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Updated: Oct 3, 2025

Three-Dimensional Shape Modeling and Analysis of Brain Structures
Published on: November 14, 2019
Deformation-based morphometry identifies deep brain structures protected by ocrelizumab
Zhuang Song1, Anithapriya Krishnan1, Laura Gaetano2
1Personalized Healthcare Imaging, Genentech, Inc., South San Francisco, CA 94080, USA.
Background:
Despite advancements in treatments for multiple sclerosis, insidious disease progression remains an area of unmet medical need, for which atrophy-based biomarkers may help better characterize the progressive biology.
Methods:
We developed and applied a method of longitudinal deformation-based morphometry to provide voxel-level assessments of brain volume changes and identified brain regions that were significantly impacted by disease-modifying therapy.
Results:
Using brain MRI data from two identically designed pivotal trials of relapsing multiple sclerosis (total N = 1483), we identified multiple deep brain regions, including the thalamus and brainstem, where volume loss over time was reduced by ocrelizumab (p < 0.05), a humanized anti-CD20 + monoclonal antibody approved for the treatment of multiple sclerosis. Additionally, identified brainstem shrinkage, as well as brain ventricle expansion, was associated with a greater risk for confirmed disability progression (p < 0.05).
Conclusions:
The identification of deep brain structures has a strong implication for developing new biomarkers of brain atrophy reduction to advance drug development for multiple sclerosis, which has an increasing focus on targeting the progressive biology.
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