NCT07716397

Brief Summary

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.

Trial Health

77
On Track

Trial Health Score

Automated assessment based on enrollment pace, timeline, and geographic reach

Enrollment
1,200

participants targeted

Target at P75+ for all trials

Timeline
30mo left

Started Jan 2026

Typical duration for all trials

Geographic Reach
1 country

1 active site

Status
recruiting

Health score is calculated from publicly available data and should be used for screening purposes only.

Trial Relationships

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Study Timeline

Key milestones and dates

Study Progress19%
Jan 2026Dec 2028

Study Start

First participant enrolled

January 1, 2026

Completed
5 months until next milestone

First Submitted

Initial submission to the registry

May 23, 2026

Completed
2 months until next milestone

First Posted

Study publicly available on registry

July 21, 2026

Completed
2.4 years until next milestone

Primary Completion

Last participant's last visit for primary outcome

December 31, 2028

Expected
Same day until next milestone

Study Completion

Last participant's last visit for all outcomes

December 31, 2028

Last Updated

July 21, 2026

Status Verified

July 1, 2026

Enrollment Period

3 years

First QC Date

May 23, 2026

Last Update Submit

July 20, 2026

Conditions

Keywords

TED

Outcome Measures

Primary Outcomes (3)

  • Diagnostic accuracy (AUC) of the AI model for TED

    using comprehensive clinical diagnosis (Bartley criteria) as the gold standard.

    From enrollment to the end of follow-up at 18 months

  • Classification accuracy of the AI model for distinguishing active versus inactive TED

    From enrollment to the end of follow-up at 18 months

  • Classification accuracy of the AI model for distinguishing mild versus moderate to severe TED

    From enrollment to the end of follow-up at 18 months

Secondary Outcomes (4)

  • Sensitivity, specificity, positive predictive value (PPV), and negative predictive value (NPV) of the AI model.

    From enrollment to the end of follow-up at 18 months

  • Inter-observer agreement (Kappa coefficient) between the AI model and clinical experts.

    From enrollment to the end of follow-up at 18 months

  • Correlation (Pearson/Spearman correlation) between imaging features and pathological indicators .

    From enrollment to the end of follow-up at 18 months

  • Predictive performance of the AI model for treatment response, assessed by comparing baseline and follow-up ultrasound data.

    From enrollment to the end of follow-up at 18 months

Study Arms (2)

TAO

Participants with Thyroid Associated Ophthalmopathy

Diagnostic Test: MRI scan,ocular ultrasound

Normal

healthy individuals without thyroid-associated ophthalmopathy

Diagnostic Test: MRI scan,ocular ultrasound

Interventions

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).

NormalTAO

Eligibility Criteria

Age18 Years - 75 Years
Sexall
Healthy VolunteersYes
Age GroupsAdult (18-64), Older Adult (65+)
Sampling MethodNon-Probability Sample
Study Population

Before initiating the corresponding procedures for the study, all subjects must personally sign the informed consent form approved by the Independent Ethics Committee (IEC)/Institutional Review Board (IRB) and indicate the date.

You may qualify if:

  • 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.

You may not qualify if:

  • 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:

Contact the study team to confirm eligibility.

Sponsors & Collaborators

Study Sites (1)

Shanghai Changzheng Hospital

Shanghai, Huangpu District, 200003, China

RECRUITING

MeSH Terms

Conditions

Graves OphthalmopathyGraves Disease

Condition Hierarchy (Ancestors)

Eye Diseases, HereditaryEye DiseasesExophthalmosOrbital DiseasesGenetic Diseases, InbornCongenital, Hereditary, and Neonatal Diseases and AbnormalitiesGoiterThyroid DiseasesEndocrine System DiseasesHyperthyroidismAutoimmune DiseasesImmune System Diseases

Central Study Contacts

Tuo Li, Vice Professor

CONTACT

Study Design

Study Type
observational
Observational Model
COHORT
Time Perspective
PROSPECTIVE
Target Duration
18 Months
Sponsor Type
OTHER
Responsible Party
PRINCIPAL INVESTIGATOR
PI Title
Deputy Director

Study Record Dates

First Submitted

May 23, 2026

First Posted

July 21, 2026

Study Start

January 1, 2026

Primary Completion (Estimated)

December 31, 2028

Study Completion (Estimated)

December 31, 2028

Last Updated

July 21, 2026

Record last verified: 2026-07

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