Supplementary Information
Similarities and differences of
gene expression in
yeast stress conditions
Oleg Rokhlenko a, Ydo Wexler a and Zohar Yakhini a,b
aTechnion-Israel
Institute of Technology, Computer Science Dept. Haifa, 32000, Israel
bAgilent Laboratories, Palo Alto, CA
Abstract
Motivation and Methods:
All living
organisms and the survival of all cells critically depend on their ability to
sense and quickly adapt to changes in the environment and to other stress
conditions. We study stress response mechanisms in Saccharomyces cerevisiae by
identifying genes that, according to very stringent criteria, have persistent
co-expression under a variety of stress conditions. This is enabled through a
fast clique search method applied to the intersection of several co-expression
graphs calculated over the data of Gasch et al. [3]. This method exploits the
topological characteristics of these graphs.
Results:
We observe cliques
in the intersection graphs that are much larger than expected under a null model
of changing
gene identities for different stress conditions but maintaining the
co-expression topology within each one. Persistent cliques are analyzed to
identify enriched function as well as enriched regulation by a small number of
TFs. These TFs
therefore characterize a universal and persistent reaction to stress response.
We further demonstrate that the vertices
(genes) of many cliques in the intersection graphs are colocalized in the yeast
genome, to a degree far beyond the
random expectation. Co-localization can hypothetically contribute to a quick co-ordinated
response. We propose the
use of persistent cliques in further study of properties of co-regulation.
Supplementary Data