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. 2023 Feb 10;39(2):btad085. doi: 10.1093/bioinformatics/btad085

Table 4.

Results of molecule side effects caused by drug–drug interactions

Dataset Method Feature ROC-AUC PRC-AUC AP@k
TWOSIDES MLP (Rogers and Hahn, 2010) Multimodal 0.826 0.812 0.735 (@50)
Node2Vec (Grover and Leskovec, 2016) Multimodal 0.907 0.889 0.830 (@50)
SumGNN (Yu et al., 2021) Multimodal 0.949 0.934 0.888 (@50)
M2REMAP(base) Chemical 0.901 0.912 0.897 (@50)
M2REMAP Chemical 0.986 0.978 0.993 (@50)
FAERS2021 M2REMAP(base) Chemical 0.912 0.897 0.858 (@3)
M2REMAP Chemical 0.987 0.985 0.975 (@3)
SIDER-FAERS (cross-year) M2REMAP(base) Chemical 0.835 0.776 0.597 (@3)
M2REMAP Chemical 0.912 0.907 0.859 (@3)