Table 1.
No. | CAS | Name | Experimental −log IGC50 |
Predicted −log IGC50 | ||||
---|---|---|---|---|---|---|---|---|
MLR | Residual | RBFNN | Residual | Set | ||||
Group 1. Compounds with the functional group −NO2. | ||||||||
1 * | 619-25-0 | 3-Nitrobenzyl alcohol | −0.22 | 0.58 | 0.80 | 0.01 | 0.23 | T |
2 | 91-23-6 | 2-Nitroanisole | −0.07 | 0.22 | 0.29 | 0.00 | 0.07 | A |
3 | 99-09-2 | 3-Nitroaniline | 0.03 | 0.46 | 0.43 | 0.34 | 0.31 | B |
4 | 88-74-4 | 2-Nitroaniline | 0.08 | 0.43 | 0.35 | 0.35 | 0.27 | C |
5 | 99-61-6 | 3-Nitrobenzaldehyde | 0.11 | 0.27 | 0.16 | 0.16 | 0.05 | D |
6 * | 98-95-3 | Nitrobenzene | 0.14 | 0.31 | 0.17 | −0.10 | −0.24 | T |
7 | 552-89-6 | 2-Nitrobenzaldehyde | 0.17 | 0.25 | 0.08 | 0.19 | 0.02 | A |
8 | 555-16-8 | 4-Nitrobenzaldehyde | 0.2 | 0.38 | 0.18 | 0.16 | −0.04 | B |
9 | 88-72-2 | 2-Nitrotoluene | 0.26 | 0.48 | 0.22 | 0.32 | 0.06 | C |
10 | 704-13-2 | 3-Hydroxy-4-nitrobenzaldehyde | 0.27 | 0.57 | 0.30 | 0.39 | 0.12 | D |
11 * | 121-89-1 | 30-Nitroacetophenone | 0.32 | 0.47 | 0.15 | −0.02 | −0.34 | T |
12 | 42454-06-8 | 5-Hydroxy-2-nitrobenzaldehyde | 0.33 | 0.54 | 0.21 | 0.42 | 0.09 | A |
13 | 89-62-3 | 4-Methyl-2-nitroaniline | 0.37 | 0.62 | 0.25 | 0.55 | 0.18 | B |
14 | 619-50-1 | Methyl-4-nitrobenzoate | 0.39 | 0.70 | 0.31 | 0.46 | 0.07 | C |
15 | 99-08-1 | 3-Nitrotoluene | 0.42 | 0.53 | 0.11 | 0.43 | 0.01 | D |
16 * | 5292-45-5 | Dimethyl nitroterephthalate | 0.43 | 1.51 | 1.08 | 0.09 | −0.34 | T |
17 | 619-24-9 | 3-Nitrobenzonitrile | 0.45 | 0.70 | 0.25 | 0.67 | 0.22 | A |
18 | 554-84-7 | 3-Nitrophenol | 0.51 | 0.58 | 0.07 | 0.49 | −0.02 | B |
19 | 83-41-0 | 1,2-Dimethyl-3-nitrobenzene | 0.56 | 0.67 | 0.11 | 0.66 | 0.10 | C |
20 | 119-33-5 | 4-Methyl-2-nitrophenol | 0.57 | 0.63 | 0.06 | 0.62 | 0.05 | D |
21 * | 99-51-4 | 1,2-Dimethyl-4-nitrobenzene | 0.59 | 0.74 | 0.15 | 0.31 | −0.28 | T |
22 | 700-38-9 | 5-Methyl-2-nitrophenol | 0.59 | 0.78 | 0.19 | 0.76 | 0.17 | A |
23 | 4920-77-8 | 3-Methyl-2-nitrophenol | 0.61 | 0.64 | 0.03 | 0.51 | −0.10 | B |
24 | 3011-34-5 | 4-Hydroxy-3-nitrobenzaldehyde | 0.61 | 0.47 | −0.14 | 0.45 | −0.16 | C |
25 | 99-99-0 | 4-Nitrotoluene | 0.65 | 0.54 | −0.11 | 0.52 | −0.13 | D |
26 * | 5428-54-6 | 2-Methyl-5-nitrophenol | 0.66 | 0.84 | 0.18 | 0.60 | −0.06 | T |
27 | 601-89-8 | 2-Nitroresorcinol | 0.66 | 0.63 | −0.03 | 0.55 | −0.11 | A |
28 | 88-75-5 | 2-Nitrophenol | 0.67 | 0.43 | −0.24 | 0.32 | −0.35 | B |
29 | 99-77-4 | Ethyl-4-nitrobenzoate | 0.7 | 0.76 | 0.06 | 0.67 | −0.03 | C |
30 | 555-03-3 | 3-Nitroanisole | 0.71 | 0.66 | −0.05 | 0.48 | −0.23 | D |
31 * | 97-02-9 | 2,4-Dinitroaniline | 0.72 | 1.33 | 0.61 | 0.97 | 0.25 | T |
32 | 616-86-4 | 4-Ethoxy-2-nitroaniline | 0.76 | 1.09 | 0.33 | 0.84 | 0.08 | A |
33 | 99-65-0 | 1,3-Dinitrobenzene | 0.76 | 1.07 | 0.31 | 0.94 | 0.18 | B |
34 | 100-29-8 | 4-Nitrophenetole | 0.83 | 0.98 | 0.15 | 0.84 | 0.01 | C |
35 | 573-56-8 | 2,6-Dinitrophenol | 0.83 | 1.25 | 0.42 | 1.30 | 0.47 | D |
36 * | 606-22-4 | 2,6-Dinitroaniline | 0.84 | 1.30 | 0.46 | 0.80 | −0.04 | T |
37 | 603-71-4 | 1,3,5-Trimethyl-2-nitrobenzene | 0.86 | 0.92 | 0.06 | 0.73 | −0.13 | A |
38 | 121-14-2 | 2,4-Dinitrotoluene | 0.87 | 1.30 | 0.43 | 1.07 | 0.20 | B |
39 | 329-71-5 | 2,5-Dinitrophenol | 1.04 | 1.50 | 0.46 | 0.94 | −0.10 | C |
40 | 528-29-0 | 1,2-Dinitrobenzene | 1.25 | 1.06 | −0.19 | 0.89 | −0.36 | D |
41 * | 100-25-4 | 1,4-Dinitrobenzene | 1.3 | 1.23 | −0.07 | 1.33 | 0.03 | T |
42 | 86-00-0 | 2-Nitrobiphenyl | 1.3 | 1.20 | −0.10 | 1.03 | −0.27 | A |
43 | 620-88-2 | 4-Nitrophenyl phenyl ether | 1.58 | 1.71 | 0.13 | 1.59 | 0.01 | B |
44 | 69212-31-3 | 2-(Benzylthio)-3-nitropyridine | 1.72 | 1.98 | 0.26 | 1.71 | −0.01 | C |
45 | 534-52-1 | 4,6-Dinitro-2-methylphenol | 1.73 | 1.61 | −0.12 | 1.70 | −0.03 | D |
46 * | 4097-49-8 | 4-(tert)-Butyl-2,6-dinitrophenol | 1.8 | 2.00 | 0.20 | 1.71 | −0.09 | T |
Group 2. Compounds with the functional group −X. | ||||||||
1 * | 348-54-9 | 2-Fluoroaniline | −0.37 | -0.20 | 0.17 | −0.17 | 0.20 | T |
2 | 95-51-2 | 2-Chloroaniline | −0.17 | 0.03 | 0.20 | −0.04 | 0.13 | A |
3 | 108-90-7 | Chlorobenzene | −0.13 | 0.11 | 0.24 | 0.05 | 0.18 | B |
4 | 372-19-0 | 3-Fluoroaniline | −0.1 | −0.27 | −0.17 | −0.23 | −0.13 | C |
5 | 371-41-5 | 4-Fluorophenol | 0.02 | −0.12 | −0.14 | −0.14 | −0.16 | D |
6 * | 106-47-8 | 4-Chloroaniline | 0.05 | −0.01 | −0.06 | 0.06 | 0.01 | T |
7 | 100-44-7 | Benzyl chloride | 0.06 | 0.31 | 0.25 | 0.24 | 0.18 | A |
8 | 108-86-1 | Bromobenzene | 0.08 | 0.18 | 0.10 | 0.15 | 0.07 | B |
9 | 18982-54-2 | 2-Bromobenzyl alcohol | 0.1 | 0.32 | 0.22 | 0.24 | 0.14 | C |
10 | 95-88-5 | 4-Chlororesorcinol | 0.13 | 0.50 | 0.37 | 0.48 | 0.35 | D |
11 * | 156-41-2 | 2-(4-Chlorophenyl)-ethylamine | 0.14 | 0.43 | 0.29 | 0.46 | 0.32 | T |
12 | 873-63-2 | 3-Chlorobenzyl alcohol | 0.15 | 0.56 | 0.41 | 0.55 | 0.40 | A |
13 | 104-86-9 | 4-Chlorobenzylamine | 0.16 | 0.28 | 0.12 | 0.27 | 0.11 | B |
14 | 615-65-6 | 2-Chloro-4-methylaniline | 0.18 | 0.46 | 0.28 | 0.41 | 0.23 | C |
15 | 367-12-4 | 2-Fluorophenol | 0.19 | 0.17 | −0.02 | 0.09 | −0.10 | D |
16 * | 108-42-9 | 3-Chloroaniline | 0.22 | −0.07 | −0.29 | 0.04 | −0.18 | T |
17 | 873-76-7 | 4-Chlorobenzyl alcohol | 0.25 | 0.33 | 0.08 | 0.26 | 0.01 | A |
18 | 1875-88-3 | 4-Chlorophenethyl alcohol | 0.32 | 0.48 | 0.16 | 0.43 | 0.11 | B |
19 | 95-56-7 | 2-Bromophenol | 0.33 | 0.50 | 0.17 | 0.45 | 0.12 | C |
20 | 95-69-2 | 4-Chloro-2-methylaniline | 0.35 | 0.45 | 0.10 | 0.39 | 0.04 | D |
21 * | 615-43-0 | 2-Iodoaniline | 0.35 | 0.40 | 0.05 | 0.48 | 0.13 | T |
22 | 591-50-4 | Iodobenzene | 0.36 | 0.30 | −0.06 | 0.32 | −0.04 | A |
23 | 87-60-5 | 3-Chloro-2-methylaniline | 0.38 | 0.35 | −0.03 | 0.30 | −0.08 | B |
24 | 95-74-9 | 3-Chloro-4-methylaniline | 0.39 | 0.39 | 0.00 | 0.38 | −0.01 | C |
25 | 104-88-1 | 4-Chlorobenzaldehyde | 0.4 | 0.48 | 0.08 | 0.41 | 0.01 | D |
26 * | 103-63-9 | (2-Bromoethyl)-benzene | 0.42 | 0.51 | 0.09 | 0.65 | 0.23 | T |
27 | 5922-60-1 | 2-Amino-5-chlorobenzonitrile | 0.44 | 0.28 | −0.16 | 0.22 | −0.22 | A |
28 | 106-38-7 | 4-Bromotoluene | 0.47 | 0.48 | 0.01 | 0.42 | −0.05 | B |
29 | 95-79-4 | 5-Chloro-2-methylaniline | 0.5 | 0.44 | −0.06 | 0.40 | −0.10 | C |
30 | 95-50-1 | 1,2-Dichlorobenzene | 0.53 | 0.53 | 0.00 | 0.49 | −0.04 | D |
31 * | 106-48-9 | 4-Chlorophenol | 0.54 | 0.06 | −0.48 | 0.27 | −0.27 | T |
32 | 615-74-7 | 2-Chloro-5-methylphenol | 0.54 | 0.59 | 0.05 | 0.59 | 0.05 | A |
33 | 554-00-7 | 2,4-Dichloroaniline | 0.56 | 0.49 | −0.07 | 0.44 | −0.12 | B |
34 | 95-82-9 | 2,5-Dichloroaniline | 0.58 | 0.36 | −0.22 | 0.29 | −0.29 | C |
35 | 7120-43-6 | 5-Chloro-2-hydroxybenzamide | 0.59 | 0.39 | −0.20 | 0.43 | −0.16 | D |
36 * | 623-12-1 | 4-Chloroanisole | 0.6 | 0.27 | −0.33 | 0.36 | −0.24 | T |
37 | 6627-55-0 | 2-Bromo-4-methylphenol | 0.6 | 0.96 | 0.36 | 0.84 | 0.24 | A |
38 | 16532-79-9 | 4-Bromophenyl acetonitrile | 0.6 | 0.66 | 0.06 | 0.63 | 0.03 | B |
39 | 2973-76-4 | 5-Bromovanillin | 0.62 | 0.85 | 0.23 | 0.87 | 0.25 | C |
40 | 626-01-7 | 3-Iodoaniline | 0.65 | 0.40 | −0.25 | 0.35 | −0.30 | D |
41 * | 140-53-4 | 4-Chlorobenzyl cyanide | 0.66 | 0.57 | −0.09 | 0.72 | 0.06 | T |
42 | 1585-07-5 | 1-Bromo-4-ethylbenzene | 0.67 | 0.92 | 0.25 | 0.94 | 0.27 | A |
43 | 106-37-6 | 1,4-Dibromobenzene | 0.68 | 0.61 | −0.07 | 0.58 | −0.10 | B |
44 | 106-41-2 | 4-Bromophenol | 0.68 | 0.48 | −0.20 | 0.42 | −0.26 | C |
45 | 1124-04-5 | 2-Chloro-4,5-dimethylphenol | 0.69 | 0.90 | 0.21 | 0.83 | 0.14 | D |
46 * | 1570-64-5 | 4-Chloro-2-methylphenol | 0.7 | 0.54 | −0.16 | 0.52 | −0.18 | T |
47 | 626-43-7 | 3,5-Dichloroaniline | 0.71 | 0.52 | −0.19 | 0.49 | −0.22 | A |
48 | 65262-96-6 | 3-Chloro-5-methoxyphenol | 0.76 | 0.54 | −0.22 | 0.49 | −0.27 | B |
49 | 59-50-7 | 4-Chloro-3-methylphenol | 0.8 | 0.49 | −0.31 | 0.49 | −0.31 | C |
50 | 2905-69-3 | Methyl-2,5-dichlorobenzoate | 0.81 | 1.13 | 0.32 | 1.13 | 0.32 | D |
51 * | 14548-45-9 | 4-Bromophenyl-3-pyridyl ketone | 0.82 | 1.25 | 0.43 | 1.20 | 0.38 | T |
52 | 540-38-5 | 4-Iodophenol | 0.85 | 0.59 | −0.26 | 0.56 | −0.29 | A |
53 | 108-43-0 | 3-Chlorophenol | 0.87 | 0.43 | −0.44 | 0.37 | −0.50 | B |
54 | 108-70-3 | 1,3,5-Trichlorobenzene | 0.87 | 1.13 | 0.26 | 1.14 | 0.27 | C |
55 | 120-83-2 | 2,4-Dichlorophenol | 1.04 | 0.89 | −0.15 | 0.95 | −0.09 | D |
56 * | 874-42-0 | 2,4-Dichlorobenzaldehyde | 1.04 | 0.97 | −0.07 | 1.08 | 0.04 | T |
57 | 95-75-0 | 3,4-Dichlorotoluene | 1.07 | 1.02 | −0.05 | 0.95 | −0.12 | A |
58 | 120-82-1 | 1,2,4-Trichlorobenzene | 1.08 | 1.10 | 0.02 | 1.16 | 0.08 | B |
59 | 14143-32-9 | 4-Chloro-3-ethylphenol | 1.08 | 0.70 | −0.38 | 0.74 | −0.34 | C |
60 | 2374-05-2 | 4-Bromo-2,6-dimethylphenol | 1.16 | 1.04 | −0.12 | 0.95 | −0.21 | D |
61 * | 1689-84-5 | 3,5-Dibromo-4-hydroxybenzonitrile | 1.16 | 1.54 | 0.38 | 1.29 | 0.13 | T |
62 | 88-04-0 | 4-Chloro-3,5-dimethylphenol | 1.2 | 0.70 | −0.50 | 0.74 | −0.46 | A |
63 | 90-90-4 | 4-Bromobenzophenone | 1.26 | 1.37 | 0.11 | 1.36 | 0.10 | B |
64 | 7530-27-0 | 4-Bromo-6-chloro-2-cresol | 1.28 | 1.37 | 0.09 | 1.34 | 0.06 | C |
65 | 636-30-6 | 2,4,5-Trichloroaniline | 1.3 | 1.18 | −0.12 | 1.31 | 0.01 | D |
66 * | 5798-75-4 | Ethyl-4-bromobenzoate | 1.33 | 1.16 | −0.17 | 1.23 | −0.10 | T |
67 | 13608-87-2 | 20,30,40-Trichloroacetophenone | 1.34 | 1.44 | 0.10 | 1.31 | −0.03 | A |
68 | 615-58-7 | 2,4-Dibromophenol | 1.4 | 1.07 | −0.33 | 1.15 | −0.25 | B |
69 | 88-06-2 | 2,4,6-Trichlorophenol | 1.41 | 1.62 | 0.21 | 1.47 | 0.06 | C |
70 | 134-85-0 | 4-Chlorobenzophenone | 1.5 | 1.30 | −0.20 | 1.34 | −0.16 | D |
71 * | 1016-78-0 | 3-Chlorobenzophenone | 1.55 | 1.27 | −0.28 | 1.20 | −0.35 | T |
72 | 90-60-8 | 3,5-Dichlorosalicylaldehyde | 1.55 | 1.49 | −0.06 | 1.52 | −0.03 | A |
73 | 591-35-5 | 3,5-Dichlorophenol | 1.56 | 1.28 | −0.28 | 1.22 | −0.34 | B |
74 | 90-59-5 | 3,5-Dibromosalicylaldehyde | 1.65 | 1.55 | −0.10 | 1.61 | −0.04 | C |
75 | 456-47-3 | 3-Fluorobenzyl alcohol | −0.39 | −0.05 | 0.34 | −0.09 | 0.30 | D |
Group 3. Compounds with both −NO2 and −X. | ||||||||
1 * | 89-59-8 | 4-Chloro-2-nitrotoluene | 0.43 | 1.08 | 0.65 | 0.75 | 0.32 | T |
2 | 585-79-5 | 1-Bromo-3-nitrobenzene | 0.53 | 0.48 | −0.05 | 0.54 | 0.01 | A |
3 | 7149-70-4 | 2-Bromo-5-nitrotoluene | 0.68 | 0.99 | 0.31 | 1.09 | 0.41 | B |
4 | 100-14-1 | 4-Nitrobenzyl chloride | 0.68 | 0.70 | 0.02 | 0.71 | 0.03 | C |
5 | 610-78-6 | 4-Chloro-3-nitrophenol | 0.73 | 1.08 | 0.35 | 1.03 | 0.30 | D |
6 * | 7147-89-9 | 4-Chloro-6-nitro-3-cresol | 0.73 | 1.20 | 0.47 | 1.12 | 0.39 | T |
7 | 364-74-9 | 2,5-Difluoronitrobenzene | 0.75 | 0.66 | −0.09 | 0.85 | 0.10 | A |
8 | 6361-21-3 | 2-Chloro-5-nitrobenzaldehyde | 0.75 | 0.86 | 0.11 | 0.75 | 0.00 | B |
9 | 83-42-1 | 2-Chloro-6-nitrotoluene | 0.75 | 0.55 | −0.20 | 0.53 | −0.22 | C |
10 | 88-73-3 | 1-Chloro-2-nitrobenzene | 0.75 | 0.69 | −0.06 | 0.72 | −0.03 | D |
11 * | 121-73-3 | 1-Chloro-3-nitrobenzene | 0.8 | 0.69 | −0.11 | 0.83 | 0.03 | T |
12 | 87-65-0 | 2,6-Dichlorophenol | 0.82 | 0.83 | 0.01 | 0.81 | −0.01 | A |
13 | 121-87-9 | 2-Chloro-4-nitroaniline | 0.82 | 0.79 | −0.03 | 0.77 | −0.05 | B |
14 | 577-19-5 | 1-Bromo-2-nitrobenzene | 0.99 | 0.71 | −0.28 | 0.80 | −0.19 | C |
15 | 2973-19-5 | 2-Chloromethyl-4-nitrophenol | 1.03 | 1.03 | 0.00 | 1.00 | −0.03 | D |
16 * | 78056-39-0 | 4,5-Difluoro-2-nitroaniline | 1.06 | 1.13 | 0.07 | 0.86 | −0.20 | T |
17 | 350-30-1 | 3-Chloro-4-fluoronitrobenzene | 1.07 | 0.86 | −0.21 | 0.93 | −0.14 | A |
18 | 42087-80-9 | Methyl-4-chloro-2-nitrobenzoate | 1.09 | 1.25 | 0.16 | 1.30 | 0.21 | B |
19 | 611-06-3 | 2,4-Dichloronitrobenzene | 1.12 | 1.23 | 0.11 | 1.27 | 0.15 | C |
20 | 51-28-5 | 2,4-Dinitrophenol | 1.13 | 1.17 | 0.04 | 1.12 | −0.01 | D |
21 * | 3209-22-1 | 2,3-Dichloronitrobenzene | 1.13 | 0.83 | −0.30 | 1.04 | −0.09 | T |
22 | 3819-88-3 | 1-Fluoro-3-iodo-5-nitrobenzene | 1.16 | 0.90 | −0.26 | 0.97 | −0.19 | A |
23 | 618-62-2 | 3,5-Dichloronitrobenzene | 1.16 | 0.96 | −0.20 | 1.08 | −0.08 | B |
24 | 89-61-2 | 2.5-Dichloronitrobenzene | 1.18 | 1.19 | 0.01 | 1.24 | 0.06 | C |
25 | 99-54-7 | 3,4-Dichloronitrobenzene | 1.24 | 0.87 | −0.37 | 0.92 | −0.32 | D |
26 * | 2683-43-4 | 2,4-Dichloro-6-nitroaniline | 1.26 | 1.28 | 0.02 | 1.14 | −0.12 | T |
27 | 3460-18-2 | 2,5-Dibromonitrobenzene | 1.27 | 1.27 | 0.00 | 1.31 | 0.04 | A |
28 | 827-23-6 | 2,4-Dibromo-6-nitroaniline | 1.37 | 1.40 | 0.03 | 1.45 | 0.08 | B |
29 | 6641-64-1 | 4,5-Dichloro-2-nitroaniline | 1.62 | 1.31 | −0.31 | 1.38 | −0.24 | C |
30 | 609-89-2 | 2,4-Chloro-6-nitrophenol | 1.63 | 1.46 | −0.17 | 1.50 | −0.13 | D |
31 * | 305-85-1 | 2,6-Iodo-4-nitrophenol | 1.66 | 1.40 | −0.26 | 1.47 | −0.19 | T |
32 | 3531-19-9 | 6-Chloro-2,4-dinitroaniline | 1.71 | 1.53 | −0.18 | 1.64 | −0.07 | A |
33 | 1817-73-8 | 2-Bromo-4,6-dinitroaniline | 1.75 | 1.63 | −0.12 | 1.73 | −0.02 | B |
34 | 97-00-7 | 1-Chloro-2,4-dinitrobenzene | 1.81 | 1.82 | 0.01 | 1.88 | 0.07 | C |
35 | 709-49-9 | 2,4-Dinitro-1-iodobenzene | 2.12 | 1.78 | −0.34 | 2.02 | −0.10 | D |
36 * | 70-34-8 | 2,4-Dinitro-1-fluorobenzene | 2.16 | 1.67 | −0.49 | 0.67 | −1.49 | T |
37 | 350-46-9 | 1-Fluoro-4-nitrobenzene | 0.1 | 0.21 | 0.11 | 0.32 | 0.22 | A |
38 | 1493-27-2 | 1-Fluoro-2-nitrobenzene | 0.23 | -0.07 | −0.30 | 0.23 | 0.00 | B |
39 | 100-00-5 | 1-Chloro-4-nitrobenzene | 0.33 | 0.46 | 0.13 | 0.51 | 0.18 | C |
* represents the compound in the test set.