Image processing techniques and wavelet analyses have been applied to the y
east cell cycle expression microchip data to reveal large-scale temporally
coherent structures and high frequency oscillations in mRNA levels through
the cycle. Because transitions in expression frequently occur in phase, the
y appear as peaks or troughs in colour maps and contour plots of expression
levels. Although apparent in the untreated data, these transitions were id
entified and enhanced by convolution of a Laplacian kernel with the express
ion arrays of the first 4096 genes. Transitions associated with maximum up-
or down-regulation of mRNA levels appear as bands at 30 40 min intervals t
hrough two cell cycles. Time-frequency analyses using wavelet transforms su
pport these visualization techniques and lead to the conclusion that, with
respect to gene expression, the dominant period is not the cell cycle (90 1
20 min) but, more commonly, the higher frequency 30-40 minute submultiple o
f the cycle period.