This document summarizes a large-scale genetic screening effort to identify genes implicated in vascular biology in mammals. The screening is done by systematically targeting and trapping genes in embryonic stem cells, then analyzing resulting mouse knockouts. Genes causing lethality are further studied using RNAi knockdown and cell cultures to analyze effects on blood vessel formation in vitro and in developing embryos in vivo. Over 4,000 mouse knockouts have been analyzed so far, with about 20% showing reduced viability or embryonic lethality. Several promising gene targets for neovascular diseases have been identified through this screening process.