“…PBs have proven their efficiency in the description and the prediction of long fragments ( ;Hansmann, 2008Benros et al, 2009;;;), to compare protein al., 2006de Brevern and Hazout, 2003de Brevern et al, 2002;), to build globular ( ) and transmembrane protein Tyagi et al, 2008Tyagi et al, 2006aTyagi et al, 2006bDong et al, 2007;), to define a reduced amino acid alphabet dedicated to de Brevern et al, 2005 mutation design ( ), to design peptides ( ), to define binding site signatures ( Etchebest et al, 2007Thomas et al, 2006Dudev and Lim, 2007 or to analyze protein contacts ( ). The features of this alphabet have been compared with those of 8 other structural Faure et al, 2009 alphabets showing clearly that our PB alphabet is highly informative, with the best predictive ability of those tested ( ). Karchin et al, 2003 In this paper, we focus on the prediction of short loops from sequence.…”