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A diploid assembly-based benchmark for variants in the major histocompatibility complex

Chen-Shan Chin, Justin Wagner, Qiandong Zeng, Erik Garrison, Shilpa Garg, Arkarachai Fungtammasan, Mikko Rautiainen, Sergey Aganezov, Melanie Kirsche, Samantha Zarate, Michael C. Schatz, Chunlin Xiao, William J. Rowell, Charles Markello, Jesse Farek, Fritz J. Sedlazeck, Vikas Bansal, Byunggil Yoo, Neil Miller, Xin Zhou, Andrew Carroll, Álvaro Martínez Barrio, Marc Salit, Tobias Marschall, Alexander Dilthey, Justin M. Zook

2020Nature Communications101 citationsDOIOpen Access PDF

Abstract

Most human genomes are characterized by aligning individual reads to the reference genome, but accurate long reads and linked reads now enable us to construct accurate, phased de novo assemblies. We focus on a medically important, highly variable, 5 million base-pair (bp) region where diploid assembly is particularly useful - the Major Histocompatibility Complex (MHC). Here, we develop a human genome benchmark derived from a diploid assembly for the openly-consented Genome in a Bottle sample HG002. We assemble a single contig for each haplotype, align them to the reference, call phased small and structural variants, and define a small variant benchmark for the MHC, covering 94% of the MHC and 22368 variants smaller than 50 bp, 49% more variants than a mapping-based benchmark. This benchmark reliably identifies errors in mapping-based callsets, and enables performance assessment in regions with much denser, complex variation than regions covered by previous benchmarks.

Topics & Concepts

Benchmark (surveying)ContigGenomeComputational biologyBiologyStructural variationPloidyHaplotypeMajor histocompatibility complexGeneticsHuman genomeReference genomeSequence assemblyComputer science1000 Genomes ProjectGeneCartographySingle-nucleotide polymorphismTranscriptomeGenotypeGeographyGene expressionCancer Genomics and DiagnosticsEvolution and Genetic DynamicsGenomics and Rare Diseases
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