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

从整合转录组和染色质状态解码药物候选物的作用机制和敏感性

阅读:4
作者:Caterina Carraro, Lorenzo Bonaguro, Jonas Schulte-Schrepping, Arik Horne, Marie Oestreich, Stefanie Warnat-Herresthal, Tim Helbing, Michele De Franco, Kristian Haendler, Sach Mukherjee, Thomas Ulas, Valentina Gandin, Richard Goettlich, Anna C Aschenbrenner, Joachim L Schultze, Barbara Gatto

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.

特别声明

1、本页面内容包含部分的内容是基于公开信息的合理引用;引用内容仅为补充信息,不代表本站立场。

2、若认为本页面引用内容涉及侵权,请及时与本站联系,我们将第一时间处理。

3、其他媒体/个人如需使用本页面原创内容,需注明“来源:[生知库]”并获得授权;使用引用内容的,需自行联系原作者获得许可。

4、投稿及合作请联系:info@biocloudy.com。