Multi-scale Graph Neural Network for early diagnosis of Alzheimer’s disease using genomic, proteomic, and neuroimaging data.
Comparing different biologically inspired algorithms in hyperparameter tuning in GCN, GAN and GraphSAGE models for link prediction in a protein-protein interaction network. 🧬
Identifying hub and bottleneck genes in pancreatic cancer (GSE16515) via differential expression analysis (GEO2R) and PPI network topology (STRING, Cytoscape, DAVID). Found FN1, CCNB1, CDK1 as hub genes and 11 bottleneck genes as candidate biomarkers for pancreatic ductal adenocarcinoma.
Machine Learning-based identification of cervical cancer hub genes using gene expression analysis and protein-protein interaction networks.
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