PreprintCited by 58Genomics and Phylogenetic StudiesGenomic variations and chromosomal abnormalitiesChromosomal and Genetic Variations

Gaps and complex structurally variant loci in phased genome assemblies

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Porubsky, David, Vollger, Mitchell R., Harvey, William T., Rozanski, Allison N., Ebert, Peter, Hickey, Glenn, Hasenfeld, Patrick, Sanders, Ashley D. +6 more·2023·Genome Research

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Abstract

There has been tremendous progress in phased genome assembly production by combining long-read data with parental information or linked-read data. Nevertheless, a typical phased genome assembly generated by trio-hifiasm still generates more than 140 gaps. We perform a detailed analysis of gaps, assembly breaks, and misorientations from 182 haploid assemblies obtained from a diversity panel of 77 unique human samples. Although trio-based approaches using HiFi are the current gold standard, chromosome-wide phasing accuracy is comparable when using Strand-seq instead of parental data. Importantly, the majority of assembly gaps cluster near the largest and most identical repeats (including segmental duplications [35.4%], satellite DNA [22.3%], or regions enriched in GA/AT-rich DNA [27.4%]). Consequently, 1513 protein-coding genes overlap assembly gaps in at least one haplotype, and 231 are recurrently disrupted or missing from five or more haplotypes. Furthermore, we estimate that 6–7 Mbp of DNA are misorientated per haplotype irrespective of whether trio-free or trio-based approaches are used. Of these misorientations, 81% correspond to bona fide large inversion polymorphisms in the human species, most of which are flanked by large segmental duplications. We also identify large-scale alignment discontinuities consistent with 11.9 Mbp of deletions and 161.4 Mbp of insertions per haploid genome. Although 99% of this variation corresponds to satellite DNA, we identify 230 regions of euchromatic DNA with frequent expansions and contractions, nearly half of which overlap with 197 protein-coding genes. Such variable and incompletely assembled regions are important targets for future algorithmic development and pangenome representation.

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  • Compared with Ebert et al., the average median base level accuracy is nearly an order of magnitude higher, the N50 contiguity is nearly double and the structural accuracy is higher.

    “For example, compared with Ebert et al.5, the average median base level accuracy is nearly an order of magnitude higher, the N50 contiguity is nearly double and the structural accuracy is higher33.”

    From A draft human pangenome reference. (2023) · cites this paper as [33]

    The Results section (‘Platform and assembly method comparisons’; page not available) reports that trio-based assemblies have a contig N50 of 40.83 Mbp and outperform the trio-free assemblies associated with Ebert et al. It does not establish that N50 is nearly double, quantify a nearly tenfold difference in median base-level accuracy, or report the claimed comparison in structural accuracy. (LLM, conf=0.85)

    Experimental — accuracy not yet measured
  • Some challenges around loci that harbour copy number polymorphisms and/or inversions remained.

    “Some challenges around loci that harbour copy number polymorphisms and/or inversions remained33.”

    From A draft human pangenome reference. (2023) · cites this paper as [33]

  • Strand-seq data from a subset of assemblies revealed 6-7 Mb of incorrectly oriented sequence per haplotype, indicating room to structurally improve the assemblies.

    “Similarly, in a companion analysis, Strand-seq data from a subset of assemblies revealed 6–7 Mb of incorrectly oriented sequence per haplotype33, which indicates that there is room to structurally improve the assemblies.”

    From A draft human pangenome reference. (2023) · cites this paper as [33]

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References 51 · Cited by 58

Authors
Porubsky, D., Vollger, M. R., Harvey, W. T., Rozanski, A. N., Ebert, P., Hickey, G., Hasenfeld, P., Sanders, A. D., Stober, C., Human Pangenome Reference Consortium, Korbel, J. O., Paten, B., Marschall, T., & Eichler, E. E.
Affiliations
  • University of Washington (US)
  • Heinrich Heine University Düsseldorf (DE)
  • University of California, Santa Cruz (US)
  • European Molecular Biology Laboratory (DE)
  • Max Delbrück Center (DE)
  • European Bioinformatics Institute (GB)
  • Howard Hughes Medical Institute (US)
Corresponding author
Eichler, Evan E.
Venue
Genome Research
Published
2023-04
Volume
33
Issue
4
Pages
496-510
ISSN
  • 1088-9051 (ISSN-L)
  • 1549-5469
OpenAlex
W4376106519
Cited by
58
References
51
Citations by year
2026: 14 · 2025: 18 · 2024: 10 · 2023: 14 · 2022: 2
Type
posted content
Language
en
Open access
Licence
cc-by
Locations
  • Genome Research (publishedVersion, cc-by)
  • bioRxiv (Cold Spring Harbor Laboratory) (acceptedVersion, cc-by-nd)
  • PubMed Central (publishedVersion, cc-by)
  • PubMed (publishedVersion)
  • MDC Repository (Max-Delbrueck-Center for Molecular Medicine) (acceptedVersion)
  • eScholarship (California Digital Library) (submittedVersion, cc-by)
  • Technical University of Denmark, DTU Orbit (Technical University of Denmark, DTU) (submittedVersion, other-oa)
Funders
  • National Institutes of Health (5R01HG002385, 5U01HG010971, 1U01HG010973)
  • European Union's Horizon 2020 research and innovation programme
  • Marie Sklodowska-Curie (956229)
  • Howard Hughes Medical Institute
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 › Agricultural and Biological Sciences › Plant Science › Chromosomal and Genetic Variations
Keywords
phased genome assembly, assembly gaps, structural variants, segmental duplication, satellite DNA, inversion polymorphism, indels, haploid genome, Strand-seq, long-read sequencing, pan-genome
MeSH terms
DNA, Satellite, Haplotypes, Humans, Polymorphism, Genetic, Sequence Analysis, DNA, Segmental Duplications, Genomic

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