Spatial‐temporal interactions between white matter hyperintensities and multiple pathologies across the Alzheimer's disease continuum

作者：Liang Li, Wei Liu, Yi Zhong, Tengfei Guo, Chenfei Ye, Ting Ma · 发表于：Alzheimer s & Dementia · 年份：2025 · DOI：10.1002/alz.70098 · 被引用次数：6 · 研究领域：Advanced Neuroimaging Techniques and Applications、Functional Brain Connectivity Studies、Dementia and Cognitive Impairment Research

INTRODUCTION: The interactive relationships between Alzheimer's disease (AD) and white matter hyperintensities (WMHs) in multiscale brain structural networks still need to be clarified. METHODS: Based on subjects enrolled from the Alzheimer's Disease Neuroimaging Initiative (ADNI) database, regional WMHs, amyloid beta (Aβ) accumulation, and microstructural changes detected by diffusion weighted imaging (DWI) in multiscale brain networks were modeled by time-evolving graphs; their interactive relationships were further investigated using Granger causality after constructing pseudo-time subject sequences. RESULTS: In up to 86% of the extracted pseudo-time subject sequences, Aβ was determined to be the Granger cause of WMHs in the structural connectivity of the inferior longitudinal fasciculus (ILF). Meanwhile WMHs were significantly correlated with microstructural changes measured by reduced fractional anisotropy in the inferior fronto-occipital fasciculus, ILF, and cingulum, which Granger causality pathways detected in 91%, 94%, and 93% of pseudo-time subject sequences, respectively. DISCUSSION: These findings provide novel insights for understanding the multiscale space-time interactions between WMHs and AD pathologies. HIGHLIGHTS: This study proposed time-evolving graph modeling of heterogeneous disease markers (amyloid beta [Aβ], white matter hyperintensities [WMHs], and microstructural changes of white matter tracts) across the Alzheimer's disease (AD) continuum to investi...