Git Product home page Git Product logo

459bioinformatics's Introduction

EECS 459 Bioinformatics for Systems Biology Final Project

Title: Finding Important Proteins in Exocytosis and Endocytosis Protein Networks Professor Mehmet Koyuturk, Spring 2015

Project was performed with Dong Liu who provided biological domain expertise.

Project goal was to find rich-clubs in proteins in exocytosis and endocytosis protein interaction networks. Utilized two different measures of measuring and finding rich-clubs

  • FPC scoring: Pei Wang, Xinghuo Yu & Jinhu Lu. Identification and Evolution of Structurally Dominant Nodes in Protein-Protein Interaction Networks. IEEE Trans. Biomed. Circuits Syst. 8, 87โ€“97 (2014).
  • Rich-club: Rombach, M. P., Porter, M. A., Fowler, J. H. & Mucha, P. J. Core-Periphery Structure in Networks. SIAM J. Appl. Math. 74, 167โ€“190 (2014).

This is a slightly strange set-up for the Git repository because all of the validation runs were done on Case's HPC cluster. So the folder Server is directly from what was uploaded to the cluster in order to be able to run these validation runs in a reasonable amount of time.

Everything else was on a Windows 8 laptop with an Intel i5 processor.

The report is available upon request.

##Structure ###Code folder

GeneratePPI.R - Merges and creates a protein protein interaction network (igraph) including both endocytosis and exocytosis from data downloaded from Gene Ontology and BIOGRID databases.

GeneratePartialPPI.R - Generates endocytosis and exocytosis only PPI networks.

ExoEndoFPC.R - Performs FPC scoring on all three networks.

RCCFns.R - Helper fucntions to perform the rich club analysis as described in Rombach et al.

RCCExample.R - Test code of both analyses on a very simple graph.

RCCAll.R - Runs rich club analysis in parallel on a cluster environment.

MakePlots.R - Generates all plots from the analysis.

###Main Folder The rest of the files are either RData encodings of the output from the analysis, or eps files containing the images used in our report.

459bioinformatics's People

Contributors

wjmaddox avatar

Stargazers

 avatar  avatar

Watchers

 avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.