Modeling of signaling crosstalk-mediated drug resistance and its implications on drug combination
Xiaoqiang Sun1,2,3, Jiguang Bao4, Zhuhong You5
1Zhongshan School of Medicine, Sun Yat-Sen University, Guangzhou, 510080, China.
Abstract:
The efficacy of pharmacological perturbation to the signaling transduction network depends on the network topology. However, whether and how signaling dynamics mediated by crosstalk contributes to the drug resistance are not fully understood and remain to be systematically explored. In this study, motivated by a realistic signaling network linked by crosstalk between EGF/EGFR/Ras/MEK/ERK pathway and HGF/HGFR/PI3K/AKT pathway, we develop kinetic models for several small networks with typical crosstalk modules to investigate the role of the architecture of crosstalk in inducing drug resistance. Our results demonstrate that crosstalk inhibition diminishes the response of signaling output to the external stimuli. Moreover, we show that signaling crosstalk affects the relative sensitivity of drugs, and some types of crosstalk modules that could yield resistance to the targeted drugs were identified. Furthermore, we quantitatively evaluate the relative efficacy and synergism of drug combinations. For the modules that are resistant to the targeted drug, we identify drug targets that can not only increase the relative drug efficacy but also act synergistically. In addition, we analyze the role of the strength of crosstalk in switching a module between drug-sensitive and drug-resistant. Our study provides mechanistic insights into the signaling crosstalk-mediated mechanisms of drug resistance and provides implications for the design of synergistic drug combinations to reduce drug resistance.
Insights
Signaling crosstalk can lead to drug resistance by altering pathway dynamics. Understanding these network architectures helps identify synergistic drug combinations to overcome resistance.
Area of Science:
- Systems Biology
- Pharmacology
- Computational Biology
Background:
- Drug efficacy is influenced by cellular signaling network topology.
- The role of signaling crosstalk in mediating drug resistance is not fully understood.
Purpose of the Study:
- To investigate how the architecture of signaling crosstalk contributes to drug resistance.
- To identify specific crosstalk modules associated with resistance to targeted therapies.
- To evaluate drug combinations for overcoming resistance.
Main Methods:
- Development of kinetic models for signaling networks with crosstalk modules.
- Analysis of signaling dynamics under pharmacological perturbation.
- Quantitative evaluation of drug efficacy and synergism.
Main Results:
- Crosstalk inhibition reduces signaling output response to stimuli.
- Specific crosstalk architectures were identified as drivers of drug resistance.
- Drug targets were identified to enhance efficacy and synergism in resistant modules.
- The strength of crosstalk influences the switch between drug sensitivity and resistance.
Conclusions:
- Signaling crosstalk plays a critical role in mediating drug resistance.
- Mechanistic insights into crosstalk-mediated resistance can guide the design of effective drug combinations.
- Targeting specific crosstalk pathways offers a strategy to improve cancer therapy outcomes.
More Related Videos
08:46Implementation of In Vitro Drug Resistance Assays: Maximizing the Potential for Uncovering Clinically Relevant Resistance Mechanisms
Published on: December 9, 2015
09:58Using RNA-sequencing to Detect Novel Splice Variants Related to Drug Resistance in In Vitro Cancer Models
Published on: December 9, 2016
Related Concept Videos
Treatment Resistant Cancers
Interactions Between Signaling Pathways
Convergence and divergence, and cross-talk between signaling pathways
Two distinct signaling pathways can converge on a single functional unit, which may either be a single protein or a complex of proteins. The response is either functionally distinct or synergistic between the two pathways but different from the response...
Combination Therapies and Personalized Medicine
The combination of the drug acetazolamide and sulforaphane is a good example of combination therapy to treat cancer. The cells in the interior of a large tumor often die due to the hypoxic and...
Pharmacogenetic Phenotypes: Alterations in Pharmacokinetics, Drug Targets and Biologic Milieu
Impact of Pharmacokinetic–Pharmacodynamic Models: Regulatory Decisions
Pharmacogenetics of Drug Targets: β₂-Adrenergic Receptors, Apo E, Thymidylate Synthase
