Meeting Banner
Abstract #3954

A modern machine-learning approach to reveal the role of multiple sclerosis lesions in inducing cortical tissue loss

Constantina Treaba1, Allegra Conti2, Ambica Mehndiratta1, Valeria Barletta1,3, Caterina Mainero1,3, and Nicola Toschi1,2
1Radiology, Massachusetts General Hospital; A. Martinos Center for Biomedical Imaging, Boston, MA, United States, 2Department of Biomedicine and Prevention, University of Rome “Tor Vergata", Rome, Italy, 3Harvard Medical School, Boston, MA, United States

Synopsis

In multiple sclerosis (MS), cortical atrophy could result from extensive axonal transection from distant white matter lesion and/or local cortical demyelination. The destructive potential of MS white matter lesions, however, seem to differ across lesion types, being higher for chronic active lesions detectable on susceptibility weighted images by their characteristic paramagnetic rim. Using 7T MRI that has shown increased sensitivity to cortical lesions and modern machine learning algorithms, we demonstrate that both white matter and cortical lesions are main determinants of cortical thinning. Despite their destructive capacity, chronic active lesions are not major contributors of cortical tissue loss.

How to access this content:

For one year after publication, abstracts and videos are only open to registrants of this annual meeting. Registrants should use their existing login information. Non-registrant access can be purchased via the ISMRM E-Library.

After one year, current ISMRM & ISMRT members get free access to both the abstracts and videos. Non-members and non-registrants must purchase access via the ISMRM E-Library.

After two years, the meeting proceedings (abstracts) are opened to the public and require no login information. Videos remain behind password for access by members, registrants and E-Library customers.

Click here for more information on becoming a member.

Keywords