iTReX
iTReX analyzes dose-response profiling data for mono-therapy and combination therapy to quantify drug sensitivity and support biomarker discovery and therapy optimization in precision oncology.
Key Features:
- Advanced Dose-Response Modeling: Employs an extended drug sensitivity score (DSS) based on a five-parameter dose-response curve model to quantify single-agent and combination therapy efficacies.
- Combination Therapy Profiling: Implements a differential DSS for combination profiling to assess synergistic or antagonistic effects between drugs.
- Drug Target Interaction Network Visualization: Visualizes drug target interaction networks and matches top therapy hits with sample omics features to identify druggable targets and candidate biomarkers.
- Versatile Quantitative Readout Analysis: Analyzes quantitative readouts including luminescence and fluorescence microscopy data and supports multiple treatment strategies such as drug treatments and radiation from high-throughput screening datasets.
- Biomarker Identification: Integrates drug target interaction networks with sample-specific omics features to facilitate identification of potential biomarkers for personalized medicine.
Scientific Applications:
- Precision oncology: Correlating tumor genomic features with treatment response profiles to inform therapeutic hypotheses.
- Drug combination screening validation: Validating cost-effective drug combination screening approaches.
- Predictor development: Supporting the development of novel predictors of treatment response.
- Therapy optimization and biomarker discovery: Optimizing therapeutic strategies and identifying candidate biomarkers for personalized treatment decisions.
Methodology:
Five-parameter dose-response curve fitting, computation of an extended DSS and a differential DSS for combinations, visualization of drug-target interaction networks, matching top therapy hits with sample-specific omics features, and analysis of quantitative readouts from luminescence and fluorescence microscopy within high-throughput screening dose-response datasets.
Topics
Details
- License:
- Not licensed
- Cost:
- Free of charge
- Tool Type:
- web application
- Operating Systems:
- Mac, Linux, Windows
- Programming Languages:
- R
- Added:
- 5/24/2022
- Last Updated:
- 5/24/2022
Operations
Publications
ElHarouni D, Berker Y, Peterziel H, Gopisetty A, Turunen L, Kreth S, Stainczyk SA, Oehme I, Pietiäinen V, Jäger N, Witt O, Schlesner M, Oppermann S. iTReX: Interactive exploration of mono- and combination therapy dose response profiling data. Pharmacological Research. 2022;175:105996. doi:10.1016/j.phrs.2021.105996. PMID:34848323.