The clusters have been used to extract a set of motifs that were the basis to generate an initial list of potential new peptides. We predicted the reactivity of such new peptides relying on our model: the sequences with highest and lowest predicted reactivity formed the final list of de-novo peptides. The results of the experimental test of the real reactivity of these peptide sequences will be available in the near future.