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.
Kegg for taxonomy- based analysis of pathways and genomes.Nucleic Acids Research, 51(D1):D587–D592
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.LG 1years
2026 1verdicts
UNVERDICTED 1representative citing papers
citing papers explorer
-
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.