Table 7 UMSLP Comparisons against other tools. “-”: Not reported
From: Unified mRNA Subcellular Localization Predictor based on machine learning techniques
Precision | Recall | Acc | F1Score | ||
|---|---|---|---|---|---|
Location (total sequence) | Method | % | % | % | % |
Cytoplasm (1066) | UMSLP | 76.50 | 88.90 | 83.50 | 82.20 |
mRNALocator | 55.20 | 79.64 | 63.75 | 65.21 | |
mRNALoc | - | 73.26 | 64.55 | - | |
Nucleus (976) | UMSLP | 83.70 | 89.00 | 88.90 | 88.80 |
mRNALocator | 91.40 | 26.13 | 70.19 | 40.64 | |
mRNALoc | - | 50.20 | 69.35 | - | |
ER (241) | UMSLP | 92.60 | 47.10 | 94.60 | 62.40 |
mRNALocator | 100.00 | 9.13 | 91.24 | 16.73 | |
mRNALoc | - | 75.10 | 69.23 | - | |
ExtR(145) | UMSLP | 83.90 | 18.30 | 95.10 | 30.10 |
mRNALocator | 26.38 | 95.86 | 84.23 | 41.37 | |
mRNALoc | - | 81.38 | 58.10 | - | |
Mitochondria (71) | UMSLP | 1.00 | 90.00 | 99.70 | 94.70 |
mRNALocator | 44.36 | 83.10 | 96.56 | 57.84 | |
mRNALoc | - | 87.32 | 96.88 | - | |
Avg(all locals) | UMSLP | 67.54 | 66.66 | 92.36 | 71.64 |
mRNALocator | 63.47 | 58.77 | 81.19 | 44.36 | |
mRNALoc | - | 73.45 | 71.62 | - | |
SubLocEP | 61.70 | 60.10 | 60.10 | 57.80 |