Compositions and methods that are useful for modulating blood vessel formation, as well as methods that provide for the systematic and efficient identification of angiogenesis modulators are described. As discussed in more detail below, a systematic computational methodology based on bioinformatics was used to identify novel peptide modulators of angiogenesis that have been characterized in vitro and/or in vivo.