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Abstract #4083

Tractography-informed estimation of local axonal damage in multiple sclerosis

Sara Bosticardo1,2,3,4, Matteo Battocchio1, Mario Alberto Ocampo-Pineda2,3,4, Alessandro Cagol2,3,4,5, Po-Jui Lu2,3,4, Esther Ruberte2,3,4, Nina De Oliveira S. Siebenborn2,3,4,6, Xinjie Chen2,3,4, Lester Melie-Garcia2,3,4, Matthias Weigel2,3,4,7, Ludwig Kappos2,3,4, Jens Kuhle3,4, Alessandro Daducci1, and Cristina Granziera2,3,4
1Diffusion Imaging and Connectivity Estimation (DICE) Lab, Department of Computer Science, University of Verona, Verona, Italy, 2Translational Imaging in Neurology (ThINk) Basel, Department of Biomedical Engineering, University of Basel, Allschwil, Switzerland, 3Multiple Sclerosis Centre, Departments of Neurology, Clinical Research and Biomedicine, University of Basel, Basel, Switzerland, 4Research Center for Clinical Neuroimmunology and Neuroscience Basel (RC2NB), University of Basel, Basel, Switzerland, 5Department of Health Sciences, University of Genova, Genoa, Italy, 6Medical Image Analysis Center (MIAC) and Quantitative Biomedical Imaging Group, Department of Biomedical Engineering, University of Basel, Basel, Switzerland, 7Division of Radiological Physics, Department of Radiology, University Hospital Basel, Basel, Switzerland

Synopsis

Keywords: Multiple Sclerosis, Microstructure

Motivation: Assessing myelin damage in multiple sclerosis (MS) is essential, as it can yield crucial insights into disease mechanisms.

Goal(s): This work provides a novel method to assess myelin damage in MS, offering detailed information that outperforms traditional measures.

Approach: We extended a microstructure-informed tractography framework by adding an ad-hoc compartment that explicitly models potential myelin loss of the fiber tracts affected by lesions.

Results: The estimated myelin loss significantly correlates with motor disability and disease progression, enhancing our understanding of demyelination in MS pathology.

Impact: In this work, we used an innovative method to compute myelin loss, providing insight that a standard myelin-sensitive map couldn’t provide. These values significantly correlate with motor disability and disease progression, enhancing our understanding of MS pathology and treatment effects.

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