High throughput screening assays for the identification of potential therapeutic agents able to modulate the activity of enzymes of fatty acid biosynthesis, especially desaturases and/or elongases, are disclosed along with therapeutic uses of the agents identified by such assays for the prevention and/or treatment of diseases related to fatty acid metabolism. Substrates useful in such assays are also described.