Constitutes the refereed proceedings of the First International on Bioinformatics & Computational Biology, BICo B 2007, held in New Orleans, LA, USA, in April 2007. This work addresses research in the area of bioinformatics & computational biology fostering the advancement of computing techniques & their application to life sciences.