Abstract:
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Pharmacodynamics study of therapeutic compounds is a major focus of clinical oncology. Large-scale drug screening has the potential to identify compounds that significantly reduce mortality and improve quality of life for cancer patients. As a result, accurately estimating drug potency plays an important role. We developed the drexplorer R package to encompass several aspects of dose-response analysis: assess reproducibility of replicated experiments, detect outlier data points, fit different models, identify the best model, estimate inhibitory concentration (IC), area under curve (AUC), GI50 (50% growth inhibition), TGI (total growth inhibition) as well as LC50 (50% killing effect) and evaluate drug-drug interactions. To evaluate different metrics, we also perform comprehensive analysis with over one thousand compounds. Drexplorer is a versatile tool for pharmacodynamics study. Real data analysis shows that IC50 has best correlation with other metrics including GI50, TGI and Emax, supporting its popularity in practice. We further find that IC50 performs at least as good as other metrics even for targeted compounds.
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