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. 2023 Nov 10;63(22):7239–7257. doi: 10.1021/acs.jcim.3c00950

Table 5. Performance Comparison of ConsMM, EvoIndMM, and Existing Predictors on the Blind Test Set.

repeated predictor name recall/sen Spe Pre NPV F1 ACC MCC
repeated protein (consisting of 488 proteins with 2593 variants) VEST4 0.9407 0.7541 0.8256 0.9114 0.8794 0.8573 0.7156
PROVEAN 0.8159 0.7368 0.7932 0.7639 0.8044 0.7806 0.5549
LIST-S2 0.8173 0.7170 0.7813 0.7603 0.7989 0.7725 0.5379
gMVP 0.9135 0.6471 0.7621 0.8581 0.8310 0.7944 0.5897
MetaSVM 0.9407 0.6264 0.7570 0.8952 0.8389 0.8002 0.6082
MetaLR 0.9268 0.6264 0.7543 0.8736 0.8317 0.7925 0.5894
M-CAP 0.9596 0.8136 0.8643 0.9421 0.9095 0.8943 0.7896
DEOGEN2 0.9191 0.5876 0.7339 0.8545 0.8161 0.7709 0.5460
InMeRF 0.8954 0.7843 0.8370 0.8584 0.8652 0.8457 0.6875
VARITY 0.8375 0.7921 0.8329 0.7976 0.8352 0.8172 0.6300
MetaRNN 0.8961 0.9974 0.9977 0.8858 0.9442 0.9414 0.8885
MVP 0.9693 0.5789 0.7401 0.9385 0.8394 0.7948 0.6100
ConsMM 0.9296 0.8878 0.9111 0.9106 0.9203 0.9109 0.8196
EvoIndMM 0.9150 0.9617 0.9719 0.8866 0.9426 0.9341 0.8675
nonrepeated protein (consisting of 420 proteins with 3365 variants) VEST4 0.9539 0.7864 0.8028 0.9492 0.8719 0.8663 0.7461
PROVEAN 0.8249 0.7625 0.7600 0.8269 0.7912 0.7923 0.5872
LIST-S2 0.8399 0.6909 0.7125 0.8255 0.7709 0.7620 0.5344
gMVP 0.9221 0.6625 0.7136 0.9032 0.8046 0.7863 0.6005
MetaSVM 0.9402 0.5807 0.6716 0.9141 0.7835 0.7522 0.5523
MetaLR 0.9327 0.6091 0.6851 0.9085 0.7900 0.7634 0.5671
M-CAP 0.9483 0.8540 0.8555 0.9477 0.8995 0.8990 0.8027
DEOGEN2 0.9333 0.5608 0.6596 0.9022 0.7730 0.7385 0.5269
InMeRF 0.9115 0.8295 0.8298 0.9114 0.8688 0.8686 0.7411
VARITY 0.8704 0.8261 0.8203 0.8748 0.8446 0.8473 0.6959
MetaRNN 0.9016 0.9972 0.9966 0.9174 0.9467 0.9516 0.9063
MVP 0.9483 0.5830 0.6746 0.9252 0.7884 0.7572 0.5645
ConsMM 0.9283 0.9364 0.9301 0.9348 0.9292 0.9325 0.8648
EvoIndMM 0.9261 0.9840 0.9851 0.9213 0.9547 0.9532 0.9082