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VLF: An R package for the analysis of very low frequency variants in DNA sequences
Jarrett D Phillips1, Taryn B T Athey2, Paul D McNicholas3
1School of Computer Science and Department of Integrative Biology, University of Guelph, Guelph, Canada School of Computer Science and Department of Integrative Biology, University of Guelph Guelph Canada.
A new R package, VLF, identifies very low frequency variants in DNA sequences to detect errors. This tool enhances accuracy in genetic databases by automating analysis and improving upon previous methods.
Area of Science:
- Bioinformatics
- Genomics
- Molecular Evolution
Background:
- DNA sequence data is rapidly accumulating in public databases.
- Previous methods for analyzing very low frequency variants (VLFs) were slow and error-prone.
- Accurate sequence data is crucial for population genetics and phylogeography.
Purpose of the Study:
- Introduce VLF, an R package for VLF analysis in nucleotide and amino acid sequences.
- Automate the detection of errors in DNA sequence records.
- Provide a faster, more scalable, and user-friendly alternative to existing VLF analysis methods.
Main Methods:
- Developed the VLF R package to calculate nucleotide or amino acid frequencies at each sequence position.
- Implemented a user-specified frequency threshold (default p=0.001) to identify VLFs.
- Applied the VLF package to avian and fish DNA barcode datasets.
Main Results:
- VLF package demonstrated high consistency with previous Excel-based VLF analysis on a bird DNA barcode dataset.
- Identified biological artifacts and taxonomic issues (species synonymy) in sequence data.
- Successfully applied VLF to assess sequence data quality in avian and fish datasets.
Conclusions:
- The VLF R package offers significant improvements in automation, speed, scalability, and ease-of-use for VLF analysis.
- VLF is a valuable tool for ensuring the accuracy of large genetic databases like BOLD and GenBank.
- The package aids in exploring microevolutionary patterns and sequence conservation.
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