Abstract
TA is a branch of image processing that seeks to reduce image information by extracting texture descriptors from the image. TA of MR images of anatomic structures in mild AD and aMCI is not well-studied. Our objective was to attempt to find differences among patients with aMCI and mild AD and normal-aging subjects, by using TA applied to the MR images of the CC and the thalami of these groups of subjects. TA was applied to the MR images of 17 patients with aMCI, 16 patients with mild AD, and 16 normal-aging subjects. The TA approach was based on the GLCM. MR images were T1-weighted and were obtained in the sagittal and axial planes. The CC and thalami were manually segmented for each subject, and 44 texture parameters were computed for each of these structures. TA parameters showed differences among the 3 groups for the CC and thalamus. A pair-wise comparison among groups showed differences for AD-control and aMCI-AD for the CC; and for AD-control, aMCI-AD, and aMCI-control for the thalamus. TA is a useful technique to aid in the detection of tissue alterations in MR images of mild AD and aMCI and has the potential to become a helpful tool in the diagnosis and understanding of these pathologies.
Highlights
AND PURPOSE: TA is a branch of image processing that seeks to reduce image information by extracting texture descriptors from the image
MCI is a widely used term for cognitive problems that do not fulfill the criteria for dementia
MCI is usually classified as aMCI and nonamnestic
Summary
Our objective was to attempt to find differences among patients with aMCI and mild AD and normal-aging subjects, by using TA applied to the MR images of the CC and the thalami of these groups of subjects. Given that the texture of various brain regions and structures is different, the objective of this work was to apply the TA technique to specific brain structures in MR images, in an attempt to differentiate patients with AD, those with MCI, and healthy subjects. Our aim was to see if any of these parameters showed differences among the groups
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