Table 3 AUC and AUPR scores of models on cell-type-specific networks (TF + 500)
From: AnomalGRN: deciphering single-cell gene regulation network with graph anomaly detection
AUC/datasets | hESC | hHEP | mDC | mESC | mHSC-E | mHSC-GM | mHSC-L |
---|---|---|---|---|---|---|---|
scMGATGRN | 0.87 | 0.89 | 0.76 | 0.92 | 0.90 | 0.93 | 0.86 |
scGREAT | 0.89 | 0.91 | 0.81 | 0.94 | 0.93 | 0.93 | 0.88 |
AnomalGRN | 0.99 | 0.99 | 0.98 | 0.96 | 0.98 | 0.98 | 0.98 |
AUPR/datasets | hESC | hHEP | mDC | mESC | mHSC-E | mHSC-GM | mHSC-L |
scMGATGRN | 0.59 | 0.80 | 0.12 | 0.81 | 0.91 | 0.93 | 0.86 |
scGREAT | 0.89 | 0.91 | 0.84 | 0.95 | 0.94 | 0.94 | 0.89 |
AnomalGRN | 0.98 | 0.98 | 0.98 | 0.93 | 0.98 | 0.99 | 0.98 |