Radiomics Analysis of Focal Liver Lesions Based on Contrast-Enhanced Ultrasound Imaging
- Conditions
- Contrast-enhanced UltrasoundFocal Liver Lesions
- Registration Number
- NCT04682886
- Lead Sponsor
- Ping Liang
- Brief Summary
Contrast-enhanced ultrasound (CEUS) substantially improves the potential of ultrasound (US) for the identification and characterization of focal liver lesions (FLLs). Compared to contrasted-enhanced MRI and CT, it has some unique advantages, such as the absence of ionizing radiation, and easy operability and repeatability. However, the efficacy of CEUS in diagnosing liver lesions is challenged by several factors including being highly dependent on doctor's experience, low signal-to-noise ratio, and low interobserver agreement. Therefore, it is a beneficial attempt to construct an intelligent CEUS diagnosis system using digital information technology. This study aims to collect standard data of CEUS cines recordings and develop deep learning model for accurate segmentation, detection and classification of liver lesions.
- Detailed Description
Not available
Recruitment & Eligibility
- Status
- RECRUITING
- Sex
- All
- Target Recruitment
- 5000
- patients with a solid liver tumor visible during routine ultrasound and received CEUS.
- disease history and standard of reference of the lesions can be acquired
- hypersensitivity for ultrasound contrast media
- pregnant or lactating patients
- previously treated lesions or local relapse from previously treated lesions
- diffuse tumors
Study & Design
- Study Type
- OBSERVATIONAL
- Study Design
- Not specified
- Primary Outcome Measures
Name Time Method specificity through study completion, an average of 7 year diagnosis specificity of intelligent CEUS analysis
AUC value through study completion, an average of 7 year Area under the receiver operating characteristic (ROC) curve (AUC)
sensitivity through study completion, an average of 3 year diagnosis sensitivity of intelligent ultrasound analysis
- Secondary Outcome Measures
Name Time Method
Trial Locations
- Locations (1)
Chinese PLA General Hospital
🇨🇳Beijing, Beijing, China