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Decoding mechanism of action and sensitivity to drug candidates from integrated transcriptome and chromatin state

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  • Additional Information
    • Contributors:
      Carraro, Caterina [0000-0002-3039-4675]; Bonaguro, Lorenzo [0000-0001-9675-7208]; Helbing, Tim [0000-0002-1284-3254]; Aschenbrenner, Anna C [0000-0002-9429-5457]; Gatto, Barbara [0000-0001-9465-6913]; Apollo - University of Cambridge Repository
    • Publication Information:
      eLife Sciences Publications, Ltd, 2022.
    • Publication Date:
      2022
    • Abstract:
      Omics-based technologies are driving major advances in precision medicine, but efforts are still required to consolidate their use in drug discovery. In this work, we exemplify the use of multi-omics to support the development of 3-chloropiperidines, a new class of candidate anticancer agents. Combined analyses of transcriptome and chromatin accessibility elucidated the mechanisms underlying sensitivity to test agents. Furthermore, we implemented a new versatile strategy for the integration of RNA- and ATAC-seq (Assay for Transposase-Accessible Chromatin) data, able to accelerate and extend the standalone analyses of distinct omic layers. This platform guided the construction of a perturbation-informed basal signature predicting cancer cell lines’ sensitivity and to further direct compound development against specific tumor types. Overall, this approach offers a scalable pipeline to support the early phases of drug discovery, understanding of mechanisms, and potentially inform the positioning of therapeutics in the clinic.
    • File Description:
      application/pdf; application/zip; text/xml
    • ISSN:
      2050-084X
    • Rights:
      OPEN
    • Accession Number:
      edsair.doi.dedup.....090dc51b6948c45cc517fe2b311769f1