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Updated: Mar 29, 2026

Targeted Next-generation Sequencing and Bioinformatics Pipeline to Evaluate Genetic Determinants of Constitutional Disease
Published on: April 4, 2018
Comparison of variant callers using 60 532 multi-ancestry whole genome sequences
Hufeng Zhou1, Zilin Li1, Derek Shyr1
1Department of Biostatistics, Harvard T.H. Chan School of Public Health, 677 Huntington Avenue, Boston, MA 02115, United States.
This study compared whole genome sequencing variant callers Genome Analysis Toolkit (GATK) and Variant Tool set (VT). Both methods reliably identify single nucleotide variants, but show differences in calling insertions and deletions (INDELs).
Area of Science:
- Genomics
- Bioinformatics
- Human Genetics
Background:
- Whole genome sequencing (WGS) is crucial for understanding genetic factors in diseases and traits.
- Accurate variant calling is essential for downstream analyses like association studies and polygenic risk prediction.
Purpose of the Study:
- To compare the data quality, performance, and concordance of two widely used WGS variant callers: Genome Analysis Toolkit (GATK) and Variant Tool set (VT).
Main Methods:
- Analysis of 60,532 multi-ancestry whole genomes from the NHGRI Genome Sequencing Program's Centers for Common Disease Genomics (CCDG).
- Evaluation of GATK and VT pipelines for variant calling accuracy and consistency.
Main Results:
- Both GATK and VT pipelines produce highly consistent and reliable single nucleotide variants (SNVs) in large-scale WGS studies.
- Greater discrepancies were observed between GATK and VT in the calling of insertions and deletions (INDELs).
Conclusions:
- QCed GATK and VT pipelines demonstrate strong agreement for SNV calling in large WGS datasets.
- The choice of variant caller may impact results for INDEL detection in WGS studies.
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