This manuscript describes the experimental observation of vasculogenesis in chick embryos by means of network analysis. The formation of the vascular network was observed in the area opaca of embryos from 40 to 55 hours of development. On area opaca endothelial cell clusters self-organize as a primitive and approximately regular network of capillaries. The process was observed by bright-field microscopy in control embryos and in embryos treated with Bevacizumab (Avastin), an antibody that inhibits the signalization of the vascular endothelial growth factor VEGF. The sequence of images of the vascular growth were thresholded, and used to quantify the forming network on control and Avastin-treated embryos. This characterization is made by measuring vessels density, number of cell clusters, and the largest cluster density. From the original images the topology of the vascular network was extracted and characterized by means of the usual network metrics such as: the degree distribution, average clustering coefficient, average short path length, and assortativity among others. This analysis allows to monitor how the largest connected cluster of the vascular network evolves in time and provides with quantitative evidences of the disruptive effects that Avastin has on the tree structure of vascular networks.