Evidence map›Paper›PMID 40678216›Full record

ArticleResearch square2025

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

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

Abstract readPreprint
In one paragraph

Article in Research square, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

7 authors.

Matylda A ZietekDepartment of Chemistry and Biochemistry, University of California, Santa Cruz, 1146 High Street, Santa Cruz, 95064, CA, USA.ORCID 0000-0003-3831-8906
Akshar LohithDepartment of Biomolecular Engineering, University of California, Santa Cruz, 1146 High Street, Santa Cruz, 95064, CA, USA.ORCID 0000-0001-7523-5259
Derfel TercianoDepartment of Chemistry and Biochemistry, University of California, Santa Cruz, 1146 High Street, Santa Cruz, 95064, CA, USA.
Beverley M RabbittsDepartment of Chemistry and Biochemistry, University of California, Santa Cruz, 1146 High Street, Santa Cruz, 95064, CA, USA.ORCID 0000-0002-0896-6024
Aswad KhadilkarDepartment of Chemistry and Biochemistry, University of California, Santa Cruz, 1146 High Street, Santa Cruz, 95064, CA, USA.
John B MacMillanChemical Screening Center, University of California, Santa Cruz, 1146 High Street, Santa Cruz, 95064, CA, USA.
R Scott LokeyDepartment of Chemistry and Biochemistry, University of California, Santa Cruz, 1146 High Street, Santa Cruz, 95064, CA, USA.ORCID 0000-0001-9891-1248

Funding

Urgent Covid-19 Revision to the Center for High-Throughput Functional Annotation of Natural ProductsU41AT008718 · NCCIH · UT SOUTHWESTERN MEDICAL CENTER · PI CECH, NADJA B, LININGTON, ROGER G · 2015 to 2024
$10.1M
Upgrade of core imaging instrumentation and robotics for the UCSC Chemical Screening CenterS10OD028730 · OD · UNIVERSITY OF CALIFORNIA SANTA CRUZ · PI LOKEY, ROBERT SCOTT · 2021 to 2021
$1.9M
NCRR: UCSC Integrated Small Molecule Screening FacilityS10RR022455 · NCRR · UNIVERSITY OF CALIFORNIA SANTA CRUZ · PI LOKEY, R SCOTT · 2007 to 2007
$500k
NCCIH NIH HHS U41 AT008718NCRR NIH HHS S10 RR022455NIH HHS S10 OD028730
6 · The paper itself

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.

Indexed as

cell paintingglucocorticoid receptorhigh-content screeninghigh-throughput screeningphenotypic screening

Identifiers

PMID40678216
PMCPMC12270227

What OpenQuestion holds

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LicenceCC BY
Read underepoch 390

Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.