Table 1 Top 30 ranked compounds for leukaemia: the table shows the highest ranked compounds along with their predicted targets and the scores for the predicted targets (Target score).
Rank | Bioinformatics score | Cheminformatics score | Compound name | Retrospective validation for leukaemia | Retrospective validation for other cancers | Selected for experimental validation | Target 1 name | Target 1 score | Target 1 disease score | Target 2 name | Target 2 score | Target 2 disease score | Target 3 name | Target 3 score | Target 3 disease score | Target 4 name | Target 4 score | Target 4 disease score | Target 5 name | Target 5 score | Target 5 disease score | Target 6 name | Target 6 score | Target 6 disease score | Target 7 name | Target 7 score | Target 7 disease score |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1 | − 0.81 | 23 | Podophyllotoxin | *76 | EDNRB | 26 | 30 | EDNRA | 21 | 11 | F3 | 20 | 40 | PDE11A | 13 | 3 | FKBP1A | 13 | 12 | CYP3A4 | 10 | 44 | NR3C1 | 9 | 22 | ||
2 | − 0.79 | 15 | Leflunomide | *77 | MTTP | 21 | 2 | APOB | 19 | 20 | DHODH | 16 | 0 | ATF1 | 14 | 2 | TRPV1 | 13 | 12 | NFKB1 | 13 | 46 | RAF1 | 12 | 22 | ||
3 | − 0.79 | 16 | Colchicine | *78 | TUBB1 | 37 | 3 | F3 | 8 | 40 | STS | 5 | 24 | BDKRB1 | 2 | 11 | ALK | 2 | 2 | ||||||||
4 | − 0.79 | 5 | Terazosin | * | EHMT2 | 20 | 18 | CCR4 | 18 | 3 | ADRA1B | 18 | 4 | ADRA1A | 15 | 3 | EHMT1 | 14 | 0 | UBE2N | 14 | 0 | PDPK1 | 8 | 9 | ||
5 | − 0.78 | 7 | Prenylamine | *79 | ADRB2 | 18 | 9 | CASR | 16 | 2 | ADRB3 | 13 | 3 | ADRB1 | 12 | 6 | C3AR1 | 9 | 7 | CAPN2 | 8 | 17 | SSTR2 | 8 | 2 | ||
6 | − 0.78 | 21 | Trimethylcolchicinic acid | *80 | TUBB1 | 23 | 3 | STS | 14 | 24 | DRD1 | 8 | 0 | F3 | 7 | 40 | ALK | 6 | 2 | ABCC1 | 6 | 57 | ACHE | 5 | 18 | ||
7 | − 0.78 | 29 | Etoposide | *81 | NCOA3 | 30 | 100 | F3 | 23 | 40 | NCOA1 | 20 | 16 | RORC | 15 | 0 | TOP1 | 13 | 17 | SLC5A1 | 12 | 0 | |||||
8 | − 0.78 | 14 | Mebendazole | *21 | TEK | 30 | 14 | RAF1 | 20 | 22 | KDR | 17 | 25 | F9 | 10 | 0 | GRB7 | 6 | 14 | CHEK2 | 6 | 22 | ITK | 5 | 3 | ||
9 | − 0.78 | 5 | Adenosine phosphate | *82 | RSEL | 99 | 3 | IMPDH1 | 91 | 4 | P2RY2 | 87 | 12 | P2RY1 | 70 | 0 | P2RX1 | 69 | 0 | AHCY | 68 | 12 | |||||
10 | − 0.78 | 5 | Cefoperazone | SLC22A8 | 72 | 9 | SLC22A6 | 66 | 7 | CMA1 | 44 | 3 | ELANE | 35 | 0 | PGF | 15 | 5 | |||||||||
11 | − 0.77 | 2 | Thioridazine | *18 | HRH1 | 34 | 0 | DRD1 | 24 | 0 | DRD2 | 23 | 3 | CHRM5 | 20 | 6 | DRD3 | 18 | 0 | CHRM4 | 18 | 3 | HRH2 | 18 | 0 | ||
12 | − 0.77 | 14 | Nocodazole | *83 | TEK | 36 | 14 | KDR | 21 | 25 | STK33 | 17 | 3 | ITK | 15 | 3 | F9 | 13 | 0 | RAF1 | 12 | 22 | ABL1 | 9 | 32 | ||
13 | − 0.77 | 4 | Tetryzoline | ADRA2A | 27 | 4 | ADRA2B | 24 | 7 | NISCH | 23 | 0 | ADRA2C | 23 | 3 | BDKRB1 | 21 | 11 | DRD1 | 12 | 0 | ADRA1A | 12 | 3 | |||
14 | − 0.77 | 20 | Wortmannin | *20 | PIK3CA | 72 | 11 | MTOR | 58 | 23 | MYLK | 18 | 17 | ABCB1 | 10 | 63 | SOAT2 | 10 | 3 | CYP19A1 | 9 | 23 | ADCY1 | 9 | 4 | ||
15 | − 0.77 | 15 | Tretinoin | *84 | RARG | 65 | 11 | RARB | 65 | 28 | RXRA | 64 | 12 | RARA | 59 | 20 | RXRG | 53 | 11 | RXRB | 53 | 8 | RBP4 | 49 | 11 | ||
16 | − 0.77 | 46 | Genistein | *85 | ALDH2 | 40 | 15 | ESR2 | 25 | 16 | ESR1 | 23 | 100 | TOP2A | 20 | 100 | XDH | 15 | 17 | CYP1A1 | 15 | 38 | CYP1B1 | 15 | 36 | ||
17 | − 0.76 | 15 | Ly-294002 | *86 | PRKDC | 68 | 18 | PIK3CA | 38 | 11 | PIK3CB | 32 | 6 | PIK3CD | 26 | 24 | PIK3CG | 25 | 18 | PIK3C2B | 14 | 3 | MTOR | 11 | 23 | ||
18 | − 0.76 | 4 | Proxymetacaine | * | UBE2N | 11 | 0 | HTR4 | 10 | 0 | P2RY12 | 6 | 0 | PDGFRA | 1 | 4 | BCHE | 1 | 18 | CHRM4 | 1 | 3 | MBTPS1 | 1 | 3 | ||
19 | − 0.76 | 9 | Sulfapyridine | *87 | NTRK1 | 7 | 5 | CYP2C18 | 6 | 10 | GRM4 | 6 | 0 | EDNRA | 6 | 11 | HTR6 | 4 | 0 | EDNRB | 4 | 30 | PIK3C3 | 3 | 7 | ||
20 | − 0.75 | 22 | Fenbendazole | *31 | * | TEK | 27 | 14 | AURKB | 11 | 21 | RAF1 | 11 | 22 | KDR | 10 | 25 | AURKA | 8 | 13 | ITK | 7 | 3 | MCL1 | 5 | 56 | |
21 | − 0.75 | 4 | Mephentermine | CASR | 12 | 2 | GHSR | 10 | 4 | ADRB2 | 8 | 9 | ADRB1 | 6 | 6 | ADRB3 | 5 | 3 | TACR3 | 2 | 3 | CCKBR | 2 | 3 | |||
22 | − 0.75 | 5 | Dobutamine | ADRB2 | 32 | 9 | ADRB1 | 31 | 6 | ADRB3 | 30 | 3 | PGF | 5 | 5 | OPRD1 | 5 | 0 | OPRM1 | 4 | 4 | KISS1R | 4 | 11 | |||
23 | − 0.75 | 11 | Clenbuterol | ADRB2 | 27 | 9 | ADRB1 | 27 | 6 | ADRB3 | 18 | 3 | BACE1 | 3 | 8 | CTSD | 1 | 25 | IGF1R | 0 | 16 | CYP2D6 | -1 | 11 | |||
24 | − 0.75 | 2 | Thioridazine (rep) | *18 | HRH1 | 34 | 0 | DRD1 | 24 | 0 | DRD2 | 23 | 3 | CHRM5 | 20 | 6 | DRD3 | 18 | 0 | CHRM4 | 18 | 3 | HRH2 | 18 | 0 | ||
25 | − 0.75 | 15 | Ly-294002 (rep) | *86 | PRKDC | 68 | 18 | PIK3CA | 38 | 11 | PIK3CB | 32 | 6 | PIK3CD | 26 | 24 | PIK3CG | 25 | 18 | PIK3C2B | 14 | 3 | MTOR | 11 | 23 | ||
26 | − 0.75 | 8 | Trichostatin a | *88 | HDAC6 | 28 | 3 | HDAC10 | 25 | 3 | HDAC1 | 24 | 17 | HDAC8 | 23 | 3 | HDAC2 | 23 | 9 | HDAC9 | 23 | 11 | HDAC11 | 22 | 7 | ||
27 | − 0.74 | 2 | Remoxipride | *89 | DRD2 | 28 | 3 | DRD3 | 10 | 0 | UTS2R | 9 | 0 | HCRTR1 | 9 | 7 | HCRTR2 | 9 | 0 | HTR4 | 7 | 0 | |||||
28 | − 0.74 | 5 | Nadide | IMPDH1 | 105 | 4 | P2RY2 | 90 | 12 | RSEL | 86 | 3 | GAPDH | 77 | 18 | P2RX1 | 74 | 0 | P2RY1 | 70 | 0 | P2RY4 | 66 | 0 | |||
29 | − 0.74 | 4 | Terfedine | *26 | TACR2 | 28 | 3 | NPY2R | 22 | 7 | HRH1 | 18 | 0 | CHRM3 | 11 | 2 | KCNH2 | 11 | 10 | NPC1L1 | 10 | 0 | CCR5 | 10 | 5 | ||
30 | − 0.74 | 27 | Ouabain | *y26 | KLF5 | 39 | 0 | NR3C1 | 37 | 22 | ATP12A | 30 | 0 | SHBG | 28 | 7 | STAT3 | 24 | 42 | FGF2 | 23 | 16 | FGF1 | 23 | 100 |