A brain signature highly predictive of future progression to Alzheimer's dementia
Dansereau, Christian, Tam, Angela, Badhwar, AmanPreet, Urchs, Sebastian, Orban, Pierre, Rosa-Neto, Pedro, Bellec, Pierre
Early prognosis of Alzheimer's dementia is hard. Mild cognitive impairment (MCI) typically precedes Alzheimer's dementia, yet only a fraction of MCI individuals will progress to dementia, even when screened using biomarkers. We propose here to identify a subset of individuals who share a common brain signature highly predictive of oncoming dementia. This signature was composed of brain atrophy and functional dysconnectivity and discovered using a machine learning model in patients suffering from dementia. The model recognized the same brain signature in MCI individuals, 90% of which progressed to dementia within three years. This result is a marked improvement on the state-of-the-art in prognostic precision, while the brain signature still identified 47% of all MCI progressors. We thus discovered a sizable MCI subpopulation which represents an excellent recruitment target for clinical trials at the prodromal stage of Alzheimer's disease.
Mar-2-2018
- Country:
- North America
- Canada > Quebec
- Montreal (0.15)
- United States > California (0.46)
- Canada > Quebec
- North America
- Genre:
- Research Report
- Experimental Study (1.00)
- New Finding (1.00)
- Research Report
- Industry:
- Health & Medicine > Therapeutic Area > Neurology
- Alzheimer's Disease (1.00)
- Dementia (1.00)
- Health & Medicine > Therapeutic Area > Neurology
- Technology: