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In order to explore the ability of non-stochastic quadratic indices to encode chemical information in antimalarials, four quantitative models for the discrimination of compounds having this property were generated and statistically compared.
The assay can be performed in the absence or in the presence of background selection by tetracycline, permitting identification and discrimination of compounds exerting direct or potentiated selection on resistance.
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We used three approaches to study class-characteristic gene regulation that may be useful for discrimination of compound classes.
For these methods, the ROC AUCs indicated that the discrimination of active compounds over inactive compounds within the complete dataset was successful (Surflex-dock: 0.907, ICM: 0.812, Autodock Vina: 0.944).
Drug discrimination of these compounds offers a specific behavioral test that can help determine whether these new synthetic compounds share a similar "subjective high" with the effects of marijuana/THC.
An impedentiometric electronic tongue based on the combination of a composite sensor array and chemometric techniques aimed at the discrimination of soluble compounds able to elicit different gustative perceptions is presented.
Meanwhile, the discrimination of inactive compounds only decreased ∼5%.
These data indicate that the SVM model performance improved continuously during the sampling process with the discrimination of inactive compounds slightly better than that of active ones.
While concentrating on speed, we have also explored whether our methods are suitable for maintaining an analytically informative data stream that permits good discrimination of similar compounds and varied concentration levels.
Ordinal regression and multiclass pattern classification techniques are attractive propositions, to examine discrimination of novel compounds against those with of known efficacy (or proven lack of efficacy), differing mechanisms of action or examination of dose-response rates [Doyle et al., 2013; Marquand et al., 2012].
This made a good discrimination of our compound from ionized components of matrix.
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