Cell-State-Specific Drug Responses are Associated With Differences in Signaling Network Wiring

Intracellular signaling pathways form networks through which information is transmitted, often in the form of kinase-mediated phosphorylation events, to interpret extracellular signals and elicit appropriate cellular responses. Yet, even isogenic cells in a homogenous environment show heterogeneity in their intracellular "cell-state", as well as their response to extracellular signals. Here, we aimed to better understand this relation between these phenomena by investigating how information flows through the EGF-receptor centered network upon targeted drug treatment, and how this is affected by cell-to-cell-state differences. Using single-cell ID-seq, we profiled the cell-state and signaling activity in primary human epidermal stem cells by measuring 69 (phospho-)proteins upon inhibition of the Erk/MAPK (p90RSK) and Akt/mTOR (p70S6K) routes downstream of the EGF pathway. We found that the effects of drug treatment propagated from the EGF-signaling pathway to other connected parts of the cellular signaling network, indicating altered signaling flow. We identified nine distinct cell-states that show pervasive state-dependent drug-responses for many (phospho-)proteins. Computational modeling of the signaling network using single-cell Comparative Network Reconstruction showed that many interactions between phospho-proteins (i.e. network wiring) were quantitatively different between cell-states. Furthermore, (phospho-)proteins with a cell-state dependent drug response, were more likely to be involved in interactions that showed a cell-state dependent strength. Overall, our results indicate that drug treatment response and signaling interactions between proteins are closely related and modulated by cell-state.

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Publication Details

Journal
Molecular & Cellular Proteomics
Published
2026-02-17
DOI
https://doi.org/10.1016/j.mcpro.2026.101529
Primary Topic
Cell Image Analysis Techniques
Type
article
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article

Cell-State-Specific Drug Responses are Associated With Differences in Signaling Network Wiring

Klaas W. Mulder, Sabine E.J. Tanis, Evert Bosdriesz, Tim Stohn et al.
Molecular & Cellular Proteomics
Cell Image Analysis Techniques
article

Cell-State-Specific Drug Responses are Associated With Differences in Signaling Network Wiring

Klaas W. Mulder, Sabine E.J. Tanis, Evert Bosdriesz, Tim Stohn, Niels Krämer, Roderick van Eijl
article en

Abstract

Intracellular signaling pathways form networks through which information is transmitted, often in the form of kinase-mediated phosphorylation events, to interpret extracellular signals and elicit appropriate cellular responses. Yet, even isogenic cells in a homogenous environment show heterogeneity in their intracellular "cell-state", as well as their response to extracellular signals. Here, we aimed to better understand this relation between these phenomena by investigating how information flows through the EGF-receptor centered network upon targeted drug treatment, and how this is affected by cell-to-cell-state differences. Using single-cell ID-seq, we profiled the cell-state and signaling activity in primary human epidermal stem cells by measuring 69 (phospho-)proteins upon inhibition of the Erk/MAPK (p90RSK) and Akt/mTOR (p70S6K) routes downstream of the EGF pathway. We found that the effects of drug treatment propagated from the EGF-signaling pathway to other connected parts of the cellular signaling network, indicating altered signaling flow. We identified nine distinct cell-states that show pervasive state-dependent drug-responses for many (phospho-)proteins. Computational modeling of the signaling network using single-cell Comparative Network Reconstruction showed that many interactions between phospho-proteins (i.e. network wiring) were quantitatively different between cell-states. Furthermore, (phospho-)proteins with a cell-state dependent drug response, were more likely to be involved in interactions that showed a cell-state dependent strength. Overall, our results indicate that drug treatment response and signaling interactions between proteins are closely related and modulated by cell-state.

Molecular & Cellular ProteomicsVol. 25(3)
Radboud University Nijmegen (NL), Radboud University Medical Center (NL), Radboud Institute for Molecular Life Sciences (NL), Oncode Institute (NL), Vrije Universiteit Amsterdam (NL)
Good health and well-being
Openalex Percentile: Top 60%
Cell Image Analysis Techniques
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