4.6 Article

A new sequence logo plot to highlight enrichment and depletion

期刊

BMC BIOINFORMATICS
卷 19, 期 -, 页码 -

出版社

BMC
DOI: 10.1186/s12859-018-2489-3

关键词

Logo plots; Enrichment depletion; EDLogo; String symbols

资金

  1. NIH BD2K [CA198933]
  2. NIH [HG002585]

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BackgroundSequence logo plots have become a standard graphical tool for visualizing sequence motifs in DNA, RNA or protein sequences. However standard logo plots primarily highlight enrichment of symbols, and may fail to highlight interesting depletions. Current alternatives that try to highlight depletion often produce visually cluttered logos.ResultsWe introduce a new sequence logo plot, the EDLogo plot, that highlights both enrichment and depletion, while minimizing visual clutter. We provide an easy-to-use and highly customizable R package Logolas to produce a range of logo plots, including EDLogo plots. This software also allows elements in the logo plot to be strings of characters, rather than a single character, extending the range of applications beyond the usual DNA, RNA or protein sequences. And the software includes new Empirical Bayes methods to stabilize estimates of enrichment and depletion, and thus better highlight the most significant patterns in data. We illustrate our methods and software on applications to transcription factor binding site motifs, protein sequence alignments and cancer mutation signature profiles.ConclusionsOur new EDLogo plots and flexible software implementation can help data analysts visualize both enrichment and depletion of characters (DNA sequence bases, amino acids, etc.) across a wide range of applications.

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