Structural and functional connectional fingerprints in mild cognitive impairment and Alzheimer's disease patients.
Regional volume atrophy and functional degeneration are key imaging hallmarks of Alzheimer's disease (AD) in structural and functional magnetic resonance imaging (MRI), respectively. We jointly explored regional volume atrophy and functional connectivity to better characterize neuroimaging data of AD and mild cognitive impairment (MCI). All data were obtained from the Alzheimer's Disease Neuroimaging Initiative (ADNI) database. We compared regional volume atrophy and functional connectivity in 10 subcortical regions using structural MRI and resting-state functional MRI (rs-fMRI). Neuroimaging data of normal controls (NC) (n = 35), MCI (n = 40), and AD (n = 30) were compared. Significant differences of regional volumes and functional connectivity measures between groups were assessed using permutation tests in 10 regions. The regional volume atrophy and functional connectivity of identified regions were used as features for the random forest classifier to distinguish among three groups. The features of the identified regions were also regarded as connectional fingerprints that could distinctively separate a given group from the others. We identified a few regions with distinctive regional atrophy and functional connectivity patterns for NC, MCI, and AD groups. A three label classifier using the information of regional volume atrophy and functional connectivity of identified regions achieved classification accuracy of 53.33% to distinguish among NC, MCI, and AD. We identified distinctive regional atrophy and functional connectivity patterns that could be regarded as a connectional fingerprint.
Department of Electronic, Electrical and Computer Engineering, Sungkyunkwan University, Suwon, Korea.|Center for Neuroscience Imaging Research, Institute for Basic Science (IBS), Suwon, Korea.
Seong-Jin
SJ
Son
Department of Electronic, Electrical and Computer Engineering, Sungkyunkwan University, Suwon, Korea.|Center for Neuroscience Imaging Research, Institute for Basic Science (IBS), Suwon, Korea.
Jonghoon
J
Kim
Center for Neuroscience Imaging Research, Institute for Basic Science (IBS), Suwon, Korea.|School of Electronic and Electrical Engineering, Sungkyunkwan University, Suwon, Korea.
Hyunjin
http://orcid.org/0000-0001-5681-8918
H
Park
D000368:Aged; D000544:Alzheimer Disease / Q000473:pathology*; D001284:Atrophy / Q000473:pathology; D001921:Brain / Q000473:pathology; D060825:Cognitive Dysfunction / Q000473:pathology*; D005260:Female; D006801:Humans; D008279:Magnetic Resonance Imaging / Q000379:methods; D008297:Male; D059906:Neuroimaging / Q000379:methods; D012189:Retrospective Studies