QSAR modelling of the toxicity to Tetrahymena pyriformis by balance of correlations.
Balance of correlations is an approach to build up quantitative structure-property/activity relationships (QSPR/QSAR). This approach is based on a split into the subtraining, calibration and test sets instead of classic split into training and test sets. The function of the calibration set is the preliminary check up of the model. In other words, the calibration set is like a preliminary test set. Computational experiments (with the Monte Carlo method) have shown that the statistical characteristics of the prediction for the toxicity to Tetrahymena pyriformis (the 50% growth inhibition concentration, IGC(50)) based on the balance of correlations are better than the statistical characteristics of the prediction based on the classic scheme.
Toropov
A A
AA
Institute of Geology and Geophysics, Khodzhibaev St.49, 100041, Tashkent, Uzbekistan. aatoropov@yahoo.com
Toropova
A P
AP
Benfenati
E
E
Manganaro
A
A
D000981:Antiprotozoal Agents / Q000737:chemistry / Q000302:isolation & purification / Q000633:toxicity; D002138:Calibration; D004353:Drug Evaluation, Preclinical / Q000379:methods; D005544:Forecasting; D020128:Inhibitory Concentration 50; D008954:Models, Biological; D008956:Models, Chemical; D010636:Phenols / Q000737:chemistry* / Q000633:toxicity*; D021281:Quantitative Structure-Activity Relationship; D013769:Tetrahymena pyriformis / Q000187:drug effects*; D018675:Toxicity Tests / Q000379:methods* / Q000592:standards
D000981:Antiprotozoal Agents; D010636:Phenols
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