Table 4. Partial least square (PLS) analysis of CoMFA and CoMSIA models.
Cross validation | Non-cross validation | Fraction | ||||||||
---|---|---|---|---|---|---|---|---|---|---|
ONC | q2 | r2 | SEE | F | S | E | H | D | A | |
CoMFA | 6 | 0.69 | 0.95 | 0.26 | 121.63 | 1.00 | 0.00 | - | - | - |
CoMSIA | ||||||||||
S | 6 | 0.73 | 0.94 | 0.29 | 94.05 | 1.00 | - | - | - | - |
E | 6 | 0.72 | 0.94 | 0.29 | 94.05 | - | 1.00 | - | - | - |
H | 6 | 0.71 | 0.94 | 0.29 | 96.48 | - | - | 1.00 | - | - |
D | 6 | 0.05 | 0.60 | 0.76 | 8.82 | - | - | - | 1.00 | - |
A | 6 | 0.15 | 0.64 | 0.72 | 10.46 | - | - | - | - | 1.00 |
SE | 6 | 0.72 | 0.94 | 0.29 | 94.05 | 1.00 | 0.00 | - | - | - |
SH | 6 | 0.77 | 0.95 | 0.26 | 115.94 | 0.42 | - | 0.58 | - | - |
SD | 6 | 0.70 | 0.94 | 0.29 | 96.09 | 0.95 | - | - | 0.05 | - |
SA | 6 | 0.74 | 0.94 | 0.29 | 94.61 | 0.78 | - | - | - | 0.22 |
EH | 6 | 0.74 | 0.94 | 0.29 | 96.48 | - | 0.00 | 1.00 | - | - |
DE | 6 | 0.23 | 0.60 | 0.76 | 8.82 | - | 0.00 | - | 1.00 | - |
AE | 6 | 0.10 | 0.64 | 0.72 | 10.46 | - | 0.00 | - | - | 1.00 |
DH | 6 | 0.75 | 0.94 | 0.29 | 92.81 | - | - | 0.98 | 0.02 | - |
AH | 6 | 0.72 | 0.94 | 0.29 | 94.56 | - | - | 0.81 | - | 0.19 |
AD | 6 | 0.15 | 0.69 | 0.67 | 13.11 | - | - | - | 0.47 | 0.53 |
SHE | 6 | 0.69 | 0.95 | 0.26 | 115.94 | 0.42 | 0.00 | 0.58 | - | - |
SDE | 6 | 0.74 | 0.94 | 0.29 | 96.09 | 0.95 | 0.00 | - | 0.05 | - |
SAE | 6 | 0.75 | 0.94 | 0.29 | 94.61 | 0.78 | 0.00 | - | - | 0.22 |
SDH | 6 | 0.73 | 0.94 | 0.29 | 94.80 | 0.42 | - | 0.56 | 0.01 | - |
SAH* | 6 | 0.80 | 0.95 | 0.28 | 106.00 | 0.36 | - | 0.49 | - | 0.14 |
SAD | 6 | 0.71 | 0.93 | 0.32 | 78.44 | 0.73 | - | - | 0.07 | 0.21 |
DEH | 6 | 0.72 | 0.94 | 0.29 | 92.81 | - | 0.00 | 0.98 | 0.02 | - |
AEH | 6 | 0.73 | 0.94 | 0.29 | 94.56 | - | 0.00 | 0.81 | - | 0.19 |
ADE | 6 | 0.07 | 0.69 | 0.67 | 13.11 | - | 0.00 | - | 0.47 | 0.53 |
ADH | 6 | 0.71 | 0.94 | 0.29 | 93.90 | - | - | 0.78 | 0.04 | 0.19 |
SADH | 6 | 0.73 | 0.95 | 0.28 | 101.24 | 0.35 | - | 0.48 | 0.02 | 0.14 |
SADE | 6 | 0.71 | 0.93 | 0.32 | 78.44 | 0.73 | 0.00 | - | 0.07 | 0.21 |
SAEH | 6 | 0.74 | 0.95 | 0.28 | 106.00 | 0.36 | 0.00 | 0.49 | - | 0.14 |
SDEH | 6 | 0.69 | 0.94 | 0.29 | 94.80 | 0.42 | 0.00 | 0.56 | 0.01 | - |
ADEH | 6 | 0.76 | 0.94 | 0.94 | 93.90 | - | 0.00 | 0.78 | 0.04 | 0.19 |
SADEH | 6 | 0.80 | 0.95 | 0.28 | 101.24 | 0.35 | 0.00 | 0.48 | 0.02 | 0.14 |
ONC: Optimal number of components
S: Steric
SEE: Standard error of estimate
E: Electrostatic
F: F-test value
H: Hydrophobic
PLS: partial least squares
D: Donor
*: Optimum prediction model
A: Acceptor