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Decoding mechanism of action and sensitivity to drug candidates from integrated transcriptome and chromatin state.
Carraro, Caterina; Bonaguro, Lorenzo; Schulte-Schrepping, Jonas; Horne, Arik; Oestreich, Marie; Warnat-Herresthal, Stefanie; Helbing, Tim; De Franco, Michele; Haendler, Kristian; Mukherjee, Sach; Ulas, Thomas; Gandin, Valentina; Goettlich, Richard; Aschenbrenner, Anna C; Schultze, Joachim L; Gatto, Barbara.
Afiliação
  • Carraro C; Department of Pharmaceutical and Pharmacological Sciences, University of Padova, Padova, Italy.
  • Bonaguro L; Systems Medicine, Deutsches Zentrum für Neurodegenerative Erkrankungen (DZNE) e.V., Bonn, Germany.
  • Schulte-Schrepping J; Genomics and Immunoregulation, Life & Medical Sciences (LIMES) Institute, University of Bonn, Bonn, Germany.
  • Horne A; Systems Medicine, Deutsches Zentrum für Neurodegenerative Erkrankungen (DZNE) e.V., Bonn, Germany.
  • Oestreich M; Genomics and Immunoregulation, Life & Medical Sciences (LIMES) Institute, University of Bonn, Bonn, Germany.
  • Warnat-Herresthal S; Systems Medicine, Deutsches Zentrum für Neurodegenerative Erkrankungen (DZNE) e.V., Bonn, Germany.
  • Helbing T; Genomics and Immunoregulation, Life & Medical Sciences (LIMES) Institute, University of Bonn, Bonn, Germany.
  • De Franco M; Systems Medicine, Deutsches Zentrum für Neurodegenerative Erkrankungen (DZNE) e.V., Bonn, Germany.
  • Haendler K; Systems Medicine, Deutsches Zentrum für Neurodegenerative Erkrankungen (DZNE) e.V., Bonn, Germany.
  • Mukherjee S; Genomics and Immunoregulation, Life & Medical Sciences (LIMES) Institute, University of Bonn, Bonn, Germany.
  • Ulas T; Institute of Organic Chemistry, Justus Liebig University Giessen, Giessen, Germany.
  • Gandin V; Department of Pharmaceutical and Pharmacological Sciences, University of Padova, Padova, Italy.
  • Goettlich R; Systems Medicine, Deutsches Zentrum für Neurodegenerative Erkrankungen (DZNE) e.V., Bonn, Germany.
  • Aschenbrenner AC; PRECISE Platform for Genomics and Epigenomics, Deutsches Zentrum für Neurodegenerative Erkrankungen (DZNE) e.V. and University of Bonn, Bonn, Germany.
  • Schultze JL; Institute of Human Genetics, University of Lübeck, Lübeck, Germany.
  • Gatto B; Statistics and Machine Learning, Deutsches Zentrum für Neurodegenerative Erkrankungen (DZNE) e.V., Bonn, Germany.
Elife ; 112022 08 31.
Article em En | MEDLINE | ID: mdl-36043458
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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Texto completo: 1 Base de dados: MEDLINE Assunto principal: Cromatina / Transcriptoma Idioma: En Ano de publicação: 2022 Tipo de documento: Article

Texto completo: 1 Base de dados: MEDLINE Assunto principal: Cromatina / Transcriptoma Idioma: En Ano de publicação: 2022 Tipo de documento: Article