Table 3.
Results for 10 Different Systems Showing the Correlations between Enzyme and Cell Activities and the Correlations between Experimental and Predicted Cell Activities
| target | cell |
R2, enzyme vs cell |
R2, enzyme test seta |
R2, training setb |
R2, test seta |
R2, scrambledc |
descriptors tested |
number of compounds |
|---|---|---|---|---|---|---|---|---|
| FPPS | Plasmodium falciparum | 0.06 | 0.01 | 0.77 | 0.74 | 0.16 | 150 | 26 |
| FPPS | Dictyostelium discoideum | 0.49 | 0.46 | 0.70 | 0.70 | 0.07 | 123 | 102 |
| FPPS | Leishmania donovani | 0.55 | 0.47 | 0.87 | 0.80 | 0.11 | 138 | 21 |
| UPPS | Streptococcus pneumoniae | 0.03 | 0.10 | 0.71 | 0.69 | 0.14 | 109 | 27 |
| MurI | Streptococcus pneumoniae | 0.61 | 0.57 | 0.72 | 0.68 | 0.13 | 123 | 42 |
| HCV NS3 Protease | Hu-7 | 0.03 | 0.02 | 0.78 | 0.77 | 0.12 | 142 | 34 |
| HIV-1 integrase | MT4 | 0.12 | 0.04 | 0.69 | 0.64 | 0.13 | 126 | 30 |
| HLG Phosphorylase | rat hepatocytes | 0.55 | 0.48 | 0.71 | 0.74 | 0.19 | 132 | 35 |
| KDR kinase | NIH 3T3 | 0.36 | 0.30 | 0.60 | 0.58 | 0.09 | 117 | 42 |
| Akt Kinase | MiaPaCa-2 (pancreatic cancer) | 0.41 | 0.35 | 0.68 | 0.68 | 0.12 | 80 | 48 |
| average | 0.32 | 0.28 | 0.72 | 0.70 | 0.13 | 124 | 42 |
Correlation obtained from a leave-two-out analysis.
Correlations based on cell activity predictions using a combinatorial descriptor search.
Average correlation obtained from a leave-two-out analysis of 10 sets of scrambled data.