| l1000perturbationsSmallMolecules {cTRAP} | R Documentation |
L1000 perturbations sample for small molecules obtained by running the following code:
l1000metadataSmallMolecules <- filterL1000metadata(
l1000metadata, cellLine="HepG2", timepoint="24 h",
dosage="5 \U00B5M", # \U00B5 is the unicode code for the micro symbol
perturbationType="Compound")
l1000zscores <- downloadL1000data("l1000zscores.gctx", "zscores",
l1000metadataSmallMolecules$sig_id)
l1000geneInfo <- downloadL1000data("l1000geneInfo.txt")
l1000perturbationsSmallMolecules <- loadL1000perturbations(
l1000metadataSmallMolecules, l1000zscores, l1000geneInfo,
sanitizeCompoundNames=TRUE)
# Select only some perturbations (to reduce file size)
data("diffExprStat")
compareSmallMolecule <- list()
compareSmallMolecule$spearman <- compareAgainstL1000(
diffExprStat, l1000perturbationsSmallMolecules, cellLine,
method="spearman")
compareSmallMolecule$pearson <- compareAgainstL1000(
diffExprStat, l1000perturbationsSmallMolecules, cellLine,
method="pearson")
compareSmallMolecule$gsea <- compareAgainstL1000(
diffExprStat, l1000perturbationsSmallMolecules, cellLine, method="gsea",
geneSize=150)
genes <- lapply(compareSmallMolecule, "[[", "genes")
filter <- c(unlist(lapply(genes, head)), unlist(lapply(genes, tail)))
l1000perturbationsSmallMolecules <- l1000perturbationsSmallMolecules[
, filter]