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. 2012 Oct 8;7(10):e46688. doi: 10.1371/journal.pone.0046688

Table 5. Binary classification performance of four different tools for single amino acid substitutions in human and non-human proteins.

Human dataset Non-human dataset
Tool Threshold Balanced accuracy Sensitivity Specificity No prediction Balanced accuracy Sensitivity Specificity No prediction
PROVEAN −2.282 78.75 78.39 79.11 0 77.75 80.22 75.27 0
Mutation Assessor 0.800 68.57 96.54 40.59 317 (0.55%) 69.15 93.17 45.13 732 (2.39%)
1.900 78.15 85.29 71.02 74.23 81.30 67.16
SIFT 0.050 76.99 85.03 68.95 1147 (1.99%) 78.36 87.45 69.27 1539 (5.03%)
PolyPhen-2 0.432 75.56 88.68 62.45 2279 (3.95%) 76.79 87.77 65.81 1499 (4.90%)

“Balanced accuracy” is a simple average of sensitivity and specificity, that is, (sensitivity+specificity)/2. The “No prediction” column shows the number of variants for which the tool fails to provide a prediction.