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Fusing Ultrasound and Magnetic Resonance Imaging to Intelligently Plan Highly Conformal Ablation Thermal Field for Hepatocellular Carcinoma

Not yet recruiting
Conditions
Hepatocellular Carcinoma
Registration Number
NCT06798194
Lead Sponsor
Chinese PLA General Hospital
Brief Summary

Thermal ablation is an important minimally invasive treatment for hepatocellular carcinoma (HCC), but local tumor progression (LTP) after ablation restricts the efficacy and status of ablation technology and seriously threatens patient survival. Insufficient coverage of thermal field is an important factor on the occurrence of LTP. Current thermal field planning relies on tumor contours and doctor experience, and the safety margin is uniform. Therefore, it cannot cope with the problem of insufficient coverage of thermal field caused by the different invasion capabilities of different tumors and different parts of the same tumor. This project intends to integratively analyze gray-scale ultrasound, contrast-enhanced ultrasound, magnetic resonance imaging and clinical information of HCC through deep canonical correlation analysis; summarize the prior knowledge of LTP risk factors in previous studies and perform conjoint analysis individual case data and common conclusions through knowledge graph; interpretatively predict the LTP risk and the high-risk LTP locations through link prediction; accurately predict the ablation safety margin required for different tumor parts through graph neural network, and achieve highly conformal thermal field planning based on different invasion capabilities to minimize the LTP risk of HCC. The project leverages tumor multi-modal imaging and prior knowledge as the entry point, performs highly conformal planning of the ablation thermal field through artificial intelligence technology, and provides a new method for precise ablation.

Detailed Description

Not available

Recruitment & Eligibility

Status
NOT_YET_RECRUITING
Sex
All
Target Recruitment
300
Inclusion Criteria
  1. Pathologically confirmed primary hepatocellular carcinoma
  2. Undergo curative ablation
  3. With complete clinical information and pre- and post-operative imaging information
Exclusion Criteria
  1. Undergo palliative ablation
  2. Lack of clinical or imaging information
  3. Age less than 18 years

Study & Design

Study Type
OBSERVATIONAL
Study Design
Not specified
Primary Outcome Measures
NameTimeMethod
Local tumor progression2 years

After HCC ablation, tumor recurrence appears around the ablation area

Secondary Outcome Measures
NameTimeMethod
tumor recurrence2 year

Tumor recurrence after HCC ablation

Trial Locations

Locations (1)

Chinese PLA Hospital

🇨🇳

Beijing, China

Chinese PLA Hospital
🇨🇳Beijing, China
Wenzhen Ding
Contact
+86 66939530
923345765@qq.com

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