Signal Transduction transmits signals from outside to the inside of the cell Integer Linear Programming model is used to unravel STN
A signal transduction in biology is a cellular mechanism.biologycellular It converts a stimulus into a response in the cellstimulus A small signal results in a large response
Difficult to identify the reactions in the Signaling Pathway A computational method is required
Scott et al. – Color Coding Steffan et al. – Netsearch Top scoring pathways are considered
Existing solutions may be inconsistent Integer Linear Programming ( ILP ) is a novel method and it integrates PPI data with gene expression profiles Treats signaling network as an entity
Dataset#proteins#interactions DIP (9) DIP Core (10) Protein-Protein Interactions SPA (7) Dataset#genes#samples Carbon Sources(12) Stress response (13) Gene expression profiles Rosetta compendium(14 ) Diauxic shif(15)60657 Phosphate metabolism(16) 62838
The model was applied on yeast PPI network- DIP database Pherome response and Filementous growth signaling pathways were identified
Simple and effective for PPI data Finds identical pathways like that of Color Coding and Netsearch
Uncovers similar results like color coding and Netsearch Proves efficiency and prediction power of the proposed method
Signal Transduction is one of the most important biological processes that cells respond to external stimuli Used for coordinating metabolism, cell proliferation and differentiation ILP determines optimal sub networks efficiently
Signal Transduction Computational models ILP ILP applied to datasets Comparison Evaluation Importance
Aishwarya Ramisetti UIN #