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

Caterina Carraro1, Lorenzo Bonaguro2,3, Jonas Schulte-Schrepping2,3

  • 1Department of Pharmaceutical and Pharmacological Sciences, University of Padova, Padova, Italy.

Elife
|August 31, 2022
PubMed

Insights

Multi-omics approaches accelerate anticancer drug discovery by integrating transcriptome and chromatin accessibility data. This strategy identifies mechanisms of action and predicts drug sensitivity for targeted cancer therapies.

Area of Science:

  • Genomics and Bioinformatics
  • Cancer Research
  • Drug Discovery and Development

Background:

  • Omics technologies are crucial for precision medicine but require integration into drug discovery workflows.
  • Developing novel anticancer agents necessitates understanding drug mechanisms and predicting therapeutic response.

Purpose of the Study:

  • To demonstrate the utility of multi-omics data integration in advancing the development of novel anticancer agents.
  • To establish a versatile platform for combining RNA-seq and Assay for Transposase-Accessible Chromatin (ATAC-seq) data.
  • To guide the development of 3-chloropiperidines as a new class of anticancer therapeutics.

Main Methods:

  • Integrated analysis of transcriptome (RNA-seq) and chromatin accessibility (ATAC-seq) data.
  • Development of a novel strategy for versatile omics data integration.
  • Construction of a perturbation-informed basal signature to predict cancer cell line sensitivity.

Main Results:

  • Elucidation of mechanisms underlying sensitivity to candidate anticancer agents.
  • Demonstration that the integrated omics platform accelerates and enhances standalone analyses.
  • Identification of a predictive signature for guiding compound development against specific tumor types.

Conclusions:

  • The developed multi-omics pipeline offers a scalable approach for early-stage drug discovery.
  • This strategy enhances the understanding of drug mechanisms and aids in positioning therapeutics.
  • The approach supports precision medicine by enabling targeted drug development for specific cancers.

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