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Graph former-CL: A novel graph transformer with contrastive learning framework for enhanced drug-drug interaction prediction

Fig 7

Cross-dataset transfer learning performance analysis.

The transfer performance matrix shows accuracy percentages for different source-target dataset combinations, with color coding indicating transfer quality (red: 90-95% excellent, green: 85-90% good). The best transfer is achieved from Deep DDI to Drug Bank (93.21% accuracy). The legend shows that Graph Former-CL maintains consistent performance across different domain characteristics and molecular diversity levels.

Fig 7

doi: https://doi.org/10.1371/journal.pone.0339971.g007