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Connectivity between MS lesion density and cortical thickness Keith Worsley Arnaud Charil Jason Lerch Department of Mathematics and Statistics, McConnell Brain Imaging Centre, Montreal Neurological Institute, McGill University
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Connectivity Measured by the correlation between data at pairs of voxels: Voxel 2 Voxel 1 + + + + + + Activation only Voxel 2 Voxel 1 + + + + + + Correlation only
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Method 1: ‘Seed’ Friston et al. (19??): Pick one voxel, then find all others that are correlated with it: Problem: how to pick the ‘seed’ voxel?
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Method 2: Iterated ‘seed’ Problem: how to find the rest of the connectivity network? Hampson et al., (2002): Find significant correlations, use them as new seeds, iterate.
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Method 3: All correlations Problem: how to find isolated parts of the connectivity network? Cao & Worsley (1998): find all correlations (!)
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Practical details Find threshold first, using random field theory Keep only correlations > threshold Then keep only local maxima i.e. cor(voxel 1, voxel 2 ) > cor(voxel 1, neighbours of voxel 2 ), > cor(neighbours of voxel 1, voxel 2 ),
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MS lesions and cortical thickness (Arnaud et al., 2004) N = 425 mild MS patients Lesion density, smoothed 10mm Cortical thickness, smoothed 20mm Hypothesis: increased lesion density in white matter -> thinner cortex in connected grey matter Find connectivity i.e. find voxels in 3D, nodes in 2D with high cor(lesion density, cortical thickness)
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01020304050607080 1.5 2 2.5 3 3.5 4 4.5 5 5.5 Average lesion volume Average cortical thickness n=425 subjects, correlation = -0.56826
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threshold
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What would be really nice: Use DTI fibre tracking data to get a measure of probability of connection between each point in WM and each point on the cortical surface Huge fibre tracking problem: –Seeds at every voxel! –Repeat over subjects? –How to combine subjects? Plot correlation vs. probability of connection - should be a positive relationship …
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Dinner: meet in Hilton Coffee Shop, 6 p.m.
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