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AIRVF: a filtering toolbox for precise variant calling in Ion Torrent sequencing.
Sunguk Shin1, Hanna Lee1, Hyeonju Son1,2
1Severance Biomedical Science Institute.
Bioinformatics (Oxford, England)
|November 11, 2017
Summary
A new toolbox, Artifact Identification and Reduction of Variant False positives (AIRVF), effectively reduces false variant calls from Ion Torrent sequencing data. This tool significantly improves variant accuracy, especially for low-frequency variants, aiding healthcare research.
Area of Science:
- Genomics
- Bioinformatics
- Molecular Biology
Background:
- Ion Torrent sequencing is widely used in healthcare research and industry.
- Platform-specific artifacts can lead to inaccurate variant identification, particularly for low-frequency variants (<15%).
Purpose of the Study:
- To develop a robust filtering toolbox, Artifact Identification and Reduction of Variant False positives (AIRVF), to minimize artifact-driven false variant calls.
- To enhance the accuracy of variant detection in Ion Torrent sequencing data.
Main Methods:
- Developed a multi-step filtering toolbox (AIRVF) operating on flowgram, raw reads, mapped reads, and called variants.
- Tested AIRVF on sequencing data from standard reference materials.
Main Results:
- AIRVF achieved up to a ~98% reduction in false variants when integrated with public pipelines.
- A ~48% reduction in false variants was observed when combined with a commercial in-house solution.
- Minimal loss of sensitivity was maintained during the filtering process.
Conclusions:
- AIRVF effectively reduces false variant calls in Ion Torrent sequencing data.
- The toolbox enhances variant accuracy, crucial for reliable healthcare research and diagnostics.
- AIRVF offers a valuable solution for improving the quality of sequencing data analysis.
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