set.seed(1234)
nc = 24
nr = 16
# create control map
cmap = data.frame(X1=c(rep("Control P", floor(nr/3)),
rep(c("Control low", "Control med", "Control high"),
(floor(nr/3)+nr-3*floor(nr/3))/3), rep("Control N",
floor(nr/3))), X2=c(rep("Control N", floor(nr/3)),
rep(c("Control low", "Control med", "Control high"),
(floor(nr/3)+nr-3*floor(nr/3))/3), rep("Control P", floor(nr/3))))
cmap = cmap[seq(1,nr,2),]
cmap
# create 1st replicate of data matrix with compounds and controls
replicate1 = matrix(abs(rnorm(nr*nc)), nr, nc)
# create 2nd replicate of data matrix with compounds and controls
replicate2 = matrix(abs(rnorm(nr*nc)), nr, nc)
# create 3rd replicate of data matrix with compounds and controls
replicate3 = matrix(abs(rnorm(nr*nc)), nr, nc)
# combine all replicate for the before data
replicates_before = list(replicate1, replicate2, replicate3)
names(replicates_before) = c("Replicate1", "Replicate2", "Replicate3")
# create 1st replicate of data matrix with compounds and controls
replicate1 = matrix(abs(rnorm(nr*nc)), nr, nc)
# create 2nd replicate of data matrix with compounds and controls
replicate2 = matrix(abs(rnorm(nr*nc)), nr, nc)
# create 3rd replicate of data matrix with compounds and controls
replicate3 = matrix(abs(rnorm(nr*nc)), nr, nc)
# combine all replicate for the after data
replicates_after = list(replicate1, replicate2, replicate3)
names(replicates_after) = c("Replicate1", "Replicate2", "Replicate3")
# extract plate 1, replicate 1
dat = extractplate(replicates_before, replicates_after, plate=1, replicate=1)
# normalize using c-score
head(normplate("Main Plate 1", dat[["datbefore"]], dat[["datafter"]], cmap,
plate=1, triplicate=1, norm="cscore",
poscont="Control P", negcont="Control N"))
# normalize using b-score (medpolish)
head(normplate("Main Plate 1", dat[["datbefore"]], dat[["datafter"]], cmap,
plate=1, triplicate=1, norm="bscore"))
# normalize using z-score
head(normplate("Main Plate 1", dat[["datbefore"]], dat[["datafter"]], cmap,
plate=1, triplicate=1, norm="zscore"))
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