Figure 1

Figure 2

Figure 3

Figure 4

Figure 5

Figure 6

Figure 7

Figure 8

Figure 9

Figure 10

Figure 11

Scheme 1

Figure 12

PIC50 values of studied compounds
| N° | X 1 | X 2 | pIC50 | N° | X 1 | X 2 | pIC50 |
|---|---|---|---|---|---|---|---|
| 1* |
|
| 5.06 | 23 | — |
| 5.59 |
| 2 | — |
| 5.12 | 24 | — |
| 4.12 |
| 3 | — |
| 5.30 | 25 | — |
| 5.02 |
| 4* | — |
| 5.05 | 26* | — |
| 5.02 |
| 5 | — |
| 4.62 | 27 |
|
| 5.27 |
| 6* | — |
| 4.67 | 28 | — |
| 5.35 |
| 7 | — |
| 4.64 | 29 | — |
| 5.65 |
| 8* |
|
| 5.16 | 30 | — |
| 5.50 |
| 9 | — |
| 5.27 | 31 | — |
| 4.23 |
| 10 | — |
| 5.51 | 32 | — |
| 4.31 |
| 11* | — |
| 5.19 | 33 | — |
| 4.55 |
| 12 | — |
| 4.54 | 34 |
|
| 5.26 |
| 13 | — |
| 4.85 | 35* | — |
| 5.42 |
| 14 | — |
| 4.57 | 36 | — |
| 5.39 |
| 15 |
|
| 5.15 | 37 | — |
| 5.29 |
| 16 | — |
| 5.47 | 38 | — |
| 4.48 |
| 17 | — |
| 5.72 | 39 |
|
| |
| 5.08 | |||||||
| 18 | — |
| 5.36 | 40 | — |
| 5.75 |
| 19 | — |
| 4.65 | 41 | — |
| 5.61 |
| 20 |
|
| 5.62 | 42 | — |
| 5.24 |
| 21 | — |
| 5.73 | 43 | — |
| 4.96 |
| 22 | — |
| 5.95 |
Newly designed molecules and their predicted pIC50
| N° | Compounds | Predicted pIC50 | N° | Compounds | Predicted pIC50 |
|---|---|---|---|---|---|
| 22 |
| 5.80 | M3 |
| 6.42 |
| M1 |
| 6.76 | M4 |
| 6.14 |
| M2 |
| 6.65 |
Result of the Y-randomization test
| Iteration | CoMSIA | Iteration | CoMSIA | ||
|---|---|---|---|---|---|
|
|
|
|
| ||
| 1 | 0.234 | 0.367 | 4 | 0.345 | 0.356 |
| 2 | 0.453 | 0.543 | 5 | −0.052 | 0.121 |
| 3 | −0.234 | 0.053 | 6 | 0.123 | 0.321 |
2D view of the binding conformation for the newly designed compounds (M1, M2, M3, and M4) and compound 22 with the target tubulin–colchicine complex (PDB ID: 4O2B)
| N° | 2D view | N° | 2D view |
|---|---|---|---|
| 22 |
| M1 |
|
| STRM2 |
| M3 |
|
| M4 |
| ||
Reactions for the synthesis of compound M1
|
|
Electronic descriptors for the proposed compounds
| N° | Global properties (eV) | ||||||
|---|---|---|---|---|---|---|---|
| E LUMO | E HOMO | µ |
| χ |
| ∆E gap | |
| M1 | −2.3886 | −5.5268 | −3.9577 | 1.5610 | 3.9577 | 4.7436 | 3.1382 |
| M2 | −2.1840 | −5.2444 | −3.7142 | 1.5302 | 3.7142 | 4.5076 | 3.0604 |
| M3 | −2.4756 | −5.2085 | −3.8420 | 1.3664 | 3.8420 | 5.4014 | 2.7329 |
| M4 | −2.4337 | −5.2403 | −3.8370 | 1.4033 | 3.8370 | 5.2456 | 2.8066 |
| 22 | −2.1739 | −5.5301 | −3.8520 | 1.6781 | 3.8520 | 4.4210 | 3.3562 |
ADMET prediction of the most potent (C22) and the newly designed
| Model | Compounds | ||||||
|---|---|---|---|---|---|---|---|
| 22 | M1 | M2 | M3 | M4 | |||
| (A) | |||||||
| Intestinal absorption (human) | 83.90 | 89.95 | 98.42 | 86.70 | 87.23 | ||
| (D) | |||||||
| VDss (human) | 0.35 | 0. 46 | 0. 49 | 0. 56 | 0. 52 | ||
| BBB (logBB) | −0.984 | −1.08 | −1.41 | −1.28 | −1.45 | ||
| (M) | |||||||
| Inhibition (CYP) | 2C19 | + | + | + | + | + | |
| 2D6 | − | − | − | — | − | ||
| 3A4 | + | + | + | + | + | ||
| 2C9 | + | + | + | + | + | ||
| 1A2 | − | − | − | − | − | ||
| Substrate (CYP) | 3A4 | + | + | + | + | + | |
| 2D6 | − | − | − | − | − | ||
| (E) | |||||||
| Clearance | 0.62 | 0.40 | 0.45 | 0.65 | 0.66 | ||
| (T) | |||||||
| AMES toxicity | − | − | − | − | − | ||
Binding free energies of predicted compounds (kJ/mol)
| Ligands | |||
|---|---|---|---|
| Energy (kJ/mol) | M1 | M2 | |
| ΔE MM | Van der Waal | −151.658 ±38.652 | −187.563±32.693 |
| Electrostatic | −29.702 ± 41.002 | −51.128 ± 30.186 | |
| ΔG Sol | Polar solvation | 98.050 ± 33.839 | 152.559 ± 68.591 |
| ΔG SASA | −18.464 ± 3.421 | −22.222 ± 3.487 | |
| Binding (ΔG bind) | −101.775 ± 26.749 | −108.355 ± 77.540 | |
The results obtained
| Model | R 2 | Q 2 | F | S CV |
| N | Fraction | ||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| Ster | Acc | Elec | Hyd | Don | |||||||
| CoMSIA | 0.97 | 0.84 | 224.65 | 0.09 | 0.91 | 5 | 0.06 | 0.54 | 0.09 | 0.20 | 0.11 |
Experimental and predicted values
| N° | pIC50 | CoMSIA predicted | N° | pIC50 | CoMSIA predicted |
|---|---|---|---|---|---|
| 1* | 5.06 | 5.01 | 23 | 5.59 | 5.75 |
| 2 | 5.12 | 5.07 | 24 | 4.12 | 4.4 |
| 3 | 5.30 | 5.25 | 25 | 5.02 | 5.22 |
| 4* | 5.05 | 5.15 | 26* | 5.02 | 5.15 |
| 5 | 4.62 | 4.86 | 27 | 5.27 | 5.12 |
| 6* | 4.67 | 4.79 | 28 | 5.35 | 5.45 |
| 7 | 4.64 | 4.74 | 29 | 5.65 | 5.62 |
| 8* | 5.16 | 5.20 | 30 | 5.50 | 5.63 |
| 9 | 5.27 | 5.18 | 31 | 4.23 | 4.50 |
| 10 | 5.51 | 5.47 | 32 | 4.31 | 4.49 |
| 11* | 5.19 | 5.08 | 33 | 4.55 | 4.85 |
| 12 | 4.54 | 4.81 | 34 | 5.26 | 5.27 |
| 13 | 4.85 | 4.91 | 35* | 5.42 | 5.37 |
| 14 | 4.57 | 4.70 | 36 | 5.39 | 5.43 |
| 15 | 5.15 | 5.20 | 37 | 5.29 | 5.42 |
| 16 | 5.47 | 5.40 | 38 | 4.48 | 4.71 |
| 17* | 5.72 | 5.60 | 39 | 5.08 | 5.33 |
| 18 | 5.36 | 5.48 | 40 | 5.75 | 5.62 |
| 19 | 4.65 | 4.76 | 41 | 5.61 | 5.75 |
| 20 | 5.62 | 5.72 | 42 | 5.24 | 5.13 |
| 21 | 5.73 | 5.65 | 43 | 4.96 | 5.01 |
| 22 | 5.95 | 5.85 | |||
Interaction types and total score of the newly designed compounds (M1, M2, M3, and M4) and compound 22 with the target tubulin–colchicine complex
| N° | Types of interactions | Total score | ||
|---|---|---|---|---|
| Carbon H-bond, Pi-DHB, conventional hydrogen bond | Pi-sigma, amide-Pi stacked, Pi-sulfur, Pi-cation | Pi-alkyl, alkyl | ||
| 22 | Asn349, Asn350 | Asn258 | Leu248, Cys241 | 3.45 |
| M1 | Asn167, Asn258, Tyr202, Ala317, Lys352, Thr353, Ala354 | Leu242, Val238, Leu255, Lys254 | Leu252, Ala250, Leu255, Ala354 | 6.53 |
| M2 | Gly237, Val238 ,Lys352 , Asn258 | Lys254 | Leu255, Cys241, Ile318, Ala250, Lys352 | 5.74 |
| M3 | Gln247, Asn249, Asn350, VaL238 | Leu248, Met259 | Ala316, Gys241, Leu248 | 4.43 |
| M4 | Thr353, Gln247, Asp251 | Leu255, Lys254 | Ala250, Lys352 | 3.67 |