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

Published version
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.

Description

Journal Title

Elife

Conference Name

Journal ISSN

2050-084X
2050-084X

Volume Title

Publisher

eLife Sciences Publications, Ltd

Rights and licensing

Except where otherwised noted, this item's license is described as http://creativecommons.org/licenses/by/4.0/
Sponsorship
Helmholtz Association (HGF Helmholtz AI grant Pro-Gene-Gen (ZT-I-PF5-23))
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)