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CINOEDV (version 2.0)

Co-Information based N-Order Epistasis Detector and Visualizer

Description

Detecting and visualizing nonlinear interaction effects of single nucleotide polymorphisms or epistatic interactions, especially high-order epistatic interactions, are important topics in bioinformatics because of their significant mathematical and computational challenges. We present CINOEDV (Co-Information based N-Order Epistasis Detector and Visualizer) for detecting, visualizing, and analyzing high-order epistatic interactions by introducing virtual vertices into the construction of a hypergraph. CINOEDV was developed as an alternative to existing software to build a global picture of epistatic interactions and unexpected high-order epistatic interactions, which might provide useful clues for understanding the underlying genetic architecture of complex diseases.

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Version

Install

install.packages('CINOEDV')

Monthly Downloads

12

Version

2.0

License

GPL-2

Maintainer

Junliang Shang

Last Published

November 27th, 2014

Functions in CINOEDV (2.0)

ConstructCompleteGraph

Construct complete graph
BatCINOEDV

Batch mode for using CINOEDV
SingleEffect

Main Effects of SNPs
TestPSOParameters

Check the PSO parameters
Vertices

Vertices of constructed graphs
ExhaustiveSearch

Exhaustive Search
FourEffect

Interaction Effects of four-SNP combinations
Edges

Edges of constructed graphs
TestSNPNameFile

Test the parameter TestSNPNameFile
CINOEDV-package

Co-Information based N-Order Epistasis Detector and Visualizer
HeatMapFactor

Heatmap function
InstallPackage

Install CINOEDV used packages
InputData

Input data
PSOSearch

PSO Search
ThreeEffect

Interaction Effects of three-SNP combinations
TwoEffect

Interaction Effects of two-SNP combinations
TestNumberThreshold

Test the parameter NumberThreshold
NotationName

Notation of real SNP Name
NormalizationEffect

Normalization Effect
TestRatioThreshold

Test the parameter RatioThreshold
SubgraphSplit

Split subgraphs
CombinationEntropy

Combination Entropy Computation
tic

Start stopwatch timer
DegreeAnalysis

Degree analysis of real vertices
TestMaxOrder

Test the parameter MaxOrder
CheckVerticeType

Test Vertice Type
NetworkData

Collect vertices and edges for network construction
CINOEDV_Main

Co-Information based N-Order Epistasis Detector and Visualizer
EvaluationMeasure

Evaluation Measure
FiveEffect

Interaction Effects of five-SNP combinations
class

Class labels of samples
toc

Read elasped time from stopwatch
CoInformation

Co-Information Computation
PlotTopEffects

Plot top n effects with their corresponding SNPs or SNP-combinations
pts

SNP data