Giter VIP home page Giter VIP logo

mpea's Introduction

MPEA: Multivariate Pathway Enrichment Analysis

MPEA.r contains the following 2 functions

MPEA: Simple Multivariate pathway enrichment Analysis. Arguments:

  1. expressions: A matrix of expression values. The samples are rows and the columns are the expression values of individual genes ( or similar). The column names should be the name of the genes as are in the pathway. 2.pathway: a list of individual pathways to be analyzed. Each element of the list consists of a string of the names of the genes inside the pathway
  2. y: Vector of phenotypes. For dichotomous cases a binary vector would be satisfactory.
  3. num_simulation: The number of simulation runs for p-value estimation.
  4. ncore: number of CPU cores used for the computation
  5. seed.number: set for result reproduction.

Value: A vector containing the unadjusted p-value of individual pathways submitted to the code.

MPEA_subsampling: Multivariate pathway enrichment Analysis with windowing compensation. Arguments:

  1. Expressions: A matrix of expression values. The samples are rows and the columns are the expression values of individual genes (or similar). The column names should be the name of the genes as are in the pathway.
  2. pathway: a list of individual pathways to be analyzed. Each element of the list consists of a string of the names of the genes inside the pathway
  3. y: Vector of phenotypes. For dichotomous cases, a binary vector would be satisfactory.
  4. subsampling_size: The size of the sampling window
  5. numsim1: The number of windowing simulation runs on the pathway
  6. numsim2: The number of simulation runs on the array.
  7. ncore: number of CPU cores used for the computation
  8. dcor_test_repetition: Passed as R ( repitition count to dcor.test)
  9. sim_mode: the flag choosing between average ( "mean") and maximum ("max") dcor values for significance analysis. Value: A list containnig:
  10. pathway_dcor: Pathway distance correlation.
  11. pathway_dcor_test: The result of energy::dcor.test on the pathway 3.simulated_p_value: The estimated p_value of individual pathways. =======

mpea's People

Contributors

alekseyenko avatar ashojaee avatar

Watchers

 avatar  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.