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iTReX: Interactive exploration of mono- and combination therapy dose response profiling data.
Dina ElHarouni1, Yannick Berker2, Heike Peterziel2
1Bioinformatics and Omics Data Analytics, German Cancer Research Center (DKFZ), Heidelberg, Germany; Hopp Children's Cancer Center (KiTZ), Heidelberg, Germany; Division of Pediatric Neurooncology, German Cancer Research Center (DKFZ) and German Cancer Consortium (DKTK), Heidelberg, Germany; Faculty of Biosciences, Heidelberg University, Heidelberg, Germany.
iTReX is a new R application for analyzing tumor cell drug sensitivity and resistance. It helps identify potential biomarkers and druggable targets for precision oncology by analyzing drug response data.
Area of Science:
- Computational Biology
- Pharmacology
- Bioinformatics
Background:
- High-throughput screening methods are crucial for assessing tumor cell drug sensitivity and resistance.
- These methods aid in developing predictive models for treatment response and inform precision oncology decisions.
- Existing analysis methods for drug efficacy often have limitations in curve fitting and combination therapy assessment.
Purpose of the Study:
- To introduce iTReX, a user-friendly Shiny/R application for analyzing mono- and combination drug therapy responses.
- To provide advanced dose-response curve modeling and differential drug sensitivity score (DSS) for combination profiling.
- To integrate modules for visualizing drug target interaction networks and matching omics data for biomarker discovery.
Main Methods:
- Development of an interactive Shiny/R application named iTReX.
- Implementation of an extended drug sensitivity score (DSS) using a five-parameter dose-response model.
- Inclusion of modules for drug target interaction network visualization and omics data integration.
Main Results:
- iTReX enables comprehensive analysis of various drug response readouts and treatment strategies.
- The application successfully validated a cost-effective drug combination screening approach.
- iTReX demonstrated its capability in identifying sample-specific biomarkers through drug target interaction networks.
Conclusions:
- iTReX offers a versatile platform for analyzing drug sensitivity and combination therapies in oncology.
- The application facilitates the identification of potential druggable targets and predictive biomarkers.
- iTReX supports precision oncology by integrating drug response data with omics features and network analysis.
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