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. 2024 Sep 5;11:1452142. doi: 10.3389/fmolb.2024.1452142

TABLE 5.

Comparison with existing theoretical algorithm.

Method Subcellular Localization S p (%) S n (%) MCC ACC (%)
SVM Exosome 66.92 65.53 0.262 73.37
Cytosol 73.74 64.17 0.306
Cytoplasm 92.15 48.32 0.445
Ribosome 88.47 59.23 0.451
Nucleus 94.11 25.85 0.274
Random Forest Exosome 85.91 75.95 0.550 84.77
Cytosol 85.91 72.85 0.427
Cytoplasm 95.85 76.70 0.604
Ribosome 91.69 68.06 0.557
Nucleus 96.85 48.32 0.553
Xgboost Exosome 96.97 94.44 0.906 90.22
Cytosol 92.31 93.54 0.810
Cytoplasm 92.78 89.47 0.804
Ribosome 91.26 78.13 0.680
Nucleus 93.88 51.35 0.519
LncSTPred Exosome 99.79 99.19 0.989 94.14
Cytosol 99.58 98.39 0.965
Cytoplasm 93.25 75.81 0.684
Ribosome 98.34 99.57 0.885
Nucleus 90.22 58.54 0.606