Identification and molecular mechanism of palmitoylation-related biomarkers in obstructive sleep apnea

机制(生物学) 阻塞性睡眠呼吸暂停 棕榈酰化 鉴定(生物学) 医学 计算生物学 睡眠(系统调用) 神经科学 生物信息学 化学 生物 内科学 生物化学 计算机科学 半胱氨酸 哲学 操作系统 认识论 植物
作者
Yiguang Hong,Song Zeng,Xueqian Wang,Wei Kang,Bihua Chen,De Lan,Xuemei Wei
出处
期刊:Frontiers in Neurology [Frontiers Media]
卷期号:16
标识
DOI:10.3389/fneur.2025.1499573
摘要

Palmitoylation influences patients with obstructive sleep apnea (OSA) by modulating amyloid-β production. However, the involvement of palmitoylation-related genes (PRGs) in OSA remains unclear. This study aims to investigate this mechanism using bioinformatics approaches. Datasets GSE38792 and GSE135917 were retrieved from the Gene Expression Omnibus (GEO) database. Differentially expressed PRGs (DE-PRGs) were identified through differential expression analysis and weighted gene co-expression network analysis (WGCNA). Candidate genes were pinpointed using the max cluster centrality method in cytoHubba. Biomarkers were selected through machine learning algorithms, expression profiling, and ROC analysis, with diagnostic potential evaluated using a nomogram. Further insights into the role of biomarkers in OSA were provided through enrichment analysis, molecular regulatory network construction, and drug prediction. HIF1A and PDIA3 emerged as potential biomarkers, with the nomogram showing high predictive accuracy for OSA. Enrichment analysis revealed that HIF1A and PDIA3 were co-enriched in pathways such as "focal adhesion," "olfactory transduction," "RNA degradation," "spliceosome," and "ubiquitin-mediated proteolysis." A lncRNA-miRNA-mRNA regulatory network was constructed, featuring multiple regulatory pairs, including CYTOR-hsa-miR-1-3p-HIF1A and CYTOR-hsa-miR-1-3p-PDIA3. Drug prediction analysis identified potential compounds targeting HIF1A, such as klugine, puupehenone, and isocephaeline. HIF1A and PDIA3 were highlighted as significant potential biomarkers, providing valuable insights into the molecular mechanisms of palmitoylation in OSA and potential therapeutic targets.
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