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Mutational signatures are markers of drug sensitivity of cancer cells

Author

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  • Jurica Levatić

    (The Barcelona Institute of Science and Technology)

  • Marina Salvadores

    (The Barcelona Institute of Science and Technology)

  • Francisco Fuster-Tormo

    (The Barcelona Institute of Science and Technology
    Ctra de Can Ruti, Camí de les Escoles s/n)

  • Fran Supek

    (The Barcelona Institute of Science and Technology
    Catalan Institution for Research and Advanced Studies (ICREA))

Abstract

Genomic analyses have revealed mutational footprints associated with DNA maintenance gone awry, or with mutagen exposures. Because cancer therapeutics often target DNA synthesis or repair, we asked if mutational signatures make useful markers of drug sensitivity. We detect mutational signatures in cancer cell line exomes (where matched healthy tissues are not available) by adjusting for the confounding germline mutation spectra across ancestries. We identify robust associations between various mutational signatures and drug activity across cancer cell lines; these are as numerous as associations with established genetic markers such as driver gene alterations. Signatures of prior exposures to DNA damaging agents – including chemotherapy – tend to associate with drug resistance, while signatures of deficiencies in DNA repair tend to predict sensitivity towards particular therapeutics. Replication analyses across independent drug and CRISPR genetic screening data sets reveal hundreds of robust associations, which are provided as a resource for drug repurposing guided by mutational signature markers.

Suggested Citation

  • Jurica Levatić & Marina Salvadores & Francisco Fuster-Tormo & Fran Supek, 2022. "Mutational signatures are markers of drug sensitivity of cancer cells," Nature Communications, Nature, vol. 13(1), pages 1-19, December.
  • Handle: RePEc:nat:natcom:v:13:y:2022:i:1:d:10.1038_s41467-022-30582-3
    DOI: 10.1038/s41467-022-30582-3
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    Cited by:

    1. Miguel M. Álvarez & Josep Biayna & Fran Supek, 2022. "TP53-dependent toxicity of CRISPR/Cas9 cuts is differential across genomic loci and can confound genetic screening," Nature Communications, Nature, vol. 13(1), pages 1-14, December.
    2. Maria Zhivagui & Areebah Hoda & Noelia Valenzuela & Yi-Yu Yeh & Jason Dai & Yudou He & Shuvro P. Nandi & Burcak Otlu & Bennett Houten & Ludmil B. Alexandrov, 2023. "DNA damage and somatic mutations in mammalian cells after irradiation with a nail polish dryer," Nature Communications, Nature, vol. 14(1), pages 1-14, December.
    3. Mischan Vali-Pour & Solip Park & Jose Espinosa-Carrasco & Daniel Ortiz-Martínez & Ben Lehner & Fran Supek, 2022. "The impact of rare germline variants on human somatic mutation processes," Nature Communications, Nature, vol. 13(1), pages 1-21, December.

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