Exploration, normalization, and summaries of high density oligonucleotide array probe level data
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Abstract
In this paper we report exploratory analyses of high-density oligonucleotide array data from the Affymetrix GeneChip system with the objective of improving upon currently used measures of gene expression. Our analyses make use of three data sets: a small experimental study consisting of five MGU74A mouse GeneChip arrays, part of the data from an extensive spike-in study conducted by Gene Logic and Wyeth's Genetics Institute involving 95 HG-U95A human GeneChip arrays; and part of a dilution study conducted by Gene Logic involving 75 HG-U95A GeneChip arrays. We display some familiar features of the perfect match and mismatch probe (PM and MM) values of these data, and examine the variance-mean relationship with…
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Topics
Keywords
- Gene chip analysis
- Normalization (sociology)
- Multiplicative function
- Computer science
- Variance (accounting)
- Data mining
- Statistics
- Mathematics
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