Feasibility of Gadolinium Contrast Reduced Brain MRI: the Potential of Deep Learning
NCT06462924 · Status: WITHDRAWN · Phase: PHASE1 · Type: INTERVENTIONAL
Last updated 2025-02-05
Summary
MRI scans were performed using 3 different 1.5T scanners with an eight-channel head coils. Following a 3D pre-contrast T1w scan, a low-dose contrast-enhanced 3D T1w scan was obtained using 20% (0.02 mmol/kg) of the standard dosage of gadoterate meglumine.
The subjects were immediately administered the remaining 80% (0.08 mmol/kg) of the contrast agent to reach the standard dose of 0.1 mmol/kg, which served as a training ground truth for further quantitative assessment. All three acquisitions were performed during a single imaging session, with no additional gadolinium dose administered above the standard protocol.
Conditions
- Artificial Intelligence
- Deep Learning
Interventions
- DEVICE
-
DeepGad
Using the pre-contrast and low-dose Contrast-Enhanced Magnetic Resonance (CE-MRI) images as input and the true full-dose CE-MRI images as the ground truth. the Cycle GAN deep network (DeepGad), was trained to reconstruct the full-dose CE-MRI images from low-dose CE-MRI images.
Sponsors & Collaborators
-
DeepMeds
lead INDUSTRY
Study Design
- Allocation
- NA
- Purpose
- DIAGNOSTIC
- Masking
- NONE
- Model
- SINGLE_GROUP
Eligibility
- Min Age
- 18 Years
- Max Age
- 80 Years
- Sex
- ALL
- Healthy Volunteers
- Yes
Timeline & Regulatory
- Start
- 2024-08-30
- Primary Completion
- 2024-09-01
- Completion
- 2024-09-15
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