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Large-scale characterization of drug mechanism of action using proteome-wide thermal shift assays.

Jonathan G Van VrankenJiaming LiJulian MintserisMeagan Gadzuk-SheaSteven P GygiDevin K Schweppe
Published in: bioRxiv : the preprint server for biology (2024)
In response to an ever-increasing demand of new small molecules therapeutics, numerous chemical and genetic tools have been developed to interrogate compound mechanism of action. Owing to its ability to characterize compound-dependent changes in thermal stability, the proteome-wide thermal shift assay has emerged as a powerful tool in this arsenal. The most recent iterations have drastically improved the overall efficiency of these assays, providing an opportunity to screen compounds at a previously unprecedented rate. Taking advantage of this advance, we quantified 1.498 million thermal stability measurements in response to multiple classes of therapeutic and tool compounds (96 compounds in living cells and 70 compounds in lysates). When interrogating the dataset as a whole, approximately 80% of compounds (with quantifiable targets) caused a significant change in the thermal stability of an annotated target. There was also a wealth of evidence portending off-target engagement despite the extensive use of the compounds in the laboratory and/or clinic. Finally, the combined application of cell- and lysate-based assays, aided in the classification of primary (direct ligand binding) and secondary (indirect) changes in thermal stability. Overall, this study highlights the value of these assays in the drug development process by affording an unbiased and reliable assessment of compound mechanism of action.
Keyphrases
  • high throughput
  • living cells
  • single cell
  • primary care
  • machine learning
  • small molecule
  • stem cells
  • gene expression
  • genome wide
  • cell therapy
  • single molecule
  • bone marrow
  • drug induced
  • clinical evaluation