Skip to main content
. Author manuscript; available in PMC: 2024 Apr 9.
Published in final edited form as: J Chem Inf Model. 2023 Sep 22;64(7):2405–2420. doi: 10.1021/acs.jcim.3c01023

Table 10.

Comparison of PLPCA and Other Methods on Datasets Obtained from Gene Expression Omnibus

data set method mean ACC mean macro-REC mean macro-PRE mean macro-F1 macro-AUC
GSE14020 PLPCA 0.8228 0.7240 0.6679 0.6709 0.6811
pLPCA 0.8038 0.7102 0.6564 0.6546 0.6698
RLSDSPCA13 0.8152 0.7219 0.6692 0.6681 0.6790
SDSPCA11,13 0.7876 0.6964 0.6375 0.6354 0.6500
RgLPCA12 0.8123 0.7145 0.6619 0.6612 0.6733
gLSPCA41 0.5399 0.3788 0.4000 0.3415 0.5237
gLPCA12 0.8133 0.7177 0.6649 0.6633 0.6745
PCA42 0.7800 0.6930 0.6346 0.6306 0.6466
GSE39582 PLPCA 0.9960 0.9749 0.9520 0.9603 0.9700
pLPCA 0.9927 0.9732 0.9182 0.9385 0.9609
RLSDSPCA13 0.9959 0.9748 0.9473 0.9573 0.9650
SDSPCA11,13 0.9947 0.9742 0.9742 0.9570 0.9623
RgLPCA12 0.9932 0.9734 0.9182 0.9387 0.9611
gLSPCA41 0.9400 0.5824 0.5614 0.5701 0.6123
gLPCA12 0.9926 0.9731 0.9173 0.9380 0.9608
PCA42 0.9923 0.9730 0.9118 0.9342 0.9600
GSE18842 PLPCA 0.8688 0.8648 0.8864 0.8559 0.8500
pLPCA 0.8171 0.8047 0.8505 0.7831 0.8438
RLSDSPCA13 0.8166 0.8041 0.8542 0.7837 0.8401
SDSPCA11,13 0.8176 0.8052 0.8552 0.7845 0.8449
RgLPCA12 0.8166 0.8043 0.8542 0.7837 0.8452
gLSPCA41 0.6300 0.6188 0.6357 0.6078 0.6210
gLPCA12 0.8183 0.8060 0.8554 0.7856 0.8470
PCA42 0.8185 0.8062 0.8556 0.7859 0.8474
GSE35988 PLPCA 0.7159 0.7640 0.7229 0.6710 0.7111
pLPCA 0.6697 0.7307 0.6824 0.6267 0.6995
RLSDSPCA13 0.7054 0.7589 0.7108 0.6616 0.7105
SDSPCA11,13 0.7009 0.7520 0.7102 0.6550 0.7098
RgLPCA12 0.6864 0.7426 0.6953 0.6434 0.7051
gLSPCA41 0.7050 0.6450 0.6103 0.6136 0.6800
gLPCA12 0.6735 0.7334 0.6888 0.6306 0.7002
PCA42 0.6764 0.7353 0.6900 0.6336 0.7002
GSE29272 PLPCA 0.7925 0.7901 0.8289 0.7814 0.7923
pLPCA 0.6729 0.6672 0.7279 0.6057 0.7591
RLSDSPCA13 0.6738 0.6676 0.7445 0.6038 0.7601
SDSPCA11,13 0.6747 0.6686 0.7412 0.6040 0.7614
RgLPCA12 0.6700 0.6644 0.7277 0.6023 0.7552
gLSPCA41 0.5120 0.5021 0.5555 0.3492 0.5156
gLPCA12 0.6710 0.6653 0.7280 0.6028 0.7587
PCA42 0.6707 0.6649 0.7290 0.6025 0.7585