Academic Projects:
4. Large scale analysis of protein:protein interaction networks
(Collaborators: J Gowrishankar, Ranjan Sen, Abhijit A Sardesai, Manjula Reddy)
Cellular functions are
determined by intricate interactions among many components of cells. Proteins being the dominant molecules of life,
interactions among all the cellular proteins direct many of the cellular
responses. We have recently become
interested in the analysis of genome-wide protein:protein interactions. Our interest primarily is in applying graph
theory to protein:protein
interactions and attempt to understand how cells respond to external
environmental signals.
We have recently
proposed a genome-wide collection of functional linkages among all the proteins
of Escherichia coli. This was carried out by training a Support
Vector Machine on the known high quality protein:protein complexes in the EcoCyc
database. The average sensitivity and
specificity of our predictions is of the order of 87%. Moreover, our data also is in overall
agreement with the known gene essentiality data available for E. coli.
This may be accessed via our web server: http://sunserver.cdfd.org.in:8080/protease/PPI/
. Our current focus is
on mapping gene expression data on these interactions, and study the
dynamic changes in the interactome with different
environmental signals.
·
Inferring
genome-wide functional linkages in Escherichia coli by combining
improved genome context methods: comparison with high throughput experimental
data (PDF)
S. Yellaboina,
K. Goyal and S. C. Mande
Genome Res. (2007)
17, 527- 535.