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Annonce

11 avril 2019

Deep Learning for Detection of Acute Multiple Sclerosis Lesions without Gadolinium Injection


Catégorie : Doctorant


phD position at CREATIS (Lyon) in deep learning for multiple sclerosis image analysis: segmentation, gan, predition, network interpretation


Keywords

Deep Learning, Multiple Sclerosis, lesions, gadolinium, segmentation, detection, data
generation, GAN


Medical Context and Objectives

Gadolinium (Gd) based contrast agents (GBCA) have been used for decades in clinical MRI explorations and especially to probe the blood brain barrier integrity
(using Gd-enhanced T1-weighted MRI) Recently, Gd deposition within human bones and brain tissue was observed following repeated Gd based contrast agents’ injections [8-9]. As the long-term toxicity of Gd accumulation in brain tissue remains unknown, the development of alternative to Gd-enhanced
MRI is crucial to limit the patients’ exposure to such potential toxicity. This point is especially crucial for multiple sclerosis (MS) patients, for whom Gd-enhanced MRI examination is regularly performed for monitoring of the disease course, and is a critical asset for treatment adjustment [6-7].

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

(c) GdR 720 ISIS - CNRS - 2011-2019.