ZebraML#
Scalable preclinical trials
Preclinical trials are less expensive and less regulated compared to the clinical stage. This stage is ideal for filtering out less promising drug candidates and for gaining as much information as possible about others.
ZebraML study drug-induced changes in behavior. In the standard experiment setup, ZebraML is replacing the human observant with an AI system.
FAQ#
- What model organisms do you work with?
We have worked with mice, rats and zebrafish. Can work with others as well.
- What arenas do you support?
Multiple configurations are possible. Rectangular shapes as well as lens-shaped fish tanks and plus mazes. We can also process tail suspension tests.
- How is your method different from trained observers?
We can scale. ZebraML is not limited by the amount of data, works faster, unbiased and reproducible.
- How is your method different from the statistical analysis?
We track patterns in animal movement on a minuscule scale and can generalize it with AI.
- How many animals do you need?
Depends on the experiment. Usually 20+ animals per group are enough. Assuming same amount of control animals filmed in parallel.
- Can you make an experiment for me?
ZebraML is not a wet lab, we are data processing company. But we can help you with describing the setup for the experiment.
- What data do you need?
We work with the output of standard animal tracking software. Noldus products, for example. Basically, we can work with anything that can export animal coordinates to a .csv format.
- What are the result of your experiment?
We will send you a report with our analysis after the data processing. You can get an example of what we can discover in papers in the section below.
Papers#
- Dosage-dependent Biphasic Ethanol Effects
- Parkinson's-like Cognitive Decline
- Effects of Novel N-Benzyl-2-Phenylethylamine Derivatives
- AI for phenotyping drug responses
Contacts#