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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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Presentation on theme: " Signal Transduction transmits signals from outside to the inside of the cell  Integer Linear Programming model is used to unravel STN."— Presentation transcript:

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2  Signal Transduction transmits signals from outside to the inside of the cell  Integer Linear Programming model is used to unravel STN

3  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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6  Difficult to identify the reactions in the Signaling Pathway  A computational method is required

7  Scott et al. – Color Coding  Steffan et al. – Netsearch  Top scoring pathways are considered

8  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

9 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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11  The model was applied on yeast PPI network- DIP database  Pherome response and Filementous growth signaling pathways were identified

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15  Simple and effective for PPI data  Finds identical pathways like that of Color Coding and Netsearch

16  Uncovers similar results like color coding and Netsearch  Proves efficiency and prediction power of the proposed method

17  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

18  Signal Transduction  Computational models  ILP  ILP applied to datasets  Comparison  Evaluation  Importance

19  Aishwarya Ramisetti  UIN # 671235570


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