Table 1.
Full-length RNA Inputs |
Fixed-length Inputs (4 kb) |
5Mer Inputs |
|||||||
---|---|---|---|---|---|---|---|---|---|
Dataset | Compartment | RNATrackerseq | NoLSTM | RNATrackerseq | NoAttention | Seq+Struct | Seq×Struct | DNN-5Mer | NN-5Mer |
CeFra-Seq | Cytosol | 0.705 | 0.676 | 0.685 | 0.625 | 0.666 | 0.652 | 0.637 | 0.558 |
Insoluble | 0.641 | 0.626 | 0.619 | 0.557 | 0.604 | 0.591 | 0.552 | 0.478 | |
Membrane | 0.540 | 0.509 | 0.469 | 0.306 | 0.451 | 0.409 | 0.421 | 0.384 | |
Nuclear | 0.542 | 0.515 | 0.502 | 0.379 | 0.475 | 0.449 | 0.485 | 0.432 | |
APEX-RIP | ER | 0.626 | 0.554 | 0.485 | 0.150 | 0.469 | 0.394 | 0.407 | 0.368 |
Mitocondria | 0.482 | 0.449 | 0.423 | 0.139 | 0.376 | 0.320 | 0.292 | 0.224 | |
Cytosol | 0.561 | 0.522 | 0.501 | 0.259 | 0.493 | 0.423 | 0.446 | 0.363 | |
Nuclear | 0.456 | 0.402 | 0.397 | 0.235 | 0.384 | 0.338 | 0.332 | 0.238 |
Note: NoLSTM and NoAttention are the two ablation tests without the bidirectional LSTM or the attention module.