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SubVis: an interactive R package for exploring the effects of multiple substitution matrices on pairwise sequence
Scott Barlowe1, Heather B Coan2, Robert T Youker2
1Department of Mathematics and Computer Science, Western Carolina University, Cullowhee, NC, United States of America.
Peerj
|July 5, 2017
Summary
SubVis is an R package that allows researchers to easily compare multiple protein substitution matrices for sequence alignment. This tool aids in selecting optimal matrices for accurate biological sequence analysis.
Area of Science:
- Bioinformatics
- Computational Biology
- Protein Science
Background:
- Protein mutations, involving amino acid substitutions, are key to biological understanding.
- Substitution matrices (e.g., BLOSUM, PAM) model these changes for sequence alignment.
- Current tools lack efficient methods for comparing multiple matrices, hindering optimal alignment.
Purpose of the Study:
- To introduce SubVis, an interactive R package for applying and comparing multiple substitution matrices.
- To enable simultaneous exploration of pairwise alignments using various matrices.
- To facilitate the selection of suitable matrices for specific research hypotheses.
Main Methods:
- Developed an R package, SubVis, integrating alignment functions from R.
- Utilized the Shiny platform for interactive parameter modification.
- Implemented JavaScript for dynamic visualizations of alignment quality and substitutions.
Main Results:
- SubVis allows simultaneous loading and application of multiple predefined and custom substitution matrices.
- Interactive visualizations provide insights into high-level and low-level alignment details.
- The package streamlines the comparison of matrix effects on pairwise alignments.
Conclusions:
- SubVis offers a novel solution for interactive comparison of protein substitution matrices.
- The tool enhances the process of selecting appropriate matrices for accurate sequence alignment.
- SubVis empowers researchers to model specific hypotheses and improve alignment quality.
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