Prediction of Stroke Risk in Patients with Atrial Fibrillation Based on Chest CT Images
NCT06611995 · Status: NOT_YET_RECRUITING · Type: OBSERVATIONAL · Enrollment: 1500
Last updated 2024-09-25
Summary
This study aims to create and assess a deep learning framework for extracting left atrial appendage features in atrial fibrillation patients and combining them with clinical data to predict ischemic stroke risk. Clinical data and chest CT images from patients diagnosed with non-valvular atrial fibrillation will be collected. Patients will be categorized into stroke and non-stroke groups to build a data repository. The dataset will be divided into training and validation sets, with missing data handled and pulmonary vein CTV and virtual non-contrast images annotated. A deep learning model will be used for image segmentation and feature extraction to develop a prediction system.
Conditions
- Atrial Fibrillation (AF)
- Ischemic Stroke
Interventions
- OTHER
-
observational study
Observational study without intervention
Sponsors & Collaborators
-
The Fourth Affiliated Hospital of Zhejiang University School of Medicine
collaborator OTHER -
Taizhou Hospital
collaborator OTHER -
Taizhou Hospital of Zhejiang Province affiliated to Wenzhou Medical University
collaborator OTHER -
Hangzhou Hospital of Traditional Chinese Medicine
collaborator OTHER -
Ningbo Medical Center Lihuili Hospital
collaborator OTHER_GOV -
Sanmen People Hospital
collaborator UNKNOWN -
Zhejiang Rongjun Hospital
collaborator OTHER_GOV -
First Affiliated Hospital of Zhejiang University
lead OTHER
Eligibility
- Sex
- ALL
- Healthy Volunteers
- No
Timeline & Regulatory
- Start
- 2024-09-23
- Primary Completion
- 2026-09-30
- Completion
- 2026-09-30
Countries
- China
Study Locations
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