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SONiCS: PCR stutter noise correction in genome-scale microsatellites
Katarzyna Z Kedzierska1, Livia Gerber2, Daniele Cagnazzi3
1Department of Public Health Sciences and Center for Public Health Genomics, University of Virginia, Charlottesville, VA, USA.
Bioinformatics (Oxford, England)
|June 23, 2018
Summary
SONiCS corrects genotyping errors caused by PCR stutter in short tandem repeat (STR) analysis. This simulation tool achieves high accuracy for population genomics, improving microsatellite genotyping in marine mammals.
Area of Science:
- Genomics
- Bioinformatics
- Population Genetics
Background:
- Massively parallel capture of short tandem repeats (STRs) enables high-resolution population genomic and demographic analyses.
- High Polymerase Chain Reaction (PCR) cycle numbers in target capture experiments introduce genotyping noise via PCR stutter.
Purpose of the Study:
- To develop a computational solution for correcting PCR stutter in STR genotyping.
- To validate the accuracy and success rate of the developed stutter correction method.
Main Methods:
- Developed SONiCS (Stutter mONte Carlo Simulation), a tool simulating PCR and capture conditions for stutter correction.
- Genotyped a 2499-marker STR panel in humpback dolphins using target capture.
- Validated SONiCS using capillary-based genotypes for five STR markers.
Main Results:
- SONiCS demonstrated a 99.1% accuracy rate and a 98.2% genotyping success rate in 110 comparisons.
- The tool accurately genotyped STRs, with minimal errors in low-coverage markers.
- SONiCS successfully identified and handled problematic markers.
Conclusions:
- SONiCS effectively corrects PCR stutter, significantly improving the reliability of STR genotyping from target capture data.
- The simulation approach provides a robust method for enhancing genetic analyses in population studies.
- SONiCS is freely available, facilitating its adoption in genomic research.
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