1. Search and comparison of (epi)genomic feature patterns in multiple genome browser tracks
- Author
-
Arnaud Ceol, Ilaria Bartolini, Paolo Ciaccia, Stefano Ceri, Marco Patella, Piero Montanari, Marco Masseroli, and Arnaud Ceol, Piero Montanari, Ilaria Bartolini, Stefano Ceri, Paolo Ciaccia, Marco Patella, Marco Masseroli
- Subjects
Epigenomics ,Visual analytics ,Computer science ,Genome browser ,Regulatory Sequences, Nucleic Acid ,Web Browser ,lcsh:Computer applications to medicine. Medical informatics ,ENCODE ,Biochemistry ,Genome ,Pattern Recognition, Automated ,03 medical and health sciences ,0302 clinical medicine ,Structural Biology ,Integrated Genome Browser ,Feature (machine learning) ,Genome-wide pattern-search ,Humans ,lcsh:QH301-705.5 ,Molecular Biology ,030304 developmental biology ,0303 health sciences ,Information retrieval ,Computational genomics, Genome-wide pattern-search, Visual analytics, Genome browser ,Applied Mathematics ,Computational genomics ,Molecular Sequence Annotation ,Computer Science Applications ,lcsh:Biology (General) ,lcsh:R858-859.7 ,DNA microarray ,030217 neurology & neurosurgery ,Software ,Algorithms ,Protein Binding ,Transcription Factors - Abstract
Background Genome browsers are widely used for locating interesting genomic regions, but their interactive use is obviously limited to inspecting short genomic portions. An ideal interaction is to provide patterns of regions on the browser, and then extract other genomic regions over the whole genome where such patterns occur, ranked by similarity. Results We developed SimSearch, an optimized pattern-search method and an open source plugin for the Integrated Genome Browser (IGB), to find genomic region sets that are similar to a given region pattern. It provides efficient visual genome-wide analytics computation in large datasets; the plugin supports intuitive user interactions for selecting an interesting pattern on IGB tracks and visualizing the computed occurrences of similar patterns along the entire genome. SimSearch also includes functions for the annotation and enrichment of results, and is enhanced with a Quickload repository including numerous epigenomic feature datasets from ENCODE and Roadmap Epigenomics. The paper also includes some use cases to show multiple genome-wide analyses of biological interest, which can be easily performed by taking advantage of the presented approach. Conclusions The novel SimSearch method provides innovative support for effective genome-wide pattern search and visualization; its relevance and practical usefulness is demonstrated through a number of significant use cases of biological interest. The SimSearch IGB plugin, documentation, and code are freely available at https://deib-geco.github.io/simsearch-app/ and https://github.com/DEIB-GECO/simsearch-app/.
- Published
- 2020
- Full Text
- View/download PDF