Article ID | Journal | Published Year | Pages | File Type |
---|---|---|---|---|
1399595 | European Journal of Medicinal Chemistry | 2010 | 9 Pages |
Three different splits into the subtraining set (n = 22), the set of calibration (n = 21), and the test set (n = 12) of 55 antineoplastic agents have been examined. By the correlation balance of SMILES-based optimal descriptors quite satisfactory models for the octanol/water partition coefficient have been obtained on all three splits. The correlation balance is the optimization of a one-variable model with a target function that provides both the maximal values of the correlation coefficient for the subtraining and calibration set and the minimum of the difference between the above-mentioned correlation coefficients. Thus, the calibration set is a preliminary test set.
Graphical abstractThe determination coefficient (square of the correlation coefficient) between optimal SMILES-based descriptor and octanol/water partition coefficient for an external test set of antineoplastic agents can be improved by the balance of correlations.Figure optionsDownload full-size imageDownload as PowerPoint slide