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Systematic Mapping of Kinase Addiction Combinations in Breast Cancer Cells by Integrating Drug Sensitivity and Selectivity Profiles
Agnieszka Szwajda, Prson Gautam, Leena Karhinen, Sawan Kumar Jha, Jani Saarela, Sushil Shakyawar, Laura Turunen, Bhagwan Yadav, Jing Tang, Krister Wennerberg, Tero Aittokallio, Systematic Mapping of Kinase Addiction Combinations in Breast Cancer Cells by Integrating Drug Sensitivity and Selectivity Profiles. Chemistry and Biology 22(8), 1144–1155, 2015.
http://dx.doi.org/10.1016/j.chembiol.2015.06.021
Abstract:
Chemical perturbation screens offer the possibility to identify actionable sets of cancer-specific vulnerabilities. However, most inhibitors of kinases or other cancer targets result in polypharmacological effects, which complicate the identification of target dependencies directly from the drug-response phenotypes. In this study, we developed a chemical systems biology approach that integrates comprehensive drug sensitivity and selectivity profiling to provide functional insights into both single and multi-target oncogenic signal addictions. When applied to 21 breast cancer cell lines, perturbed with 40 kinase inhibitors, the subtype-specific addiction patterns clustered in agreement with patient-derived subtypes, while showing considerable variability between the heterogeneous breast cancers. Experimental validation of the top predictions revealed a number of co-dependencies between kinase targets that led to unexpected synergistic combinations between their inhibitors, such as dasatinib and axitinib in the triple-negative basal-like HCC1937 cell line.
BibTeX entry:
@ARTICLE{jSzGaKaKuSaShTuYaTaWeAi15a,
title = {Systematic Mapping of Kinase Addiction Combinations in Breast Cancer Cells by Integrating Drug Sensitivity and Selectivity Profiles},
author = {Szwajda, Agnieszka and Gautam, Prson and Karhinen, Leena and Kumar Jha, Sawan and Saarela, Jani and Shakyawar, Sushil and Turunen, Laura and Yadav, Bhagwan and Tang, Jing and Wennerberg, Krister and Aittokallio, Tero},
journal = {Chemistry and Biology},
volume = {22},
number = {8},
pages = {1144–1155},
year = {2015},
}
Belongs to TUCS Research Unit(s): Biomathematics Research Unit (BIOMATH)
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