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All the examples in this manual
are based on the Arabidopsis cell cycle
expression data by Menges et al.,
2003(1). Two
alternative methods (aphidicolin addition and
sucrose starvation) have been used to synchronize cells
for genome-wide expression profiling in
Arabidopsis cell suspensions, one method
generating a synchronized resumption of the S-phase, and the
second method resulting in a synchronized transition
from G1 to S. An efficient synchronization of
Arabidopsis cell cultures is still very
difficult to achieve and the average duration of
synchronization is highly dependent on the
particular method used. Menges et al.,
2003(1) have
succeeded in covering 19 hours or 3/4 cycle with the
aphidicolin addition synchronization and only 12 hours or
a little bit more than 1/2 cycle with the sucrose
starvation synchronization. In this respect,
GenTχWarper features are demonstrated on
sub-optimal data. Using yeast (Saccharomyces
cerevisiae) cell cycle expression data, where one can achieve up to 2.5 cycles
synchronization, might be a better choice. However,
our motivation is to promote bioinformatics tools, which are not solely used on
yeast data, and consequently encourage development
of new experimental techniques allowing the
production of plant gene expression time series data
that is more suitable for
computational biology research.
The raw data has been
preprocessed with the RMA method in
Bioconductor. Consequently, p-values for regulation have been estimated via permutation tests. In the template matching mode a refined subset of 3277 genes with the lowest p-values for regulation has been used.
(1)
Menges,M., Henning,L., Gruissem,W.,
Murray,A.H. Genome-wide gene expression in an
Arabidopsis cell suspension. Plant Molecular
Biology, 53, 423-442
(2003).
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