Screening, Classification, and Outcome Prediction Ensemble Using Orbital MRI for Thyroid Eye Disease: The TED SCOPE National Multicenter Registry Study (TED-SCOPE-MR)
Construction and Optimization of a Multimodal Orbital MRI-AI Model and Its Application in Thyroid Eye Disease: A National Multicenter Registry Study
The goal of this observational study is to prospectively validate the efficacy of an AI multimodal model constructed based on multi - sequence orbital MRI in the diagnosis, activity and severity assessment, and prognosis prediction of thyroid - associated ophthalmopathy (TAO) in real - world clinical scenarios. The main questions it aims to answer are:
Can AI models accurately assess the presence, activity, and severity of Thyroid-Associated Orbitopathy (TAO)? Can AI models predict the prognosis of TAO? Researchers will compare the diagnostic accuracy of the AI model for TAO patients and healthy subjects to evaluate its diagnostic performance.
Participants will undergo a standardized, study - specific multimodal orbital MRI scan (sequences include T1WI, T2WI, STIR, and research sequences such as Magic, IDEAL - IQ, DWI, ASL, CEST). And will systematically acquire ocular ultrasound images from TED patients (active and inactive stages), non-TED ophthalmic disease controls, and healthy volunteers. AI-driven deep learning techniques (convolutional neural networks) will be applied to achieve automatic segmentation of key structures (extraocular muscles, optic nerve, lacrimal gland, and retrobulbar soft tissue). High-throughput radiomic features encompassing morphological parameters and gray-level texture patterns will be extracted. Machine learning algorithms will then be employed to construct objective prediction models for TED screening and activity staging, with MRI findings and CAS scores serving as the reference standards for external validation.
Descripción general del estudio
Estado
Estado
Condiciones
Condiciones
Intervención / Tratamiento
Intervención / Tratamiento
Tipo de estudio
Tipo de estudio
Inscripción (Estimado)
Inscripción
Contactos y Ubicaciones
Estudio Contacto
Estudio Contacto
- Nombre: Tuo Li, Vice Professor
- Número de teléfono: +86-13918507887
- Correo electrónico: zoe_leeto@hotmail.com
Ubicaciones de estudio
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Huangpu District
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Shanghai, Huangpu District, Porcelana, 200003
- Reclutamiento
- Shanghai Changzheng Hospital
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Investigador principal:
- Tuo Li, MD
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Investigador principal:
- Yongquan Shi, MD
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Contacto:
- Tuo Li, MD
- Número de teléfono: +86-13918507887
- Correo electrónico: zoe_leeto@hotmail.com
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Contacto:
- Wei-yi Zhou, MD
- Número de teléfono: +86-18689756502
- Correo electrónico: weiyizhou@smmu.edu.cn
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Sub-Investigador:
- Jian Zhou, MD
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Sub-Investigador:
- Weiyi Zhou, MD
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Sub-Investigador:
- Jingmin Feng, MD
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Sub-Investigador:
- Xiaoyun Feng, MD
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Sub-Investigador:
- Lianqun Wu, MD
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Criterios de participación
Criterio de elegibilidad
Criterio de elegibilidad
Edades elegibles para estudiar
- Adulto
- Adulto Mayor
Acepta Voluntarios Saludables
Método de muestreo
Población de estudio
Descripción
Inclusion Criteria:
TAO patient group
Age between 18 and 75 years old, regardless of gender.
Patients with thyroid eye disease who meet the disease staging and grading criteria specified in diagnostic guidelines such as those of Bartley, CAS, and EUGOGO.
The patient has planned or received thyroid-related treatment, and the condition is relatively stable.
- Voluntarily participate in this study and sign the informed consent form.
Control group:
① Healthy volunteers matched with the TAO group in terms of age and gender.
② Voluntarily participate in this study and sign the informed consent form.
Exclusion Criteria:
TAO patient group:
Pregnant or lactating women.
Patients with other orbital lesions.
③ Having contraindications for MRI examination (such as non - compatible metal implants in the body, claustrophobia, etc.).
④ The patient has previously received orbital radiotherapy or orbital surgery (except for patients who need to collect tissue specimens).
⑤ Comorbid with other severe systemic diseases (such as uncontrolled heart failure, liver and kidney failure) or mental illnesses, and unable to cooperate to complete the study.
⑥ Participated in other clinical trials that may interfere with the results of this study within 3 months.
Control group:
Same as the exclusion criteria 1 - 6 for the TAO patient group
Plan de estudios
¿Cómo está diseñado el estudio?
Detalles de diseño
Número de grupos/cohortes
Cohortes e Intervenciones
Grupo / CohorteGrupo / Cohorte |
Intervención / TratamientoIntervención / Tratamiento |
|---|---|
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TAO
Participants with Thyroid Associated Ophthalmopathy
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Participants will undergo a standardized, study - specific multimodal orbital MRI scan (sequences include T1WI, T2WI, STIR, and research sequences such as Magic, IDEAL - IQ, DWI, ASL, CEST).
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Normal
healthy individuals without thyroid-associated ophthalmopathy
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Participants will undergo a standardized, study - specific multimodal orbital MRI scan (sequences include T1WI, T2WI, STIR, and research sequences such as Magic, IDEAL - IQ, DWI, ASL, CEST).
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¿Qué mide el estudio?
Medidas de resultado primarias
Medidas de resultado primarias
Medida de resultado |
Medida Descripción |
Periodo de tiempo |
|---|---|---|
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Diagnostic accuracy (AUC) of the AI model for TED
Periodo de tiempo: From enrollment to the end of follow-up at 18 months
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using comprehensive clinical diagnosis (Bartley criteria) as the gold standard.
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From enrollment to the end of follow-up at 18 months
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Classification accuracy of the AI model for distinguishing active versus inactive TED
Periodo de tiempo: From enrollment to the end of follow-up at 18 months
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From enrollment to the end of follow-up at 18 months
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Classification accuracy of the AI model for distinguishing mild versus moderate to severe TED
Periodo de tiempo: From enrollment to the end of follow-up at 18 months
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From enrollment to the end of follow-up at 18 months
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Medidas de resultado secundarias
Medidas de resultado secundarias
Medida de resultado |
Periodo de tiempo |
|---|---|
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Sensitivity, specificity, positive predictive value (PPV), and negative predictive value (NPV) of the AI model.
Periodo de tiempo: From enrollment to the end of follow-up at 18 months
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From enrollment to the end of follow-up at 18 months
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Inter-observer agreement (Kappa coefficient) between the AI model and clinical experts.
Periodo de tiempo: From enrollment to the end of follow-up at 18 months
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From enrollment to the end of follow-up at 18 months
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Correlation (Pearson/Spearman correlation) between imaging features and pathological indicators .
Periodo de tiempo: From enrollment to the end of follow-up at 18 months
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From enrollment to the end of follow-up at 18 months
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Predictive performance of the AI model for treatment response, assessed by comparing baseline and follow-up ultrasound data.
Periodo de tiempo: From enrollment to the end of follow-up at 18 months
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From enrollment to the end of follow-up at 18 months
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Colaboradores e Investigadores
Patrocinador
Patrocinador
Fechas de registro del estudio
Fechas importantes del estudio
Inicio del estudio (Actual)
Inicio del estudio
Finalización primaria (Estimado)
Finalización primaria
Finalización del estudio (Estimado)
Finalización del estudio
Fechas de registro del estudio
Enviado por primera vez
Enviado por primera vez
Primero enviado que cumplió con los criterios de control de calidad
Primero enviado que cumplió con los criterios de control de calidad
Publicado por primera vez (Actual)
Publicado por primera vez
Actualizaciones de registros de estudio
Última actualización publicada (Actual)
Última actualización publicada
Última actualización enviada que cumplió con los criterios de control de calidad
Última actualización enviada que cumplió con los criterios de control de calidad
Última verificación
Última verificación
Más información
Términos relacionados con este estudio
Palabras clave
Términos MeSH relevantes adicionales
- Enfermedades del sistema endocrino
- Enfermedades Genéticas Congénitas
- Enfermedades autoinmunes
- Enfermedades del sistema inmunológico
- Enfermedades de los ojos
- Enfermedades De Los Ojos Hereditarias
- Exoftalmos
- Enfermedades Orbitales
- Coto
- Hipertiroidismo
- Enfermedades de la tiroides
- Enfermedades y anomalías congénitas, hereditarias y neonatales
- Oftalmopatía de Graves
- La enfermedad de Graves
Otros números de identificación del estudio
Otros números de identificación del estudio
- TED-SCOPE-MR
Plan de datos de participantes individuales (IPD)
¿Planea compartir datos de participantes individuales (IPD)?
Información sobre medicamentos y dispositivos, documentos del estudio
Estudia un producto farmacéutico regulado por la FDA de EE. UU.
Estudia un producto de dispositivo regulado por la FDA de EE. UU.
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