Year: 2024
Type: article
Study design: Observational Study
Abstract: -homology Wasserstein distance kernel and spectral clustering yielded clusters with significant differences in whole brain and medial temporal lobe (MTL) volume, thus demonstrating an intrinsic link between whole brain functional topology and brain morphometric structure. These findings demonstrate the importance of MTL in functional connectivity and the efficacy of using TDA-based machine learning methods in network neuroscience and neurodegenerative disease subtyping.
Source: PubMed
Language: English
Subfield: Cognitive Neuroscience
Field: Neuroscience
Domain: Life Sciences
Open Access status: green
Awards: Novel integrative imaging genetics analysis for Alzheimer's disease riskand progression, Alzheimer's Disease Neuroimaging Initiative, G2189010064, G2423387114, G2835601961, G29951154, G3216574877, G4119534169, G4475667458, EFFECTS OF TRAUMATIC BRAIN INJURY (TBI) AND POST TRAUMATIC STRESS DISORDER (PTSD) ON ALZHEIMER'S DISEASE (AD) IN VETERANS USING IMAGING AND BIOMARKERS IN THE AD NEUROIMAGING INITIATIVE (ADNI)", G5850682332, BIGDATA: IA: Collaborative Research: Asynchronous Distributed Machine Learning Framework for Multi-Site Collaborative Brain Big Data Mining, G764699806, G8301434335, G8895907669, G9000039018, G9000091263, G9000122335, G9000183963, G9000222778, Artificial Intelligence Strategies for Alzheimer's Disease Research, Ultrascale Machine Learning to Empower Discovery in Alzheimers Disease Biobanks
OpenAlex ID: W4399317242