Neuroactive compound discovery by high-content screens in zebrafish
Neuroactive compounds are crucial tools in drug discovery and neuroscience. However, discovering mechanistically novel drugs has proven challenging. Behavioral screens in larval zebrafish have helped researchers discover compounds with novel mechanisms.
In Chapter 2, we introduce and evaluate an open platform for behavioral screening, SauronX. This instrument records movement behaviors in multiwell plates, capturing high-resolution video data at high framerate (100 Hz) under complex photic and acoustic stimuli. To test, we trained machine learning models to resolve phenotypes caused by compounds with diverse mechanisms in fully randomized screens. First, we benchmarked the system with 14 quality--control (QC) compounds and found that all 14 could be distinguished from each other and from vehicle controls. We then extended to a set of reference phenotypic readouts from 648 neuroactive compounds.
The hardware and software system has been used in studies by several research groups, so far limited to direct collaborations. In this work, we have sought to document the platform fully, providing 3D diagrams, component information, and source code. We have also deposited 7 years of phenotypic data for 3.2 million animals and 34,000 compounds. The data are curated, structured, tied to extensive metadata, and available under a permissive Creative Commons (CC-BY) license.