The mechanisms underlying drug addiction remain nebulous. Furthermore, new psychoactive substances (NPS) are being developed to circumvent legal control; hence, rapid NPS identification is urgently needed. Here, we present the construction of the comprehensive database of controlled substances, AddictedChem. This database integrates the following information on controlled substances from the US Drug Enforcement Administration: physical and chemical characteristics; classified literature by Medical Subject Headings terms and target binding data; absorption, distribution, metabolism, excretion, and toxicity; and related genes, pathways, and bioassays. We created 29 predictive models for NPS identification using five machine learning algorithms and seven molecular descriptors. The best performing models achieved a balanced accuracy (BA) of 0.940 with an area under the curve (AUC) of 0.986 for the test set and a BA of 0.919 and an AUC of 0.968 for the external validation set, which were subsequently used to identify potential NPS with a consensus strategy. Concurrently, a chemical space that included the properties of vectorised addictive compounds was constructed and integrated with AddictedChem, illustrating the principle of diversely existing NPS from a macro perspective. Based on these potential applications, AddictedChem could be considered a highly promising tool for NPS identification and evaluation.

Despite the growing emphasis on translational neuropharmacology and drug discovery research, the legality underlying these fields are seldom considered. The zebrafish (Danio rerio) is an increasingly utilized model organism in neuropharmacology and neurotoxicology. As the acceptance of zebrafish in biomedicine continues to grow, the legal aspects of their applications remain outpaced by this exponential growth. Therefore, there is a need to evaluate the legal aspects of zebrafish applications to CNS drug research. Here, we discuss a wide range of regulatory topics relevant to zebrafish research, such as the bioethics of experimentation (including studies of stress and pain), welfare protection laws, the recent advances in CNS drug discovery, and specific legal aspects of controlled substance research in this aquatic species. The conceptualization and understanding of the zebrafish welfare and its promise as a model in toxicology can also potentially shape environmental protection practices and inform policy making.