Abstract
Cognitive impairment in patients with Alzheimer's disease (AD) is associated with reduction in hippocampal volume in magnetic resonance imaging (MRI). However, it is unknown whether hippocampal texture changes in persons with mild cognitive impairment (MCI) that does not have a change in hippocampal volume. We tested the hypothesis that hippocampal texture has association to early cognitive loss beyond that of volumetric changes. The texture marker was trained and evaluated using T1-weighted MRI scans from the Alzheimer's Disease Neuroimaging Initiative (ADNI) database, and subsequently applied to score independent data sets from the Australian Imaging, Biomarker & Lifestyle Flagship Study of Ageing (AIBL) and the Metropolit 1953 Danish Male Birth Cohort (Metropolit). Hippocampal texture was superior to volume reduction as predictor of MCI-to-AD conversion in ADNI (area under the receiver operating characteristic curve [AUC] 0.74 vs 0.67; DeLong test, p = 0.005), and provided even better prognostic results in AIBL (AUC 0.83). Hippocampal texture, but not volume, correlated with Addenbrooke's cognitive examination score (Pearson correlation, r = −0.25, p
| Originalsprog | Engelsk |
|---|---|
| Tidsskrift | Human Brain Mapping |
| Vol/bind | 37 |
| Udgave nummer | 3 |
| Sider (fra-til) | 1148-1161 |
| Antal sider | 14 |
| ISSN | 1097-0193 |
| DOI | |
| Status | Udgivet - 1 mar. 2016 |
Emneord
- biomarker, classification, early diagnosis, hippocampus, image analysis, machine learning, magnetic resonance imaging, mild cognitive impairment