Assessment of Pharmacologic Area Under the Curve When Baselines are Variable
- 201 Downloads
The area under the curve (AUC) is commonly used to assess the extent of exposure of a drug. The same concept can be applied to generally assess pharmacodynamic responses and the deviation of a signal from its baseline value. When the initial condition for the response of interest is not zero, there is uncertainty in the true value of the baseline measurement. This necessitates the consideration of the AUC relative to baseline to account for this inherent uncertainty and variability in baseline measurements.
An algorithm to calculate the AUC with respect to a variable baseline is developed by comparing the AUC of the response curve with the AUC of the baseline while taking into account uncertainty in both measurements. Furthermore, positive and negative components of AUC (above and below baseline) are calculated separately to allow for the identification of biphasic responses.
This algorithm is applied to gene expression data to illustrate its ability to capture transcriptional responses to a drug that deviate from baseline and to synthetic data to quantitatively test its performance.
The variable nature of the baseline is an important aspect to consider when calculating the AUC.
KEY WORDSAUC baseline bioinformatics microarrays pharmacogenomics
JDS and IPA acknowledge support from NIH Grant No. GM082974. RRA, DCD and WJJ acknowledge support from NIH Grants No. GM24211 and GM57980.
- 1.Kwon Y. Handbook of essential pharmacokinetics, pharmacodynamics, and drug metabolism for industrial scientists. New York: Kluwer Academic/Plemun Publishers; 2001.Google Scholar
- 13.Barrett T, Troup DB, Wilhite SE, Ledoux P, Rudnev D, Evangelista C, et al. NCBI GEO: archive for high-throughput functional genomic data. Nucleic Acids Res. 2009 Jan;37(Database issue):D885–90.Google Scholar