Vacic, VladimirUversky, Vladimir N.Dunker, A. KeithLonardi, Stefano2020-12-162020-12-162007-06-19Vacic, V., Uversky, V.N., Dunker, A.K. et al. Composition Profiler: a tool for discovery and visualization of amino acid composition differences. BMC Bioinformatics 8, 211 (2007). https://doi.org/10.1186/1471-2105-8-211https://hdl.handle.net/1805/24628Background Composition Profiler is a web-based tool for semi-automatic discovery of enrichment or depletion of amino acids, either individually or grouped by their physico-chemical or structural properties. Results The program takes two samples of amino acids as input: a query sample and a reference sample. The latter provides a suitable background amino acid distribution, and should be chosen according to the nature of the query sample, for example, a standard protein database (e.g. SwissProt, PDB), a representative sample of proteins from the organism under study, or a group of proteins with a contrasting functional annotation. The results of the analysis of amino acid composition differences are summarized in textual and graphical form. Conclusion As an exploratory data mining tool, our software can be used to guide feature selection for protein function or structure predictors. For classes of proteins with significant differences in frequencies of amino acids having particular physico-chemical (e.g. hydrophobicity or charge) or structural (e.g. α helix propensity) properties, Composition Profiler can be used as a rough, light-weight visual classifier.en-USAttribution 4.0 InternationalRelative EntropyComposition ProfilerFractional DifferenceIntrinsic DisorderArticle