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Published byErick Horton Modified over 9 years ago
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Signal Transduction transmits signals from outside to the inside of the cell Integer Linear Programming model is used to unravel STN
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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
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Difficult to identify the reactions in the Signaling Pathway A computational method is required
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Scott et al. – Color Coding Steffan et al. – Netsearch Top scoring pathways are considered
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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
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Dataset#proteins#interactions DIP (9)483914319 DIP Core (10)25585967 Protein-Protein Interactions SPA (7)13633721 Dataset#genes#samples Carbon Sources(12) 63834 Stress response (13) 64465 Gene expression profiles Rosetta compendium(14 ) 6316300 Diauxic shif(15)60657 Phosphate metabolism(16) 62838
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The model was applied on yeast PPI network- DIP database Pherome response and Filementous growth signaling pathways were identified
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Simple and effective for PPI data Finds identical pathways like that of Color Coding and Netsearch
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Uncovers similar results like color coding and Netsearch Proves efficiency and prediction power of the proposed method
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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
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Signal Transduction Computational models ILP ILP applied to datasets Comparison Evaluation Importance
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Aishwarya Ramisetti UIN # 671235570
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