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Publications / Yu 2012 (Stat Biopharm Res)

Overview

Publication

Stat Biopharm Res. 2012 Jan 1; 4(1):43478.

PubMed ID: 24660049

Title

Statistical approaches to analyzing HIV-1 neutralizing antibody assay data

Authors

Yu X, Gilbert PB, Hioe CE, Zolla-Pazner S, Self SG

Abstract

Neutralizing antibody assays are widely used in research toward development of a preventive HIV-1 vaccine. Currently, the neutralization potency of an antibody is typically quantified by the inhibitory concentration (IC) values (e.g., IC50), and the neutralization breadth is estimated by the empirical method. In this paper, we propose the AUC and pAUC measures for summarizing the titration curve, which complement the commonly used IC measure. We present multiple advantages of AUC over IC50, which include no complications due to censoring, the capability to explore low-level neutralization, and improved coverage probabilities and efficiency of estimators. We also propose statistical methods for determining positive neutralization and for estimating the neutralization breadth. The simulation results suggest that the AUC measure is preferable in particular as IC50s get closer to the highest concentration of antibodies tested. For the majority of the assay data, the AUC method is more powerful than the IC50 method. However, since these methods test different hypotheses, it is not unexpected that some virus-antibody combinations are AUC positive but IC50 negative or vice versa.

With the publicly available data in the CAVD DataSpace we can Learn about studies, products, assays, antibodies, and publications, Find subjects with common characteristics, Plot assay results across studies and years of research, and Compare monoclonal antibodies and their neutralization curves. Data are also accessible via DataSpaceR, our R API.

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