Pierre Baldi is Professor and Director of the Institute for Genomics and Bioinformatics in the Department of Information and Computer Science and in the Department of Biological Chemistry in the College of Medicine at the University of California, Irvine. Soren Brunak is Professor and Director of the Center for Biological Sequence Analysis at the Biocentrum of the Technical University of Denmark.