Honda Kousei, Awazu Akinori
Graduate School of Integrated Sciences for Life, Hiroshima University, Higashihiroshima, Hiroshima, Japan.
Research Center for the Mathematics on Chromatin Live Dynamics, Hiroshima University, Higashihiroshima, Hiroshima, Japan.
PLoS One. 2025 Mar 18;20(3):e0313733. doi: 10.1371/journal.pone.0313733. eCollection 2025.
Late-onset Alzheimer's disease (AD) is a typical type of dementia for which therapeutic strategies have not yet been established. The database of the Rush Alzheimer's Disease study by the ENCODE consortium contains transcriptome and various epigenome data. Although the Rush AD database may contain a satisfactory amount of data for women, the amount of data for men remains insufficient. Here, based on an analysis of publicly available data from female patients, this study found that AD pathology appears to be nonuniform; AD patients were divided into several groups with differential gene expression patterns, including those related to cognitive function. First, cluster analysis was performed on individuals diagnosed with "No Cognitive Impairment (NCI)," "Mild Cognitive Impairment (MCI)," and "Alzheimer's Disease (AD)" stages in clinical trials using gene expression, and multiple substages were identified across AD progression. The epigenome data, in particular genome-wide H3k4me3 distribution data, also supported the existence of multiple AD substages. However, APOE gene polymorphisms of individuals seemed to not correlate with disease stage. An inference of adjacency networks among substages, evaluated via partition-based graph abstraction using the gene expression profiles of individuals, suggested the possibility of multiple typical disease progression pathways from NCI to different AD substages through various MCI substages. These findings could refine biomarker discovery or inform personalized therapeutic approaches.
迟发性阿尔茨海默病(AD)是一种典型的痴呆症,尚未确立其治疗策略。ENCODE联盟的拉什阿尔茨海默病研究数据库包含转录组和各种表观基因组数据。尽管拉什AD数据库可能包含了足够数量的女性数据,但男性数据量仍然不足。在此,基于对女性患者公开可用数据的分析,本研究发现AD病理学似乎并不一致;AD患者被分为几组,具有不同的基因表达模式,包括与认知功能相关的模式。首先,使用基因表达对临床试验中诊断为“无认知障碍(NCI)”、“轻度认知障碍(MCI)”和“阿尔茨海默病(AD)”阶段的个体进行聚类分析,并在AD进展过程中识别出多个亚阶段。表观基因组数据,特别是全基因组H3k4me3分布数据,也支持了多个AD亚阶段的存在。然而,个体的APOE基因多态性似乎与疾病阶段无关。通过使用个体的基因表达谱基于分区的图抽象评估亚阶段之间的邻接网络,提示了从NCI通过各种MCI亚阶段到不同AD亚阶段的多种典型疾病进展途径的可能性。这些发现可能会完善生物标志物的发现或为个性化治疗方法提供信息。