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A diploid assembly-based benchmark for variants in the major histocompatibility complex
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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.
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The -z200000,10000 parameter was used to improve alignment contiguity, as it was previously shown to improve variant recall in regions with dense variation.
“We used -z200000,10000 parameter to improve alignment contiguity, as it was previously shown to improve variant recall in regions with dense variation, such as the major histocompatibility complex81.”
From A draft human pangenome reference. (2023) · cites this paper as [81]
The Methods section, “Making variant calls from the assembly” (page unavailable), says the authors added -z200000,10000 to increase Minimap2 mapping sensitivity and calling of complex variants in the MHC. It does not state that the parameter improved alignment contiguity or demonstrate improved variant recall in regions with dense variation. (LLM, conf=0.88)
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Cites
MAFFT Multiple Sequence Alignment Software Version 7: Improvements in Performance and Usability
Katoh, K., & Standley, D. M. (2013) · Molecular Biology and Evolution · doi:10.1093/molbev/mst010 · Cited by 46,209
Minimap2: Pairwise alignment for nucleotide sequences
Li, H. (2018) · Bioinformatics · doi:10.1093/bioinformatics/bty191 · Cited by 14,807
Nanopore sequencing and assembly of a human genome with ultra-long reads
Jain, M., Koren, S., Miga, K. H., Quick, J., Rand, A. C., Sasani, T. A., Tyson, J. R., Beggs, A. D., Dilthey, A. T., Fiddes, I. T., et al. (2018) · Nature Biotechnology · doi:10.1038/nbt.4060 · Cited by 1,892
Self-citationWenger, A. M., Peluso, P., Rowell, W. J., Chang, P.-C., Hall, R. J., Concepcion, G. T., Ebler, J., Fungtammasan, A., Kolesnikov, A., Olson, N. D., et al. (2019) · Nature Biotechnology · doi:10.1038/s41587-019-0217-9 · Cited by 1,841
Self-citationA universal SNP and small-indel variant caller using deep neural networks
Poplin, R., Chang, P.-C., Alexander, D., Schwartz, S., Colthurst, T., Ku, A., Newburger, D., Dijamco, J., Nguyen, N., Afshar, P. T., et al. (2018) · Nature Biotechnology · doi:10.1038/nbt.4235 · Cited by 1,840
A Whole-Genome Association Study of Major Determinants for Host Control of HIV-1
Fellay, J., Shianna, K. V., Ge, D., Colombo, S. F., Ledergerber, B., Weale, M., Zhang, K., Gumbs, C. E., Castagna, A., Cossarizza, A., et al. (2007) · Science · doi:10.1126/science.1143767 · Cited by 1,248
Gene map of the extended human MHC
Horton, R., Wilming, L. G., Rand, V., Lovering, R. C., Bruford, E. A., Khodiyar, V., Lush, M. J., Povey, S., Talbot, C. C., Wright, M. W., et al. (2004) · Nature Reviews Genetics · doi:10.1038/nrg1489 · Cited by 1,228
Neoantigen-directed immune escape in lung cancer evolution
The TRACERx consortium, Rosenthal, R., Cadieux, E. L., Salgado, R., Bakir, M. A., Moore, D. A., Hiley, C. T., Lund, T., Tanić, M., Reading, J. L., et al. (2019) · Nature · doi:10.1038/s41586-019-1032-7 · Cited by 946
AnO(ND) difference algorithm and its variations
Myers, E. W. (1986) · Algorithmica · doi:10.1007/bf01840446 · Cited by 936
Multi-platform discovery of haplotype-resolved structural variation in human genomes
Chaisson, M. J. P., Sanders, A. D., Zhao, X., Malhotra, A., Porubsky, D., Rausch, T., Gardner, E. J., Rodriguez, O. L., Guo, L., Collins, R. L., et al. (2019) · Nature Communications · doi:10.1038/s41467-018-08148-z · Cited by 891
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Zook, J. M., Catoe, D., McDaniel, J., Vang, L., Spies, N., Sidow, A., Weng, Z., Liu, Y., Mason, C. E., Alexander, N., et al. (2016) · Scientific Data · doi:10.1038/sdata.2016.25 · Cited by 811
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Weisenfeld, N. I., Kumar, V., Shah, P., Church, D. M., & Jaffe, D. B. (2017) · Genome Research · doi:10.1101/gr.214874.116 · Cited by 803
Integrating human sequence data sets provides a resource of benchmark SNP and indel genotype calls
Zook, J. M., Chapman, B., Wang, J., Mittelman, D., Hofmann, O., Hide, W., & Salit, M. (2014) · Nature Biotechnology · doi:10.1038/nbt.2835 · Cited by 800
Self-citationNanopore sequencing and the Shasta toolkit enable efficient de novo assembly of eleven human genomes
Shafin, K., Pesout, T., Lorig-Roach, R., Haukness, M., Olsen, H. E., Bosworth, C., Armstrong, J., Tigyi, K., Maurer, N., Koren, S., et al. (2020) · Nature Biotechnology · doi:10.1038/s41587-020-0503-6 · Cited by 567
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Koren, S., Rhie, A., Walenz, B. P., Dilthey, A., Bickhart, D. M., Kingan, S. B., Hiendleder, S., Williams, J. L., Smith, T. P. L., & Phillippy, A. M. (2018) · Nature Biotechnology · doi:10.1038/nbt.4277 · Cited by 508
Self-citationW hats H ap : Weighted Haplotype Assembly for Future-Generation Sequencing Reads
Patterson, M., Marschall, T., Pisanti, N., van Iersel, L., Stougie, L., Klau, G. W., & Schönhuth, A. (2015) · Journal of Computational Biology · doi:10.1089/cmb.2014.0157 · Cited by 453
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Zook, J. M., Hansen, N. F., Olson, N. D., Chapman, L., Mullikin, J. C., Xiao, C., Sherry, S., Koren, S., Phillippy, A. M., Boutros, P. C., et al. (2020) · Nature Biotechnology · doi:10.1038/s41587-020-0538-8 · Cited by 418
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Zook, J. M., McDaniel, J., Olson, N. D., Wagner, J., Parikh, H. M., Heaton, H., Irvine, S. A., Trigg, L., Truty, R., McLean, C. Y., et al. (2019) · Nature Biotechnology · doi:10.1038/s41587-019-0074-6 · Cited by 404
Self-citationEberle, M. A., Fritzilas, E., Krusche, P., Källberg, M., Moore, B. L., Bekritsky, M. A., Iqbal, Z., Chuang, H., Humphray, S., Halpern, A. L., et al. (2016) · Genome Research · doi:10.1101/gr.210500.116 · Cited by 356
Variation analysis and gene annotation of eight MHC haplotypes: The MHC Haplotype Project
Horton, R., Gibson, R., Coggill, P. C., Miretti, M. M., Allcock, R. J. N., Almeida, J. P., Forbes, S. A., Gilbert, J. G. R., Halls, K., Harrow, J., et al. (2008) · Immunogenetics · doi:10.1007/s00251-007-0262-2 · Cited by 321
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Marks, P., Garcia, S., Barrio, Á. M., Belhocine, K., Bernate, J., Bharadwaj, R., Bjornson, K. P., Catalanotti, C., Delaney, J., Fehr, A. N., et al. (2019) · Genome Research · doi:10.1101/gr.234443.118 · Cited by 258
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Li, H., Bloom, J. M., Farjoun, Y., Fleharty, M., Gauthier, L., Neale, B., & MacArthur, D. (2018) · Nature Methods · doi:10.1038/s41592-018-0054-7 · Cited by 253
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Wagner, J., Olson, N. D., Harris, L. N., McDaniel, J., Khan, Z., Farek, J., Mahmoud, M., Stankovic, A., Kovacevic, V., Yoo, B., et al. (2022) · Cell Genomics · doi:10.1016/j.xgen.2022.100128 · Cited by 205
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New, M. I., & Wilson, R. C. (1999) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.96.22.12790 · Cited by 164
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Dilthey, A., Mentzer, A. J., Carapito, R., Cutland, C., Cereb, N., Madhi, S. A., Rhie, A., Koren, S., Bahram, S., McVean, G., et al. (2019) · Bioinformatics · doi:10.1093/bioinformatics/btz235 · Cited by 151
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Norman, P. J., Norberg, S. J., Guethlein, L. A., Nemat‐Gorgani, N., Royce, T. E., Wroblewski, E. E., Dunn, T., Mann, T. P., Alicata, C., Hollenbach, J. A., et al. (2017) · Genome Research · doi:10.1101/gr.213538.116 · Cited by 101
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Porubskỳ, D., Garg, S., Sanders, A. D., Korbel, J. O., Guryev, V., Lansdorp, P. M., & Marschall, T. (2017) · Nature Communications · doi:10.1038/s41467-017-01389-4 · Cited by 95
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Biederstedt, E., Oliver, J. C., Hansen, N. F., Jajoo, A., Dunn, N., Olson, A. J., Busby, B., & Dilthey, A. (2018) · F1000Research · doi:10.12688/f1000research.15895.2 · Cited by 16
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Metadata
- Authors
- Chin, C.-S., Wagner, J., Zeng, Q., Garrison, E., Garg, S., Fungtammasan, A., Rautiainen, M., Aganezov, S., Kirsche, M., Zarate, S., Schatz, M. C., Xiao, C., Rowell, W. J., Markello, C., Farek, J., Sedlazeck, F. J., Bansal, V., Yoo, B., Miller, N., Zhou, X., Carroll, A., Barrio, A. M., Salit, M., Marschall, T., Dilthey, A. T., & Zook, J. M.
- Affiliations
- DNAnexus (United States) (US)
- National Institute of Standards and Technology (US)
- LabCorp (United States) (US)
- University of California, Santa Cruz (US)
- Harvard University (US)
- Max Planck Institute for Informatics (DE)
- Johns Hopkins University (US)
- National Institutes of Health (US)
- Pacific Biosciences (United States) (US)
- Baylor College of Medicine (US)
- University of California San Diego (US)
- Children's Mercy Hospital (US)
- Stanford University (US)
- Google (United States) (US)
- Heinrich Heine University Düsseldorf (DE)
- Corresponding author
- Zook, Justin M.
- ORCID
- Chin, Chen-Shan
- Wagner, Justin
- Zeng, Qiandong
- Garrison, Erik
- Garg, Shilpa
- Fungtammasan, Arkarachai
- Rautiainen, Mikko
- Aganezov, Sergey
- Kirsche, Melanie
- Zarate, Samantha
- Schatz, Michael C.
- Xiao, Chunlin
- Rowell, William J.
- Markello, Charles
- Farek, Jesse
- Sedlazeck, Fritz J.
- Bansal, Vikas
- Yoo, Byunggil
- Miller, Neil
- Zhou, Xin
- Carroll, Andrew
- Barrio, Alvaro Martinez
- Salit, Marc
- Marschall, Tobias
- Dilthey, Alexander T.
- Zook, Justin M.
- Venue
- Nature Communications
- Published
- 2020-09-22
- Volume
- 11
- Issue
- 1
- Pages
- 4794-4794
- ISSN
- 2041-1723 (ISSN-L)
- PMC
- PMC7508831
- OpenAlex
- W3089079506
- Cited by
- 82
- References
- 39
- Citations by year
- 2026: 5 · 2025: 12 · 2024: 17 · 2023: 16 · 2022: 14 · 2021: 15 · 2020: 3
- FWCI
- 3.97
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Locations
- Nature Communications (publishedVersion, cc-by)
- bioRxiv (Cold Spring Harbor Laboratory) (acceptedVersion)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- Cold Spring Harbor Laboratory Institutional Repository (Cold Spring Harbor Laboratory) (submittedVersion)
- RePEc: Research Papers in Economics (submittedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- MPG.PuRe (Max Planck Society) (submittedVersion, other-oa)
- Funders
- United States Department of Commerce | National Institute of Standards and Technology (Intramural)
- Topics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Genomics and Phylogenetic Studies
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Genomic variations and chromosomal abnormalities
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Genetic Associations and Epidemiology
- Keywords
- major histocompatibility complex, haplotype phasing, structural variants, small variants, Genome in a Bottle, HG002, long-read sequencing, human genetic variation
- MeSH terms
- Cell Line, Diploidy, Haplotypes, Humans, Major Histocompatibility Complex, Genetic Variation, Genome, Human, Benchmarking
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