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The predictor based on chemical interactions outperformed the predictor based on chemical similarities.
The classification model based on chemical interactions (cf. (2)) was conducted on DS(i ).
The rest procedures were same as those of the method based on chemical interactions.
The following procedure was same as those of the method based on chemical interactions and chemical similarities.
Using the 896 drugs in DS(i ), the classification model based on chemical interactions (cf. (2)) with k = 5 was constructed and evaluated by 5-fold cross-validation.
All of these indicate that the method based on chemical interactions is superior to the method based on chemical similarities for the prediction of drug indications.
Similar(34)
The method based on chemical interaction described in Section 2.3 is popular for predicting various attributes of compounds [ 13, 14].
Prediction Based on Chemical-Chemical Interactions.
Obviously, the greater the score ∏ s (d → C j ), the more likely the drug compound d has the side effect C j. Following the similar procedure of the method based on chemical-chemical interactions, we can also obtain the order information of the query drug d in terms of ∏ s (d → C j ) (j = 1,2,…, 100).
In this study, we proposed a novel computational method to predict the side effects of drugs based on chemical-chemical interaction and protein-chemical interaction.
Since the fluorescence intensity of Qdots is highly stable and sensitive, fluorescence transduction based on chemical or physical interaction occurs on the surface either through direct photoluminescent activation or through quenching [ 9, 10].
More suggestions(15)
based on chemical changes
based on chemical considerations
based on chemical features
based on user interactions
based on pairwise interactions
based on tertiary interactions
based on chemical methods
based on chemical solvents
based on interpolymer interactions
based on chemical differences
based on chemical structures
based on chemical analyses
based on chemical formulas
based on interference interactions
based on force interactions
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