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Breaking the Limits of Manual Interpretation: Constructing a Precise Diagnostic Model for Cartilage Injury in Knee Osteoarthritis Based on 5.0T MRI and Multimodal Deep Learning

Breaking the Limits of Manual Interpretation: Constructing a Precise Diagnostic Model for Cartilage Injury in Knee Osteoarthritis Based on 5.0T MRI and Multimodal Deep Learning

Status
Active, not recruiting
Phases
Unknown
Study type
Observational
Source
ChiCTR
Registry ID
ChiCTR2500107424
Enrollment
Unknown
Registered
2025-08-11
Start date
2025-08-11
Completion date
Unknown
Last updated
2025-08-18

For informational purposes only — not medical advice. Sourced from public registries and may not reflect the latest updates. Terms

Conditions

knee osteoarthritis

Interventions

Gold Standard:Diagnostic criteria for knee osteoarthritis in the Chinese Guidelines for the Diagnosis and Treatment of Osteoarthritis (2024 Edition): 1. Recurrent knee pain within the past month
2. Age >50 years
3. Morning stiffness <=30 minutes
4. Crepitus (palpable or audible) on joint movement
5. Radiographs (standing or weight-bearing) showing joint-space narrowing, subchondral bone sclerosis or cystic changes, and/or osteophyte formation at joint margins. Diagnosis is confirmed when crite
Index test:Cartilage injury grading: To satisfy clinical diagnostic needs, ensure grading consistency, and maintain deep-learning stability, all MRI scans were classified into three grades: grade 0 (n
grade 1 (mild defect, WORMS 2, 3, 4)
and grade 2 (severe defect, WORMS 2.5, 5, 6).

Sponsors

The Second Affiliated Hospital of Xi’An Jiaotong University
Lead Sponsor

Eligibility

Sex/Gender
All

Inclusion criteria

Inclusion criteria: 1. Age greater than 50 years old, less than 80 years old; 2. Meet the diagnostic criteria for knee osteoarthritis formulated in the Chinese Guidelines for the Diagnosis and Treatment of Osteoarthritis (2024 Edition); 3. X-ray examination K-L grade is 0-III. grade; 4. Voluntarily undergo MRI examination of the knee joint and sign the informed consent form.

Exclusion criteria

Exclusion criteria: 1. Inability to undergo MRI examination due to absolute contraindications; 2. History of severe knee trauma or surgery; 3. History of intra-articular knee injection in the past 3 months; 4. Knee arthritis caused by other causes (such as rheumatoid arthritis, traumatic arthritis, tuberculous arthritis, septic arthritis, gouty arthritis, etc.).

Design outcomes

Primary

MeasureTime frame
Area Under Curve of the model for distinguishing the severity of cartilage Injury;

Countries

China

Contacts

Public ContactLi Xinghua

The Second Affiliated Hospital of Xi’An Jiaotong University

lixinghua2020@xjtu.edu.cn+86 151 2927 4990

Outcome results

None listed

Source: ChiCTR (via WHO ICTRP) · Data processed: Feb 4, 2026