Skip to content

XZouProjects/OGFSC-R

Folders and files

NameName
Last commit message
Last commit date

Latest commit

 

History

49 Commits
 
 
 
 
 
 
 
 

Repository files navigation

ogfsc

OGFSC v2.0 to perform supervised and unsupervised gene filtering

  1. install the OGFSC R package: OGFSC_0.2.3.tar.gz
  2. unzip the demo file: Odom B6.zip
  3. run the script: run_OGFSC_demo.R

General parameters:
data - scRNA-seq data with genes vs cells
nBins - number of bins to construct MLM model
minBinSize - minimum bin size
LR_p - the p-value cutoff for valid linear model identification
alpha - candidate gene filtering curves
plot_option - option to plot results

Parameters of unsupervised OGFSC:
TW_threshold - p-value cutoff for valid principle component identification

Parameters of supervised OGFSC:
paral_option - option to perform parallel computation
CV - the fold number of cross validation
maxPLScomp - the maximum number of maximum PLS components
paralSize - the number of cores for parallel computation
scalingMethod - scalling method options, 'mc' and/or 'pa'
sampelLabels - the cell category a priori information. If provided, perform supervised OGFSC, otherwise, unsupervised OGFSC

About

R source code of OGFSC

Resources

Stars

Watchers

Forks

Releases

No releases published

Packages

No packages published

Languages