Integrative transcriptomic and regulatory network analysis reveals associations of seven proposed risk genes with immune-related molecular features in Alzheimer's disease

生物 转录组 基因 转录因子 免疫系统 基因调控网络 计算生物学 疾病 遗传学 神经炎症 调节基因 串扰 WRKY蛋白质结构域 小RNA 基因表达调控 信号转导 调节顺序 转录调控 生物途径 生物信息学 基因表达谱 调节性T细胞 电池类型 基因组学 细胞 调节性B细胞 系统生物学
作者
Haimiao Yu,Wei Chang,Dilraba Mahmut,Chao Huang,Biao Zhang
出处
期刊:Journal of Alzheimer's Disease [IOS Press]
卷期号:: 13872877261493169-13872877261493169
标识
DOI:10.1177/13872877261493169
摘要

have been identified, but their associations with the immune microenvironment (IME) remain unclear.ObjectiveThis study investigates associations between these genes and the neuroimmune landscape in AD.MethodsIntegrative transcriptomic and regulatory network analysis was performed using the GSE53697 dataset (9 AD and 8 control samples) from the GEO. Immune cell enrichment scores and pathway activity were evaluated using single-sample Gene Set Enrichment Analysis (ssGSEA), and enriched pathways were identified through Gene Set Enrichment Analysis (GSEA). Upstream regulatory associations were explored by constructing miRNA-mRNA and transcription factor regulatory networks, and correlations between the risk genes and established AD-related genes were assessed using public databases.ResultsAD samples showed immune dysregulation, including reduced dendritic cell ssGSEA scores. All seven risk genes correlated with immune cell subsets and immunomodulatory molecules. Enrichment analysis revealed inflammatory pathways including NF-κB, IL-17, TNF, MAPK, and Notch, suggesting potential links to neuroinflammation and neuronal signaling disruption. Upstream analysis identified 85 miRNAs and several transcription factor motifs annotated to HOXA13, ESRRA, and SNAI1/2/3. Correlation analysis further revealed associations between risk genes and AD-related genes, placing these genes within established AD pathological networks in an exploratory manner.ConclusionsThis exploratory study provides insights into how AD risk genes are associated with the IME and may be linked to neuroinflammatory pathways and neuronal function, providing hypotheses for future studies of immune-genetic crosstalk in AD pathogenesis.
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