MKGR integrates region-aware sequence encoding with four protein-centered KGs via graph attention, bridge reconstruction, and pair gating to outperform baselines in cold-start PPI prediction.
D-script translates genome to phenome with sequence-based, structure-aware, genome-scale predictions of protein-protein interactions.Cell Systems, 12(10):969–982.e6, 2021
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MKGR: Multimodal Knowledge-Graph Representation Learning for Cold-Start Protein-Protein Interaction Prediction
MKGR integrates region-aware sequence encoding with four protein-centered KGs via graph attention, bridge reconstruction, and pair gating to outperform baselines in cold-start PPI prediction.