MOTIVATION
Cold-start drug-target affinity prediction remains challenging because static interaction mechanisms cannot adapt to individual drug-target pairs.
RESULTS
We propose PCIM-DTA, which constructs pair-level interaction representations and derives a pair-specific condition vector from global drug and target fe...
Zi-You Zhou, Min Chen, Wen-Jia Zhou et al.· Bioinformatics· 3 citations
Cell-cell communication is essential for tissue homeostasis and disease-associated microenvironment remodeling. Spatial transcriptomics enables the study of communication events in situ, but single-cell-resolution inference from spot-based data remains challenging because of uncertain cell-to-spot mapping, limited use...
SIGMA-DTA, a similarity-guided adaptive interaction modeling framework for DTA prediction, introduces a similarity-driven routing mechanism that adjusts information propagation under different similarity levels and can model complex drug-target relationships more effectively.
Zi-You Zhou, Min Chen, Wen-Jia Zhou et al.· Journal of Biomedical Inform...· 1 citation
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