PathMoG improves multi-omics cancer survival prediction by reorganizing data into pathway modules, conditioning representations with a hierarchical modulation module, and applying dual-level attention, yielding consistent gains over baselines on 10 TCGA cohorts.
Prior knowledge-guided multilevel graph neural network model for cancer survival prediction from multi-omics data.Briefings in Bioinformatics, 25(3):bbae184, 2024
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PathMoG: A Pathway-Centric Modular Graph Neural Network for Multi-Omics Survival Prediction
PathMoG improves multi-omics cancer survival prediction by reorganizing data into pathway modules, conditioning representations with a hierarchical modulation module, and applying dual-level attention, yielding consistent gains over baselines on 10 TCGA cohorts.