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1.  Dose-Response Modeling of High-Throughput Screening Data 
Journal of biomolecular screening  2009;14(10):1216-1227.
The National Toxicology Program is developing a high throughput screening (HTS) program to set testing priorities for compounds of interest, to identify mechanisms of action, and potentially to develop predictive models for human toxicity. This program will generate extensive data on the activity of large numbers of chemicals in a wide variety of biochemical-and cell-based assays. The first step in relating patterns of response among batteries of HTS assays to in vivo toxicity is to distinguish between positive and negative compounds in individual assays. Here, we report on a statistical approach developed to identify compounds positive or negative in a HTS cytotoxicity assay based on data collected from screening 1353 compounds for concentration-response effects in nine human and four rodent cell types. In this approach, we develop methods to normalize the data (removing bias due to the location of the compound on the 1536-well plates used in the assay) and to analyze for concentration-response relationships. Various statistical tests for identifying significant concentration-response relationships and for addressing reproducibility are developed and presented.
doi:10.1177/1087057109349355
PMCID: PMC3471146  PMID: 19828774
high-throughput screening; dose-response; statistical modeling; viability assay
2.  A Quantitative High Throughput Screen Identifies Novel Inhibitors of the Interaction of Thyroid Receptor β with a Peptide of Steroid Receptor Coactivator 2 
Journal of biomolecular screening  2011;16(6):618-627.
The thyroid hormone receptors (TR) are members of the nuclear hormone receptor (NHR) superfamily that regulate development, growth, and metabolism. Upon ligand binding, TR releases bound corepressors and recruits coactivators to modulate target gene expression. Steroid Receptor Coactivator 2 (SRC2) is an important coregulator that interacts with TRβ to activate gene transcription. To identify novel inhibitors of the TRβ and SRC2 interaction, we performed a quantitative high throughput screen (qHTS) of a TRβ-SRC2 fluorescence polarization assay against more than 290,000 small molecules. The qHTS assayed compounds at six concentrations up to 92 uM to generate titration-response curves and determine the potency and efficacy of all compounds. The qHTS dataset enabled the characterization of actives for structure-activity relationships as well as for potential artifacts such as fluorescence interference. Selected qHTS actives were tested in the screening assay using fluoroprobes labeled with Texas Red or fluorescein. The retest identified 19 series and 4 singletons as active in both assays with 40% or greater efficacy, free of compound interference and not toxic to mammalian cells. Selected compounds were tested as independent samples and a methylsulfonylnitrobenzoate series inhibited the TRβ-SRC2 interaction with 5 uM IC50. This series represents a new class of thyroid hormone receptor-coactivator modulators.
doi:10.1177/1087057111402199
PMCID: PMC3162318  PMID: 21482722
thyroid receptor; small molecule; HTS; coactivator; protein-protein interaction

Results 1-2 (2)