Decoding mechanism of action and sensitivity to drug candidates from integrated transcriptome and chromatin state.
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Peer-reviewed
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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.
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2050-084X
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Deutsche Forschungsgemeinschaft (German Research Foundation (DFG) Excellence Strategy (EXC2151-390873048))
Deutsche Forschungsgemeinschaft (German Research Foundation (DFG) - SCHU 950/8-1)
Deutsche Forschungsgemeinschaft (German Research Foundation (DFG) - GRK 2168)
Deutsche Forschungsgemeinschaft (German Research Foundation (DFG) - TP11)
Deutsche Forschungsgemeinschaft (German Research Foundation (DFG) - SFB704)
Bundesministerium für Bildung und Forschung (BMBF-funded excellence project Diet-Body-Brain (DietBB))
Horizon 2020 Framework Programme (EU project SYSCID under grant number 733100)

