… Finally, we show the case studies on the top drugs and … layer with attention mechanism plays
the most important role in … The common interactions include its activity and toxicity against …

… This case study is discussed further in Section 4.2.2. … in non-model insects will enhance
our ability to elucidate the contribution of each individual molecular mechanism in the resistance …

… models' tendency to overfit, however, these restrictions may be solved by more sophisticated
deep neural network models… techniques and consistent mechanistic understanding. …

… due to CPF toxicity. The mechanism of action of CPF involves blocking the active sites of
the enzyme, acetylcholinesterase (AChE), thereby producing adverse nervous system effects. …

… Table 3 included the results of the analysis of variance (ANOVA) which showed the
significance and suitability of the achieved CCD model. The fitting quality for second order model …

… Controlled drug delivery and overcoming the challenges associated with conventional
drug delivery systems including the systemic toxicity, narrow therapeutic index, and dose …

… Based on published integration methods and publicly available data with a toxicological
research question, we evaluate in case studies whether integration of previously separately …

… of such models using longitudinal data provides mechanistic … In this case, as we go further
away from T c , the value of … in our case was found to be ≈150 days for the network model with …

… human cell lines to inspect the postulated mechanism-of-action in a … –response and
dose–toxicity effects for both repurposable drugs … Thus, our current network models cannot predict …

… networks and barrier function in IBD risk. Additional functional studies are required to reveal
the mechanistic … to note that these were case studies rather than controlled clinical trials 101 …