{
  "abstract": "Background: Tandem repeats play critical roles in human disease and phenotypic diversity but are among the most challenging classes of genomic variation to measure accurately. Long-read sequencing has the potential to accurately characterize long and complex tandem repeats. While an increasing number of genotyping methods are available, no systematic effort has been undertaken to evaluate their usability, accuracy, and performance across motifs and allele lengths.\n\nResults: We reviewed 25 bioinformatic tools and selected seven actively maintained methods for benchmarking using publicly available Oxford Nanopore genome sequencing data from more than 100 individuals. We assessed performance across 43,009 genome-wide tandem repeat loci using four complementary strategies: concordance with haplotype-resolved Human Pangenome Reference Consortium assemblies, Mendelian consistency, cross-tool consistency, and sensitivity to molecularly confirmed pathogenic expansions. Most methods achieved high concordance with assemblies, with higher accuracy using R10 Oxford Nanopore pore chemistry than older R9 chemistry. Accuracy declined with increasing allele length, and most tools performed worse on homopolymers, heterozygous loci, and alleles differing from the reference genome. Assembly concordance and Mendelian consistency did not predict sensitivity to pathogenic expansions, suggesting that these metrics captured distinct aspects of performance.\n\nConclusions: No single genotyper performs consistently best across all assessments, but strong contenders emerge in each. Our results demonstrate that length accuracy overestimates tandem repeat genotyping performance. Sequence-level benchmarking is essential for selecting tools best-suited for population studies and clinical diagnostics. This work provides practical guidance for tool selection and highlights key priorities for future long-read tandem repeat genotyping method development.\n\nSupplementary Information: The online version contains supplementary material available at https://doi.org/10.1186/s13059-026-04210-y.",
  "abstract_shown": true,
  "affiliations": [
    "Department of Biomedical Informatics, University of Colorado Anschutz, Aurora, CO USA",
    "Department of Biomedical Sciences, University of Antwerp, Antwerp, Belgium",
    "VIB Center for Molecular Neurology, VIB, Antwerp, Belgium",
    "Department of Computer Sciences, Metropolitan State University of Denver, Denver, CO USA",
    "Liggins Institute, University of Auckland, Auckland, New Zealand",
    "Department of Genome Sciences, University of Washington, Seattle, WA USA",
    "Program in Medical and Population Genetics, Broad Institute of MIT and Harvard, Cambridge, MA USA",
    "Department of Quantitative and Computational Biology, University of Southern California, Los Angeles, CA USA",
    "International Laboratory for Human Genome Research, Laboratorio Internacional de Investigación Sobre El Genoma Humano, Universidad Nacional Autónoma de México, Querétaro, México"
  ],
  "article_type": "research article",
  "arxiv": null,
  "author_total": 67,
  "authors": [
    {
      "affs": [
        0
      ],
      "name": "Elbay Aliyev"
    },
    {
      "affs": [
        0
      ],
      "name": "Akshay Avvaru"
    },
    {
      "affs": [
        1,
        2
      ],
      "name": "Wouter De Coster"
    },
    {
      "affs": [
        0,
        3
      ],
      "name": "Garrison M. Arner"
    },
    {
      "affs": [
        4
      ],
      "name": "Denis M. Nyaga"
    },
    {
      "affs": [
        5
      ],
      "name": "Sophia B. Gibson"
    },
    {
      "affs": [
        6
      ],
      "name": "Ben Weisburd"
    },
    {
      "affs": [
        7
      ],
      "name": "Bida Gu"
    },
    {
      "affs": [
        8
      ],
      "name": "Claudia Gonzaga-Jauregui"
    },
    {
      "name": "Elbay Aliyev"
    },
    {
      "affs": [
        0
      ],
      "name": "Elbay Aliyev"
    },
    {
      "affs": [
        0
      ],
      "name": "Akshay Avvaru"
    },
    {
      "affs": [
        1,
        2
      ],
      "name": "Wouter De Coster"
    },
    {
      "affs": [
        5
      ],
      "name": "Sophia B. Gibson"
    },
    {
      "affs": [
        8
      ],
      "name": "Claudia Gonzaga-Jauregui"
    },
    {
      "name": "Jonas A. Gustafson"
    },
    {
      "name": "Joy Goffena"
    },
    {
      "name": "Wayne E. Clarke"
    },
    {
      "name": "Evan E. Eichler"
    },
    {
      "name": "Theodore M. Nelson"
    },
    {
      "name": "Anthony A. Snead"
    },
    {
      "name": "Xinxia Peng"
    },
    {
      "name": "Marcelo Ayllon"
    },
    {
      "name": "Nikhita Damaraju"
    },
    {
      "name": "Miranda PG Zalusky"
    },
    {
      "name": "Kendra Hoekzema"
    },
    {
      "name": "David Twesigomwe"
    },
    {
      "name": "Lei Yang"
    },
    {
      "name": "Phillip A. Richmond"
    },
    {
      "name": "Nathan D. Olson"
    },
    {
      "name": "Andrea Guarracino"
    },
    {
      "name": "Qiuhui Li"
    },
    {
      "name": "Angela L. Miller"
    },
    {
      "name": "Zachary B. Anderson"
    },
    {
      "name": "Sophie HR Storz"
    },
    {
      "name": "Anna O. Basile"
    },
    {
      "name": "André Corvelo"
    },
    {
      "name": "Catherine E. Reeves"
    },
    {
      "name": "Adrienne Helland"
    },
    {
      "name": "Rajeeva Lochan Musunuri"
    },
    {
      "name": "Mahler Revsine"
    },
    {
      "name": "Karynne E. Patterson"
    },
    {
      "name": "Cate R. Paschal"
    },
    {
      "name": "Christina Zakarian"
    },
    {
      "name": "Sara Goodwin"
    },
    {
      "name": "Tanner D. Jensen"
    },
    {
      "name": "Esther Robb"
    },
    {
      "name": "W. Richard McCombie"
    },
    {
      "name": "Fritz J. Sedlazeck"
    },
    {
      "name": "Justin M. Zook"
    },
    {
      "name": "Stephen B. Montgomery"
    },
    {
      "name": "Erik Garrison"
    },
    {
      "name": "Mikhail Kolmogorov"
    },
    {
      "name": "Michael C. Schatz"
    },
    {
      "name": "Richard N. McLaughlin"
    },
    {
      "name": "Michael C. Zody"
    },
    {
      "name": "Matthew Loose"
    },
    {
      "name": "Miten Jain"
    },
    {
      "name": "Rob Patro"
    },
    {
      "name": "Caitlin N. Jacques"
    }
  ],
  "bibtex": "https://research.draconitic.com/paper/ctbn78m227649.bib",
  "cited_by": 2,
  "doi": "10.1186/s13059-026-04210-y",
  "fulltext_url": "https://pmc.ncbi.nlm.nih.gov/articles/PMC13732984/",
  "id": "ctbn78m227649",
  "issns": [
    "1474-7596",
    "1474-760X"
  ],
  "landing_url": "https://doi.org/10.1186/s13059-026-04210-y",
  "language": "en",
  "licence": "CC-BY-NC-ND-4.0",
  "licence_label": "CC BY-NC-ND 4.0",
  "licence_source": "article",
  "licence_url": "https://creativecommons.org/licenses/by-nc-nd/4.0/",
  "metadata_licence": null,
  "native_subjects": [
    [
      "heading",
      "Research"
    ],
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      "openalex",
      "1312|Genomics and Phylogenetic Studies"
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  "openalex": "W7172292078",
  "pdf_url": null,
  "pmcid": "PMC13732984",
  "pmid": "42983859",
  "published": "2026-08-04",
  "publisher": "BMC",
  "ris": "https://research.draconitic.com/paper/ctbn78m227649.ris",
  "sources": [
    {
      "first_seen": "2026-11-08T12:22:52Z",
      "native_id": "PMC13732984",
      "source": "pmc",
      "url": "https://doi.org/10.1186/s13059-026-04210-y"
    }
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  "subjects": [
    {
      "field": "biochemistry",
      "origin": "openalex:1312|Genomics and Phylogenetic Studies",
      "subfield": "molecular-biology"
    }
  ],
  "title": "A comprehensive assessment of tandem repeat genotyping methods for Nanopore long-read genomes",
  "title_text": "A comprehensive assessment of tandem repeat genotyping methods for Nanopore long-read genomes",
  "type": "peer-reviewed",
  "updated_at": "2026-11-08T12:22:52Z",
  "url": "https://research.draconitic.com/paper/ctbn78m227649",
  "venue": "Genome Biology",
  "versions": []
}