转录组
生物
基因
基因表达
神经科学
遗传学
人口
人脑
基因表达谱
计算生物学
疾病
相似性(几何)
基因表达调控
基因组
基因组学
神经影像学
神经活动
表达式(计算机科学)
人类基因组
聚类分析
生物信息学
遗传变异
微阵列
进化生物学
作者
Junjie Qin,Guowei Huang,Jing Zhang,Yin Tian
标识
DOI:10.1109/bibm66473.2025.11357160
摘要
The complexity of Alzheimer's disease (AD) is influenced by population heterogeneity, prompting the study of subtypes through imaging phenotypes. However, the role of neural morphological heterogeneity and the correlated gene expression (CGE) in AD subtypes remains unclear. This study links cortical thickness deviations of AD subtypes with CGE connectivity patterns. Transcriptional activity was measured based on the Allen Human Brain Atlas, and a density-based clustering algorithm identified AD subtypes. Subtype 1 mainly exhibits cortical thinning, while subtype 2 shows cortical thickening. Using whole-brain gene expression data, we found that deviations in transcriptionally connected neighboring regions predicted regional deviations in both subtypes. Gene enrichment analysis revealed that epicenter regions were associated with biological processes like synaptic dysfunction and phosphorylation regulation. Our study establishes associations between CGE connectivity and neural morphological alterations, identifies distinct epicenter regions in AD subtypes, and provides novel insights into how molecular-level gene expression shapes subtype-specific pathology.
科研通智能强力驱动
Strongly Powered by AbleSci AI