Identification of lipid metabolism-related gene markers and construction of a diagnostic model for multiple sclerosis: An integrated analysis by bioinformatics and machine learning - Yang, Fangjie; Li, Xinmin; Wang, Jing; Duan, Zhenfei; Ren, Chunlin; Guo, Pengxue; Kong, Yuting; Bi, Mengyao; Zhang, Yasu (Analytical biochemistry, 2025)
Keywords: arachidonic acid; Bioinformatics; Biomarkers - metabolism; biosynthesis; Computational Biology; Diagnostic model; gene expression; gene expression regulation; genes; Genetic Markers; Humans; isoflavones; Lipid metabolism; Lipid Metabolism - genetics; luteolin; Machine Learning; Molecular Docking Simulation; Multiple sclerosis; Multiple Sclerosis - diagnosis; Multiple Sclerosis - genetics; Multiple Sclerosis - metabolism; neural networks; Neural Networks, Computer; pathogenesis; prediction; Protein Interaction Maps; protein-protein interactions; sclerosis; sphingolipids; steroid hormones; therapeutics; Diagnostic model; Multiple sclerosis; Lipid metabolism; Bioinformatics; Machine learning