NTRK1 and cancer: Overall, DeepAlloDriver highlights the strong correlation between protein structure and function as well as the superior ability of EGNNs to predict allosteric driver mutations, and the effectiveness of the server was validated in the cancer drivers RRAS2 and NTRK1.