncology and surgery. The possibilities of undertaking a reliable assessment and comparison of the efficacy and safety of the therapeutic strategies are limited due to the heterogeneity of the available studies conducted mostly on small group of patients, with no comparison with classic systemic steroid therapy. The registration by FDA of Teprotumumab, an IGF1-R antagonist, in January 2020 may be a milestone in future management of active GO. However, many clinical questions require to be investigated first.
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Affiliation(s)
- Katarzyna Gontarz-Nowak
- Clinic of Endocrinology, Diabetology and Internal Medicine, School of Medicine, Collegium Medicum, University of Warmia and Mazury in Olsztyn, 10-957 Olsztyn, Poland; (M.S.); (W.M.); (M.S.-R.); (E.B.-S.)
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