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Activity Number: 283
Type: Contributed
Date/Time: Tuesday, July 31, 2007 : 10:30 AM to 12:20 PM
Sponsor: Biometrics Section
Abstract - #309409
Title: Transformation for the Additive Effect on the Affymetrix Probe Data
Author(s): Fenghai Duan*+
Companies: University of Nebraska Medical Center
Address: 984350 Nebraska Medical Center, Omaha, NE, 68198-4350,
Keywords: Affymetrix ; Transformation ; probe
Abstract:

The microarray technology enables us to measure the expressions of thousands of transcripts in a single experiment. The raw intensity value of a gene is the measurement of the abundance of the corresponding mRNA. The logarithmic transformation is typically performed to the raw intensity data before any further analysis. Some researches have been conducted to search for other transformation functions, mostly focusing on the variance stabilization. In this study, we were using an Affymetrix dataset to investigate the issue of additivity, which is particular important in summarizing the probe level data. A statistical model was also proposed to accommodate our findings. Our results showed our approaches were useful in the quality assessment, normalization and summarization at the probe level for Affymetrix data.


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Revised September, 2007