Table 5.
All events |
Alternatively spliced |
|||
---|---|---|---|---|
Model | Acceptor n = 172 940 | Donor n = 175 000 | Acceptor n = 22 564 | Donor n = 25 865 |
MaxEntScan | 0.080 | 0.195 | −0.105 | 0.038 |
Independent | 0.389 (±0.003) | 0.438 (±0.005) | 0.187 (±0.003) | 0.208 (±0.009) |
Comm-net | 0.421 (±0.007) | 0.552 (±0.001) | 0.229 (±0.003) | 0.372 (±0.008) |
LSTM | 0.614 (±0.005) | 0.628 (±0.003) | 0.430 (±0.006) | 0.453 (±0.005) |
Resnet + LSTM | 0.612 (±0.006) | 0.618 (±0.004) | 0.420 (±0.007) | 0.448 (±0.004) |
Note: The coefficient of determination is computed using the class prior (uniform distribution over alternative splice sites) as baseline. For COSSMO, R2 is computed as the average of five cross-validation folds with standard errors given in parentheses. The right columns show loss only for those events that contain two or more annotated splice sites.