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Cytosolic phospholipase A 2 α, one of the three subtypes of Cytosolic phospholipase A 2 (α, β and γ), is deemed to play an important role in the arachidonate pathway. Due to the rate-limiting provider for proinflammatory mediators, it is a particularly attractive target for drug development. Studies have revealed that indol derivate compounds can inhibit the activities of Cytosolic...
Machine Learning techniques are successfully applied to establish quantitative relations between chemical structure and biological activity (QSAR), i.e. classify compounds as active or inactive with respect to a specific target biological system. This paper presents a comparison of artificial neural networks (ANN), support vector machines (SVM), and decision trees (DT) in an effort to identify potentiators...
Improvements in the efficacy and spectrum of the spinosyns, novel fermentation derived insecticide, has long been a goal within Dow AgroSciences. As large and complex fermentation products identifying specific modifications to the spinosyns likely to result in improved activity was a difficult process, since most modifications decreased the activity. A variety of approaches were investigated to identify...
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