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. 2022 Jan 5;13(3):816–833. doi: 10.1039/d1sc05180f

Comparison results of the proposed MGNN and GAT on the ToxCast dataset (regression).

Model Proteins Compounds MSE CI r m 2 index
GraphDTA MCNN GAT 0.215 (0.007) 0.843 (0.005) 0.330 (0.007)
MGraphDTA MCNN MGNN 0.176 (0.007) 0.902 (0.005) 0.430 (0.006)