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hg19K: addressing a significant lacuna in hg19-based variant calling
Savita Karthikeyan1, Pushpinder S Bawa1, Subhashini Srinivasan1
1Institute of Bioinformatics and Applied Biotechnology Biotech Park, Electronic City Phase I Bangalore 560100 India.
Molecular Genetics & Genomic Medicine
|January 25, 2017
Summary
The hg19 human genome reference contains minor alleles, causing significant false positives and negatives in variant calling. A new reference, hg19K, corrects these issues, improving accuracy for individual genome analysis.
Area of Science:
- Genomics
- Bioinformatics
Background:
- The hg19 human genome assembly is widely used for variant calling.
- hg19 contains minor alleles, impacting variant call accuracy.
- Standard variant calling methods assume major alleles at all positions.
Purpose of the Study:
- To assess the impact of minor alleles in hg19 on variant calling.
- To develop an improved reference genome for accurate individual genome analysis.
Main Methods:
- Created hg19K by replacing hg19 minor alleles with data from the 1000 Genomes Project phase 3.
- Analyzed and compared variant calls from hg19 and hg19K using five individual genomes.
Main Results:
- Identified 1.9 million positions in hg19 with major alleles not matching the 1000 Genomes Project data.
- ~30% of single nucleotide variants (SNVs) in individuals fall within these 1.9 million positions.
- ~8% of unique SNVs were identified using the hg19K approach.
Conclusions:
- Minor alleles in hg19 cause approximately 8% false negatives and 30% false positives in variant calls.
- hg19K-based methods identify unique SNVs missed by hg19, including potentially deleterious mutations.
- Accurate variant calling requires addressing minor alleles in reference genomes.
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