From: Unified mRNA Subcellular Localization Predictor based on machine learning techniques
Model/Class | Pr | Sn | Acc | Sp | F1 |
---|---|---|---|---|---|
CatBoost | |||||
Cytoplasm | 0.75 | 0.88 | 0.82 | 0.78 | 0.81 |
ER | 0.92 | 0.40 | 0.94 | 1.00 | 0.56 |
ExR | 0.86 | 0.19 | 0.95 | 1.00 | 0.31 |
Mitochondria | 0.98 | 0.90 | 1.00 | 1.00 | 0.93 |
Nucleus | 0.81 | 0.87 | 0.87 | 0.87 | 0.84 |
Avg | 0.86 | 0.65 | 0.92 | 0.93 | 0.69 |
XGBoost | |||||
Cytoplasm | 0.74 | 0.88 | 0.82 | 0.78 | 0.81 |
ER | 0.89 | 0.39 | 0.94 | 1.00 | 0.54 |
ExR | 0.83 | 0.17 | 0.95 | 1.00 | 0.28 |
Mitochondria | 0.97 | 0.90 | 1.00 | 1.00 | 0.93 |
Nucleus | 0.81 | 0.87 | 0.87 | 0.87 | 0.84 |
Avg | 0.85 | 0.64 | 0.91 | 0.93 | 0.68 |
Decision Tree | |||||
Cytoplasm | 0.67 | 0.66 | 0.71 | 0.75 | 0.66 |
ER | 0.33 | 0.34 | 0.87 | 0.93 | 0.34 |
ExR | 0.18 | 0.18 | 0.91 | 0.95 | 0.18 |
Mitochondria | 0.70 | 0.68 | 0.98 | 0.99 | 0.69 |
Nucleus | 0.69 | 0.69 | 0.76 | 0.80 | 0.69 |
Avg | 0.51 | 0.51 | 0.85 | 0.88 | 0.51 |
GNB | |||||
Cytoplasm | 0.64 | 0.20 | 0.61 | 0.92 | 0.30 |
ER | 0.19 | 0.48 | 0.76 | 0.78 | 0.27 |
ExR | 0.20 | 0.34 | 0.89 | 0.92 | 0.25 |
Mitochondria | 0.42 | 0.97 | 0.96 | 0.96 | 0.59 |
Nucleus | 0.57 | 0.68 | 0.68 | 0.67 | 0.62 |
Avg | 0.41 | 0.53 | 0.78 | 0.85 | 0.41 |
MLP | |||||
Cytoplasm | 0.77 | 0.80 | 0.81 | 0.82 | 0.79 |
ER | 0.62 | 0.56 | 0.93 | 0.96 | 0.59 |
ExR | 0.37 | 0.20 | 0.93 | 0.98 | 0.26 |
Mitochondria | 0.96 | 0.87 | 1.00 | 1.00 | 0.91 |
Nucleus | 0.80 | 0.84 | 0.86 | 0.87 | 0.82 |
Avg | 0.71 | 0.65 | 0.91 | 0.93 | 0.67 |
StackEnsemble | |||||
Cytoplasm | 0.79 | 0.86 | 0.84 | 0.83 | 0.82 |
ER | 0.75 | 0.61 | 0.94 | 0.98 | 0.67 |
ExR | 0.56 | 0.25 | 0.95 | 0.99 | 0.35 |
Mitochondria | 0.92 | 0.94 | 1.00 | 1.00 | 0.93 |
Nucleus | 0.83 | 0.85 | 0.87 | 0.89 | 0.84 |
Avg | 0.77 | 0.70 | 0.92 | 0.94 | 0.72 |