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statweb.stanford.edustatweb.stanford.edu/~ckirby/brad/talks/2007SimInference.pdf · Guo et al. (2006) “Rat toxicogenomic study reveals analytical consistency across microarray platforms”

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Page 1: statweb.stanford.edustatweb.stanford.edu/~ckirby/brad/talks/2007SimInference.pdf · Guo et al. (2006) “Rat toxicogenomic study reveals analytical consistency across microarray platforms”

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Page 2: statweb.stanford.edustatweb.stanford.edu/~ckirby/brad/talks/2007SimInference.pdf · Guo et al. (2006) “Rat toxicogenomic study reveals analytical consistency across microarray platforms”

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Combined or Separate Analyses?

Back halfFront half

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Rest of talk: Fdr calculations (mostly Bayesian)

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• Theorem

where

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References

Schwartzman, Dougherty, and Taylor (2005) Magnetic Resonance in Medicine 1423-31.

Efron (2006) “Microarrays, Empirical Bayes, and the Two-groups Model”(2006)

www-stat.stanford.edu/~brad/papers/twogroups.pdf

Efron and Tibshirani (2007) “On testing the significance of sets of genes”www-stat.stanford.edu/~brad/papers/genesetpaper.pdf (to appear AOAS)

Guo et al. (2006) “Rat toxicogenomic study reveals analytical consistency across microarray platforms” Nature Biotechnology 1162-69.

Singh et al. (2002) “Gene expression correlates of clinical prostate cancer behavior” Cancer Cell 302-09.

locfdr local and tail-area fdr calculations, available in R on CRAN.31