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Generating Biological Network Motifs

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Presentation on theme: "Generating Biological Network Motifs"— Presentation transcript:

1 Generating Biological Network Motifs
Sai Badey

2 Biological Networks What are they? Biological vs Regular Networks*
Terminology Motifs Vertices Edges

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4 Overall Scope Focus on efficiency Large networks Network generation

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6 Project Aim Random Network Generation Analysis & Comparisons
functions (keep # vertices & # edges constant) Swap the edges between outer-vertices Completely random generation Swap node degrees Analysis & Comparisons Run z-testing on the generations for small to extremely large graphs

7 Potential Results No difference Significant Difference
Compare efficiencies of generation methods Create a standard for network generation Significant Difference Determine which is more accurate

8 Steps Amala Ghandi’s work Expansion Looks through existing network
Determines motif Expansion Determine motif across several networks Compare different networks & performance Network Generation

9 Current Status Class Design Network Class Compare Networks Class
Jung Library Constructor, Copy constructor Network generation Analysis (z-test, motif searching, data collection) Compare Networks Class Equals Comparison (highest degree node, motif comparison) Analysis (significant difference, etc)

10 To Do Function implementation Learning
Combine with Amala Ghandi’s work Learning Vectors Hash tables

11 Issues Lots of research

12 Sources Amala Ghandi’s paper
Sahand Khakabimamaghani, Iman Sharafuddin, Norbert Dichter, Ina Koch,  Ali Masoudi-Nejad QuateXelero: An Accelerated Exact Network Motif Detection Algorithm (Article) Joseph Blitzstein and Persi Diaconis A SEQUENTIAL IMPORTANCE SAMPLING ALGORITHM FOR GENERATING RANDOM GRAPHS WITH PRESCRIBED DEGREES (Article) Bjorn H. Junker & Falk Schreiber Analysis of Biological Networks (Book)

13 Take node, change the order of the vertices
Questions?


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