# Cell painting in activated cells illuminates phenotypic dark space and uncovers novel drug mechanisms of action

**Authors:** Matylda A Zietek, Akshar Lohith, Derfel Terciano, Beverley M Rabbitts, Aswad Khadilkar, John B MacMillan, R Scott Lokey

PMC · DOI: 10.21203/rs.3.rs-6734784/v1 · Research Square · 2025-06-23

## TL;DR

This study uses cell activation to reveal hidden drug effects, improving the discovery of drug mechanisms and therapeutic strategies.

## Contribution

Introducing cell activation with PMA to uncover novel drug mechanisms in phenotypically 'dark' compounds.

## Key findings

- PMA activation revealed phenotypic effects for 40% of previously uncharacterized compounds.
- Over 1,000 compounds showed effects only under PMA activation, highlighting its utility for MoA studies.
- 2-methoxycinnamaldehyde was found to cluster with glucocorticoid receptor modulators and induce nuclear translocation.

## Abstract

As drug and natural product libraries expand, assays for assessing mechanisms of action (MoA) are increasingly critical. Performing cytological profiling using the Cell Painting (CP) assay enables image-based profiling of cellular states upon treatment, yet many bioactive compounds remain uncharacterized due to undetectable cellular effects under standard conditions. To address this, we combined drug dosing with cell activation using the protein kinase C (PKC) agonist phorbol myristate acetate (PMA). Profiling A549 lung cancer cells treated with 8,387 compounds at two concentrations (1 and 10 μM) in both resting and PMA-activated states allowed us to detect phenotypic effects for up to 40% of all screened compounds, effectively illuminating new phenotypic “dark space”. Over 1,000 compounds exhibited phenotypes exclusively under PMA activation, establishing its advantage for MoA studies. We introduce novel quality control measures for CP screens and demonstrate that integrating phenotypic signatures enhances MoA discovery. Notably, 2-methoxycinnamaldehyde clustered with glucocorticoid receptor modulators and induced nuclear translocation, emphasizing the power of this approach in uncovering novel drug mechanisms and, therefore, aiding in improving therapeutic strategies.

## Linked entities

- **Chemicals:** phorbol myristate acetate (PubChem CID 27924), 2-methoxycinnamaldehyde (PubChem CID 15173)

## Full-text entities

- **Genes:** PRRT2 (proline rich transmembrane protein 2) [NCBI Gene 112476] {aka BFIC2, BFIS2, DSPB3, DYT10, EKD1, FICCA}, NR3C1 (nuclear receptor subfamily 3 group C member 1) [NCBI Gene 2908] {aka GCCR, GCR, GCRST, GR, GRL}
- **Chemicals:** PMA (MESH:D013755), 2-methoxycinnamaldehyde (MESH:C017910)
- **Cell lines:** A549 lung cancer — Homo sapiens (Human), Lung squamous cell carcinoma, Cancer cell line (CVCL_3008)

## Full text

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## Figures

7 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12270227/full.md

## References

33 references — full list in the complete paper: https://tomesphere.com/paper/PMC12270227/full.md

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Source: https://tomesphere.com/paper/PMC12270227