Fall 2016

Expression Summaries: cDNA arrays

  • For custom spotted arrays, the quantity used for analysis is most often the

\[log_2(\frac{SampleSignal}{ReferenceSignal})\]

  • This ratio may or may not include background subtraction

\[log_2(\frac{SampleSignal-SampleBackground}{ReferenceSignal-ReferenceBackground})\]

Problems with fold change

  • Fold changes, or ratios, can be larger than 1 (2-fold increase), or smaller than one (0.5).
  • Not symmetric around 1

Why log2

  • \(log_2(\frac{x}{y}) = log_2(x)-log_2(y)\) - fold change converted to difference
  • log ratios are symmetric around 0
  • \(log_2(1) = 0\)
  • \(log_2(2) = 1\)
  • \(log_2(0.5) = -1\)

log2 transformation

Condition Fold change Difference
B vs. A 10 900
C vs. B 10 9000
C vs. A 100 9900

log2 transformation

  • Note that on a log scale,
  • The differences are 1.

log2-transformation of raw intensities

  • The fold change distribution has a fat right tail
  • The log2-transformed fold changes are linear