As genomic sequencing reveals the range of structural classes generated through the evolution of proteins, analysis of the superfamilies to which they belong can contribute important insights for understanding their structure-function relationships. Current database search techniques fall short of identifying the majority of distant sequence relationships at statistically significant levels. We developed the Shotgun program in an effort to enhance the sensitivity and utility of current database search output.