Table 5 Statistical parameters and regression models for \({M_2(G)}\).
From: A graph-based computational approach for modeling physicochemical properties in drug design
Property | Models | Equations | R | \(R^2\) | \(S_{E}\) | F | p-value |
|---|---|---|---|---|---|---|---|
BP | Linear | \(157.6296 + 2.5346 \times M_2\) | 0.977 | 0.955 | 0.172 | 216.954 | 4.16424E-08 |
Quadratic | \(182.7138 + 2.0215 \times M_2 + 0.0022 \times M_2^2\) | 0.977 | 0.957 | 27.046 | 99.566 | 7.27026E-07 | |
ENP | Linear | \(36.4880 + 0.3200 \times M_2\) | 0.944 | 0.891 | 0.035 | 82.224 | 3.8679E-06 |
Quadratic | \(49.2737 + 0.0585 \times M_2 + 0.0011 \times M_2^2\) | 0.944 | 0.904 | 5.268 | 42.391 | 2.62732E-05 | |
FP | Linear | \(50.5209 + 1.4520 \times M_2\) | 0.933 | 0.871 | 0.176 | 67.859 | 9.103E-06 |
Quadratic | \(120.2526 + 0.0255 \times M_2 + 0.0060 \times M_2^2\) | 0.933 | 0.889 | 25.978 | 36.104 | 5.02221E-05 | |
MR | Linear | \(39.8439 + 0.3083 \times M_2\) | 0.884 | 0.781 | 0.051 | 35.830 | 0.00013462 |
Quadratic | \(37.5926 + 0.3544 \times M_2 + -0.0002 \times M_2^2\) | 0.884 | 0.782 | 8.165 | 16.158 | 0.001 | |
POL | Linear | \(15.8151 + 0.1221 \times M_2\) | 0.884 | 0.782 | 0.020 | 35.887 | 0.0001 |
Quadratic | \(14.8643 + 0.1416 \times M_2 + -0.0001 \times M_2^2\) | 0.884 | 0.782 | 3.230 | 16.188 | 0.001 | |
MW | Linear | \(169.4657 + 1.1531 \times M_2\) | 0.888 | 0.789 | 0.188 | 37.463 | 0.0001 |
Quadratic | \(143.4164 + 1.6860 \times M_2 + -0.0023 \times M_2^2\) | 0.888 | 0.792 | 29.637 | 17.222 | 0.0008 | |
HAC | Linear | \(4.4529 + 0.1254 \times M_2\) | 0.974 | 0.949 | 0.009 | 187.427 | 8.38367E-08 |
Quadratic | \(1.6039 + 0.1837 \times M_2 + -0.0002 \times M_2^2\) | 0.974 | 0.953 | 1.390 | 92.565 | 9.94658E-07 | |
Com | Linear | \(42.3828 + 2.8515 \times M_2\) | 0.971 | 0.944 | 0.218 | 170.113 | 1.32945E-07 |
Quadratic | \(-7.7873 + 3.8779 \times M_2 + -0.0043 \times M_2^2\) | 0.971 | 0.947 | 33.878 | 80.470 | 1.81026E-06 | |
MV | Linear | \(143.0209 + 0.6395 \times M_2\) | 0.772 | 0.596 | 0.166 | 14.761 | 0.003 |
Quadratic | \(85.2153 + 1.8221 \times M_2 + -0.0050 \times M_2^2\) | 0.772 | 0.638 | 24.975 | 7.959 | 0.010 |