Nature MethodsGenomicsPeer-reviewed journal article
The Platinum Pedigree: A long-read benchmark for genetic variants
Zev N. KronenbergiD, Cillian NolaniD, David PorubskỳiD, Tom MokveldiD, William J. RowelliD, S. Y. LeeiD, Egor DolzhenkoiD, Pi-Chuan ChangiD, James HoltiD, Christopher T. SaundersiD, Nathan D. OlsoniD, Cody J. SteelyiD, Sean R. McGeeiD, Andrea GuarracinoiD, Nidhi KoundinyaiD, William T. HarveyiD, W. Scott WatkinsiD, Katherine M. MunsoniD, Kendra HoekzemaiD, Khi Pin ChuaiD, Xiao CheniD, Cairbre Fanslow, Christine C. Lambert, Harriet DashnowiD, Erik P. GarrisoniD, , Michael A. EberleiD
Abstract
Recent advances in genome sequencing have improved variant calling in complex regions of the human genome. However, it is difficult to quantify variant calling performance since existing standards often focus on specificity, neglecting completeness in difficult to analyze regions. To create a more comprehensive truth set, we used Mendelian inheritance in a large pedigree (CEPH-1463) to filter variants across Illumina, PacBio high-fidelity (HiFi), and Oxford Nanopore Technologies platforms. This generated a variant map with over 4.7 million single-nucleotide variants, 767,795 indels, 537,486 tandem repeats, and 24,315 structural variants, covering 2.77 Gb of the GRCh38 genome. This work adds [~]200 Mb of high-confidence regions, including 8% more small variants, and introduces the first tandem repeat and structural variant truth sets for NA12878. As an example of the value of this improved benchmark, we retrained DeepVariant using this data to reduce genotyping errors by [~]34%.
- Citations
- 29
- FWCI
- 8.37
- Field percentile
- top 1%
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