The goal of EpiGPlot is to plot epigenetic genes expression values into interpretable data. Main function plotEpigeneticEV allows for specific linear regression model visualization on user-specified sample classes.
You can install the development version of EpiGPlot like so:
require("devtools")
install_github("kevbobli224/EpiGPlot", build_vignettes = TRUE)
library("EpiGPlot")
To run the Shiny App:
EpiGPlot::runEpiGPlot()
The package’s purpose is to plot and visualize epigenetic factor data sets into simple and interpretable visualization plots.
Established epigenetic factor databases do not have visualization methods for gene data sets, this package aims to fill and addresses the visualization gap by plotting expression values of given gene set against a range of quantile genes.
EpiGPlot
contains 4 exported functions for users: For plotting
purposes and graphing linear regression models: plotEpigeneticEV
For customizing plotting layouts and specifications: layoutEpigeneticEV
For parsing .csv or loading .rda data for a certain gene and their expression values amongst other genes: parseEpigeneticData, loadEpigeneticData
Refer to vignette or manual for detailed usage of the provided functions.
Function examples in the manuals are only given to the exported functions. Non-exported functions will not have an example.
An overview of the package is illustrated below.
A Shiny application could be run for the ease of visualization. To run the Shiny App:
EpiGPlot::runEpiGPlot()
An illustration of a shiny app:
For more details, see vignette
To list all functions available in the package:
ls("package:EpiGPlot")
To list all provided data sets in the package:
data(package="EpiGPlot")
A package tree structure is provided as below:
- EpiGPlot
|- EpiGPlot.Rproj
|- DESCRIPTION
|- NAMESPACE
|- LICENSE
|- README
|- data
|- NO66_HUMAN.rda
|- inst
|- CITATION
|- shiny-scripts
|- app.R
|- extdata
|- expression.csv
|- Plot1_default.png
|- Plot2_spec_class.png
|- Plot3_spec_lr.png
|- overview.png
|- overview_shiny.PNG
|- man
|- getColourMattrix.Rd
|- getGeneClassColour.Rd
|- layoutEpigeneticEV.Rd
|- loadEpigeneticData.Rd
|- NO66_HUMAN.Rd
|- parseEpigeneticData.Rd
|- plotEpigeneticEV.Rd
|- pScaleRange.Rd
|- R
|- data.R
|- epiGPlotFunctions.R
|- runEpiGPlot.R
|- vignettes
|- EpiGPlot.Rmd
|- EpiGPlot.R
|- EpiGPlot.html
|- tests
|- testthat.R
|- testthat
|- test-epiGPlotFunctions.R
Or, refer to vignette for more details.
The plotEpigeneticEV
function uses ggplot
and ggrepel
packages to
perform plotting functions, as well as grDevices
package for the
layoutEpigeneticEV
function to parse and validate hexadecimal colour
strings. shiny
is utilized for interactive web application for ease of
package interaction.
This package was developed as part of an assessment for 2021 BCB410H: Applied Bioinfor-matics, University of Toronto, Toronto, CANADA.
For tutorials and plot interpretation, refer to the vignette:
browseVignettes("EpiGPlot")
Different parameters provided to the plot function.
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