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A non-amputation survival prediction model for patients with chronic limb threatening ischemia was constructed using machine learning algorithms

Construction and verification of a non-amputation survival prediction model for patients with chronic limb threatening ischemia based on machine learning algorithms

Status
Active, not recruiting
Phases
Unknown
Study type
Observational
Source
ChiCTR
Registry ID
ChiCTR2600126315
Enrollment
Unknown
Registered
2026-06-07
Start date
2026-06-15
Completion date
Unknown
Last updated
2026-06-08

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

Conditions

Chronic limb threatening ischemia

Interventions

Modeling Group and Validation Group:None

Sponsors

The First Affiliated Hospital of Nanchang University
Lead Sponsor

Eligibility

Sex/Gender
All
Age
18 Years to No maximum

Inclusion criteria

Inclusion criteria: 1.Patients who meet the CLTI diagnosis in the 2019 Global Vascular Guidelines for the Treatment of Chronic Limb Threatening Ischemia [8], that is, patients with one of the following clinical symptoms or signs: (1) Ischemic rest pain may be accompanied by ankle-brachial index < 0.4 or ankle blood pressure less than 50mmHg or toe blood pressure less than 30mmHg or transcutaneous partial pressure of oxygen less than 30mmHg. (2) Diabetic Foot Ulcer (DFU); (3) Any lower extremity ulcer with a course of more than two weeks; (4) Gangrene involving any part of the lower limbs or feet; 2. The presence of ischemic lesions in the lower extremity arteries (with varying degrees of stenosis and/or occlusion in large and medium arteries such as the abdominal aorta, iliac artery, femoral artery, and popliteal artery) was confirmed through imaging examinations such as Doppler color Doppler ultrasound, CT angiography (CTA), or magnetic resonance angiography (MRA) of the lower extremity arteries.

Exclusion criteria

Exclusion criteria: 1. Acute limb ischemia (symptoms lasting for 2 weeks or less); Lower extremity ischemia caused by other etiologies, including but not limited to traumatic arterial injury, iatrogenic lower extremity ischemia, aneurysms, etc.; 3. Embolic diseases and chronic non-atherosclerotic vascular conditions of the lower extremities, including but not limited to vasculitis, Buerger's disease, radiation arteritis, etc; 4. Patients who have had or are currently suffering from malignant tumors; 5. Patients who have undergone major amputation before admission.

Design outcomes

Primary

MeasureTime frame
Amputation-Free Survival (AFS);

Secondary

MeasureTime frame
The Area Under Curve(AUC);Accuracy?Precision?Recall?F1-Score;

Countries

China

Contacts

Public ContactLing Hua

The First Affiliated Hospital of Nanchang University

251182749@qq.com+86 791 0708 6655

Outcome results

None listed

Source: ChiCTR (via WHO ICTRP) · Data processed: Jun 11, 2026