Scripts used for generating results in the PICTographPlus manuscript
GSE155698.R is used for the following:
- generate inferCNV results
- build copy number tree
- run simulations
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To run inferCNV and build copy number trees, first obtain single cell data from GEO accession number GSE155698, PDAC_TISSUE_8, then run
Rscript GSE155698.R. This will giveall_cells_with_hmm.rdsandtree.csvfiles, which will be used for downstream simulation. These two files are also available on Mendeley. -
To run simulations, use
Rscript GSEA155698.R {outputDir} {number of samples} {single cell percentage} {purity} {seed}. The complete list of parameters used for the benchmarking analysis can be found atGSE155698_array_jobs.txt. The collected results are available on Mendeley, and results were visualized usingvisualization.ipynb.
pictographPlus_results.Rmd can be used to generate result section data. The input files are available on Mendeley. Final figures in the manuscript were curated by a professional artist so there is no code for generating the identical figures.