{
  "abstract": "Advances in single-cell whole genome sequencing enable profiling of the copy number state of thousands of cells with minimal sequencing bias across the genome. The Direct Library Preparation+ technique is a whole genome amplification-free single-cell whole genome sequencing method that achieves high throughput by fragmenting each cell’s genome and ligating sequencing adapters using a modified Tn5 transposase, and sequencing to <0.1× coverage. Despite recent advances in experimental approaches, data analysis of single-cell whole genome sequencing lags behind and the existing methods are not optimized for the analysis of frozen samples with variable DNA preservation. Furthermore, existing tools predominantly rely on read depth ratio in predefined genomic bins to call copy number, making whole genome duplication unidentifiable. To address this, we introduce Songbird, a single-cell whole genome sequencing copy number caller that is whole genome duplication sensitive, and outperforms existing tools both in breakpoint identification and true copy number detection. We demonstrate that Songbird is robust down to very low coverage, adaptable to a variety of genome versions (hg19, hg38, hs.1), and is extensible to other single-cell whole genome sequencing methods that rely on Tn5 tagmentation to fragment the genome.",
  "abstract_shown": true,
  "affiliations": [
    "Irving Institute for Cancer Dynamics, Columbia University , Room 601 Schermerhorn Hall, 1190 Amsterdam Ave, New York, NY 10027 ,",
    "Department of Biological Sciences, Columbia University, Room 600 Sherman Fairchild Center , 1212 Amsterdam Ave, New York, NY 10027 ,",
    "New York Genome Center , 101 Avenue of the Americas, New York, NY 10013 ,",
    "Department of Statistics, Columbia University , 1255 Amsterdam Ave, New York, NY 10027 ,",
    "Early Cancer Institute, University of Cambridge, Clifford Allbutt Building, Adrian Way, Cambridge Biomedical Campus , Cambridge CB2 0AH ,",
    "German Cancer Research Center (DKFZ) Heidelberg, Tumorigenesis and Molecular Cancer Prevention Group , Im Neuenheimer Feld 280, Heidelberg 69120 ,",
    "DKFZ Hector Cancer Institute at the University Medical Center Mannheim , Im Neuenheimer Feld 280, Heidelberg, 69120 ,"
  ],
  "article_type": null,
  "arxiv": null,
  "author_total": 13,
  "authors": [
    {
      "affs": [
        0,
        1
      ],
      "name": "Benjamin K Wesley",
      "orcid": "0009-0003-2550-9380"
    },
    {
      "affs": [
        2
      ],
      "name": "Frank Wos"
    },
    {
      "affs": [
        2
      ],
      "name": "Soren Germer"
    },
    {
      "affs": [
        2
      ],
      "name": "Jade E B Carter"
    },
    {
      "affs": [
        2
      ],
      "name": "Silas Maniatis"
    },
    {
      "affs": [
        0,
        3
      ],
      "name": "Khanh Dinh",
      "orcid": "0000-0002-0010-4251"
    },
    {
      "affs": [
        2
      ],
      "name": "James S Roche"
    },
    {
      "affs": [
        2
      ],
      "name": "Timothy R Chu"
    },
    {
      "affs": [
        2
      ],
      "name": "Nicolas Robine",
      "orcid": "0000-0001-5698-8183"
    },
    {
      "affs": [
        4
      ],
      "name": "Rebecca C Fitzgerald"
    },
    {
      "affs": [
        4
      ],
      "name": "Lizhe Zhuang"
    },
    {
      "affs": [
        0,
        1,
        3
      ],
      "name": "Simon Tavaré"
    },
    {
      "affs": [
        5,
        6
      ],
      "name": "Karol Nowicki-Osuch",
      "orcid": "0000-0003-3828-8620"
    }
  ],
  "bibtex": "https://research.draconitic.com/paper/0v6rhrd1h8jsh.bib",
  "cited_by": 0,
  "doi": "10.1093/nar/gkag960",
  "fulltext_url": null,
  "id": "0v6rhrd1h8jsh",
  "issns": [
    "0305-1048",
    "1362-4962"
  ],
  "landing_url": "https://academic.oup.com/nar/article/doi/10.1093/nar/gkag960/8892726",
  "language": null,
  "licence": "CC-BY-4.0",
  "licence_label": "CC BY 4.0",
  "licence_source": "article",
  "licence_url": "https://creativecommons.org/licenses/by/4.0/",
  "metadata_licence": null,
  "native_subjects": [
    [
      "openalex",
      "1311|Genomic variations and chromosomal abnormalities"
    ]
  ],
  "openalex": "W7116780421",
  "pdf_url": "https://academic.oup.com/nar/article-pdf/54/18/gkag960/71753704/gkag960.pdf",
  "pmcid": null,
  "pmid": null,
  "published": "2026-10-09",
  "publisher": "Oxford University Press (OUP)",
  "ris": "https://research.draconitic.com/paper/0v6rhrd1h8jsh.ris",
  "sources": [
    {
      "first_seen": "2026-10-30T12:18:50Z",
      "native_id": "10.1093/nar/gkag960",
      "source": "crossref",
      "url": "https://academic.oup.com/nar/article/doi/10.1093/nar/gkag960/8892726"
    }
  ],
  "subjects": [
    {
      "field": "biology",
      "origin": "openalex:1311|Genomic variations and chromosomal abnormalities",
      "subfield": "genetics-genomics"
    }
  ],
  "title": "Wavelet-based whole genome doubling aware single-cell copy number calling",
  "title_text": "Wavelet-based whole genome doubling aware single-cell copy number calling",
  "type": "peer-reviewed",
  "updated_at": "2026-10-30T12:18:50Z",
  "url": "https://research.draconitic.com/paper/0v6rhrd1h8jsh",
  "venue": "Nucleic Acids Research",
  "versions": []
}