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Germline variation contributes to false negatives in CRISPR-based experiments with varying burden across ancestries

Author

Listed:
  • Sean A. Misek

    (Broad Institute of MIT and Harvard
    Dana-Farber Cancer Institute
    Massachusetts Institute of Technology)

  • Aaron Fultineer

    (Broad Institute of MIT and Harvard)

  • Jeremie Kalfon

    (Broad Institute of MIT and Harvard)

  • Javad Noorbakhsh

    (Broad Institute of MIT and Harvard)

  • Isabella Boyle

    (Broad Institute of MIT and Harvard)

  • Priyanka Roy

    (Broad Institute of MIT and Harvard)

  • Joshua Dempster

    (Broad Institute of MIT and Harvard)

  • Lia Petronio

    (Broad Institute of MIT and Harvard)

  • Katherine Huang

    (Broad Institute of MIT and Harvard)

  • Alham Saadat

    (Broad Institute of MIT and Harvard)

  • Thomas Green

    (Broad Institute of MIT and Harvard)

  • Adam Brown

    (Broad Institute of MIT and Harvard)

  • John G. Doench

    (Broad Institute of MIT and Harvard)

  • David E. Root

    (Broad Institute of MIT and Harvard)

  • James M. McFarland

    (Broad Institute of MIT and Harvard)

  • Rameen Beroukhim

    (Broad Institute of MIT and Harvard
    Dana-Farber Cancer Institute)

  • Jesse S. Boehm

    (Broad Institute of MIT and Harvard
    Massachusetts Institute of Technology)

Abstract

Reducing disparities is vital for equitable access to precision treatments in cancer. Socioenvironmental factors are a major driver of disparities, but differences in genetic variation likely also contribute. The impact of genetic ancestry on prioritization of cancer targets in drug discovery pipelines has not been systematically explored due to the absence of pre-clinical data at the appropriate scale. Here, we analyze data from 611 genome-scale CRISPR/Cas9 viability experiments in human cell line models to identify ancestry-associated genetic dependencies essential for cell survival. Surprisingly, we find that most putative associations between ancestry and dependency arise from artifacts related to germline variants. Our analysis suggests that for 1.2-2.5% of guides, germline variants in sgRNA targeting sequences reduce cutting by the CRISPR/Cas9 nuclease, disproportionately affecting cell models derived from individuals of recent African descent. We propose three approaches to mitigate this experimental bias, enabling the scientific community to address these disparities.

Suggested Citation

  • Sean A. Misek & Aaron Fultineer & Jeremie Kalfon & Javad Noorbakhsh & Isabella Boyle & Priyanka Roy & Joshua Dempster & Lia Petronio & Katherine Huang & Alham Saadat & Thomas Green & Adam Brown & John, 2024. "Germline variation contributes to false negatives in CRISPR-based experiments with varying burden across ancestries," Nature Communications, Nature, vol. 15(1), pages 1-11, December.
  • Handle: RePEc:nat:natcom:v:15:y:2024:i:1:d:10.1038_s41467-024-48957-z
    DOI: 10.1038/s41467-024-48957-z
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    References listed on IDEAS

    as
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