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Saturation genome editing of DDX3X clarifies pathogenicity of germline and somatic variation

Author

Listed:
  • Elizabeth J. Radford

    (Wellcome Sanger Institute
    University of Cambridge, Level 8, Cambridge Biomedical Campus)

  • Hong-Kee Tan

    (Wellcome Sanger Institute)

  • Malin H. L. Andersson

    (Wellcome Sanger Institute)

  • James D. Stephenson

    (EMBL-EBI, Wellcome Genome Campus)

  • Eugene J. Gardner

    (MRC Epidemiology Unit, University of Cambridge School of Clinical Medicine, Cambridge Biomedical Campus)

  • Holly Ironfield

    (Wellcome Sanger Institute)

  • Andrew J. Waters

    (Wellcome Sanger Institute)

  • Daniel Gitterman

    (Wellcome Sanger Institute)

  • Sarah Lindsay

    (Wellcome Sanger Institute)

  • Federico Abascal

    (Wellcome Sanger Institute)

  • Iñigo Martincorena

    (Wellcome Sanger Institute)

  • Anna Kolesnik-Taylor

    (University of Cambridge)

  • Elise Ng-Cordell

    (University of Cambridge
    University of British Columbia)

  • Helen V. Firth

    (Wellcome Sanger Institute
    University of Cambridge)

  • Kate Baker

    (University of Cambridge
    University of Cambridge)

  • John R. B. Perry

    (MRC Epidemiology Unit, University of Cambridge School of Clinical Medicine, Cambridge Biomedical Campus)

  • David J. Adams

    (Wellcome Sanger Institute)

  • Sebastian S. Gerety

    (Wellcome Sanger Institute)

  • Matthew E. Hurles

    (Wellcome Sanger Institute)

Abstract

Loss-of-function of DDX3X is a leading cause of neurodevelopmental disorders (NDD) in females. DDX3X is also a somatically mutated cancer driver gene proposed to have tumour promoting and suppressing effects. We perform saturation genome editing of DDX3X, testing in vitro the functional impact of 12,776 nucleotide variants. We identify 3432 functionally abnormal variants, in three distinct classes. We train a machine learning classifier to identify functionally abnormal variants of NDD-relevance. This classifier has at least 97% sensitivity and 99% specificity to detect variants pathogenic for NDD, substantially out-performing in silico predictors, and resolving up to 93% of variants of uncertain significance. Moreover, functionally-abnormal variants can account for almost all of the excess nonsynonymous DDX3X somatic mutations seen in DDX3X-driven cancers. Systematic maps of variant effects generated in experimentally tractable cell types have the potential to transform clinical interpretation of both germline and somatic disease-associated variation.

Suggested Citation

  • Elizabeth J. Radford & Hong-Kee Tan & Malin H. L. Andersson & James D. Stephenson & Eugene J. Gardner & Holly Ironfield & Andrew J. Waters & Daniel Gitterman & Sarah Lindsay & Federico Abascal & Iñigo, 2023. "Saturation genome editing of DDX3X clarifies pathogenicity of germline and somatic variation," Nature Communications, Nature, vol. 14(1), pages 1-17, December.
  • Handle: RePEc:nat:natcom:v:14:y:2023:i:1:d:10.1038_s41467-023-43041-4
    DOI: 10.1038/s41467-023-43041-4
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