A multi-task graph deep learning model to predict drugs combination of synergy and sensitivity scores

BMC Bioinformatics

Table 5 The comparison of the MultiComb model’s performance in the ablation study for sensitivity scores

Performance metrics	\(MSE\)		\(RMSE\)		\(MAE\)		\({R}^{2}\)		\({CC}_{p}\)		\({CC}_{s}\)
Performance metrics	Mean	Std	Mean	Std	Mean	Std	Mean	Std	Mean	Std	Mean	Std
Default Model	17.96	1.53	4.23	0.18	3.00	0.10	0.88	0.01	0.94	0.01	0.94	0.01
With attention only	16.66	1.85	4.08	0.22	2.86	0.13	0.89	0.01	0.94	0.01	0.94	0.01
With task relation only	17.76	1.24	4.21	0.15	2.95	0.14	0.88	0.01	0.94	0.01	0.94	0.01
MultiComb	15.59	1.85	3.94	0.23	2.74	0.14	0.90	0.01	0.95	0.01	0.95	0.01

ISSN: 1471-2105