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1/44 Early Detection Of Alzheimer’s Disease Based on Cortical Thickness Measurements Master’s Thesis Defence Morten Simoni Spjuth Flemming H Gravesen 27. June – 2006
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2/44 Discussion Pros Automatic Not biased by prior landmarks Observer independent Cons Difficult to evaluate Restricted to thickness analysis No prior knowledge Very few miss-registered (sulci gyri) Similar results as the literature
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3/44 Group Models of Cortical Thickness - Thickness distribution for each point -A statistical representation of cortices -Spatial information retained -Enables group comparisons
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4/44 Average Representation of Cortical Thickness in Young and Healthy Subjects sulci: 2.44mm (std: 0.13) gyri: 3.12mm (std: 0.20) Von Economo (1929) Left
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5/44 Average Representation of Cortical Thickness in mild AD AD:
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6/44 Average Representation of Cortical Thickness in mild AD AD: Young and healthy:
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7/44 Group Differences Mild AD vs. Healthy age-matched Can the thickness differences be related to AD? Comparison to other studies: - Braak & Braak (1991) - O’Brien (2001) - Lerch et.al. (2004) - Thompson et.al. (2003) Lateral viewMedial view
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8/44 Feature reduction - Principal component analysis Feature selection - Separability measure Normalization - Mean thickness removed - Age-matched (atrophy in ageing) Classification of mild AD
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9/44 Results MMSE-score of AD patients: 23.3 (std: 2.6) Segmentation parameters Two additional young and healthy subjects Flemming
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10/44 Investigation of atrophy using PCA
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11/44 Perspectives Investigation of AD-progression: - Longitudinal study - Understanding of the disease - Linear/stepwise progression - Mapping treatment effects Other diseases causing cerebral atrophy: - Frontotemporal dementia - Huntington etc. Clinical use - Complementary to psychological testing
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12/44 Conclusion -Possible to detect AD at an early stage -Statistical model of cortical thickness -Developed method for inter subject comparison -Registration favouring thickness comparisons -Quantitative measure -Observer independent tool -In vivo -Investigation of cortical thickness differences
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