Significance analysis of xMap cytokine bead arrays

Joong Ho Won, Ofir Goldberger, Shai S. Shen-Orr, Mark M. Davis, Richard A. Olshen

Research output: Contribution to journalArticlepeer-review

Abstract

Highly multiplexed assays using antibody coated, fluorescent (xMap) beads are widely used to measure quantities of soluble analytes, such as cytokines and antibodies in clinical and other studies. Current analyses of these assays use methods based on standard curves that have limitations in detecting low or high abundance analytes. Here we describe SAxCyB (Significance Analysis of xMap Cytokine Beads), a method that uses fluorescence measurements of individual beads to find significant differences between experimental conditions. We show that SAxCyB outperforms conventional analysis schemes in both sensitivity (low fluorescence) and robustness (high variability) and has enabled us to find many new differentially expressed cytokines in published studies.

Original languageEnglish
Pages (from-to)2848-2853
Number of pages6
JournalProceedings of the National Academy of Sciences of the United States of America
Volume109
Issue number8
DOIs
StatePublished - 21 Feb 2012

Keywords

  • ANOVA
  • Algorithm
  • ELISA
  • Luminex
  • Sandwich immunoassay

All Science Journal Classification (ASJC) codes

  • General

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