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Joint visualisation and analysis of large sequence data with Alvis and Sequence Bundles Roland F Schwarz Science meets design Science Practice 2013 redesign competition http://www.ebi.ac.uk/goldman-srv/sequencebundles/ Multiple sequence alignments • Phylogenetics • Protein function annotation • Structure prediction • Motif detection • … Most visualisations are aggregative • High-dimensional • Hard to interpret by eye • Traditional methods of visualization are aggregative across rows or columns • Insufficient representation of the information content of the MSA Sequence Bundles • Sequences rendered as semi-opaque Bezier curves • Displayed on a grid alphabet size x alignment length • Non-aggregative Sequence Bundles retain sequence identity A … T A A A A T T T T A … T A T T T T A A A pLogo Sequence Bundles: a novel method for visualising, discovering and exploring sequence motifs. M Kultys, L Nicholas, R Schwarz, N Goldman, J King, BMC Proceedings 2014, 8 (Suppl 2): S8 Sequence bundles for effective sequence comparison Comparison to pLogo Sequence Bundles pLogo calmodulin-dependent protein kinase II (CaMKII) Information extraction from MSAs • Dimension reduction • Association between sequences and sites • Explorative analysis Correspondence Analysis Correspondence Analysis on Multiple Alignments Fisher scores as a numerical embedding Detecting species-site dependencies in large multiple sequence alignments. Schwarz R, Seibel PN, Rahmann S, Schoen C, Huenerberg M, Müller-Reible C, Dandekar T, Karchin R, Schultz J, Müller T., Nucleic Acids Res. 2009 Oct;37(18) Neisseria surface antigen fHBP Neisseria surface antigen fHBP Correspondence Analysis ALVIS – integrating visualisation and analysis • Fully interactive • Sequence Bundles visualisation • Tree inference and visualisation • Correspondence Analysis Customisable rendering engine http://www.bitbucket.org/rfs/alvis ALVIS – alphabet orderings • full coverage of > 200 AAindex amino acid indices • custom alphabets supported ALVIS – positioning options absolute positioning relative positioning ALVIS – HAD phosphatases ALVIS – HAD phosphatases More from UniProt Feature Viewer • View all protein features in one place • Zoom & drag view • Variant viewer • BioJS (use in your own resource) • Coming to www.uniprot.org early 2016 BioLayout Express 3D (http://www.biolayout.org) Skylign (http://skylign.org) Clanviewer / Pfam Acknowledgements EBI: Nick Goldman Asif Tamuri Science Practice: Marek Kultys James King James Godwin Ana Florescu Science Practice