Combining machine learning with external validation to explore necroptosis and immune response in moyamoya disease.

ABSTRACT: Moyamoya disease (MMD) is a rare chronic vascular disease leads to cognitive impairment and stroke with its etiology unknown. The relationship between necroptosis or necroinflammation and MMD pathogenesis was poorly understood. Differentially expressed necroinflammation and necroptosis related genes (DE-NiNRGs) were selected based on the public gene expression data from Gene Expression Omnibus (GEO) and validated by our self-test data of MMD patients and control group. Functional enrichment analysis, PPI network and multi-factors regulation network construction of DE-NiNRGs were employed to discover the connections between these genes. DE-NiNRGs and immune cells correlation analysis provided evidence for the relationship between DE-NiNRGs and necroinflammation in MMD patients. We then esta

SUBMITTER: Liu Y 

PROVIDER: S-EPMC11823220 | biostudies-literature | 2025 Feb

REPOSITORIES: biostudies-literature