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Merge pull request #705 from ARTbio/gsc_center_scale
update gsc_center_scale
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Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -1,95 +1,101 @@ | ||
options(show.error.messages = FALSE, | ||
error = function() { | ||
cat(geterrmessage(), file = stderr()) | ||
q("no", 1, FALSE) | ||
} | ||
options( | ||
show.error.messages = FALSE, | ||
error = function() { | ||
cat(geterrmessage(), file = stderr()) | ||
q("no", 1, FALSE) | ||
} | ||
) | ||
loc <- Sys.setlocale("LC_MESSAGES", "en_US.UTF-8") | ||
warnings() | ||
library(optparse) | ||
|
||
# Arguments | ||
option_list <- list( | ||
make_option( | ||
"--data", | ||
default = NA, | ||
type = "character", | ||
help = "Input file that contains values to transform. Must be tabular separated, | ||
make_option( | ||
"--data", | ||
default = NA, | ||
type = "character", | ||
help = "Input file that contains values to transform. Must be tabular separated, | ||
with columns and row names, variables in rows, observations in columns [default : '%default' ]" | ||
), | ||
make_option( | ||
"--center", | ||
default = TRUE, | ||
type = "logical", | ||
help = "center data to the mean [default : '%default' ]" | ||
), | ||
make_option( | ||
"--scale", | ||
default = TRUE, | ||
type = "logical", | ||
help = "scale data to standard deviation [default : '%default' ]" | ||
), | ||
make_option( | ||
"--factor", | ||
default = "", | ||
type = "character", | ||
help = "A two-column observations|factor_levels table, to group observations to be transformed by levels [default : '%default' ]" | ||
), | ||
make_option( | ||
"--output", | ||
default = "res.tab", | ||
type = "character", | ||
help = "Table of transformed values [default : '%default' ]" | ||
) | ||
), | ||
make_option( | ||
"--center", | ||
default = TRUE, | ||
type = "logical", | ||
help = "center data to the mean [default : '%default' ]" | ||
), | ||
make_option( | ||
"--scale", | ||
default = TRUE, | ||
type = "logical", | ||
help = "scale data to standard deviation [default : '%default' ]" | ||
), | ||
make_option( | ||
"--factor", | ||
default = "", | ||
type = "character", | ||
help = "A two-column observations|factor_levels table, to group observations to be transformed by levels [default : '%default' ]" | ||
), | ||
make_option( | ||
"--output", | ||
default = "res.tab", | ||
type = "character", | ||
help = "Table of transformed values [default : '%default' ]" | ||
) | ||
) | ||
|
||
transform <- function(df, center = TRUE, scale = TRUE) { | ||
transfo <- scale(t(df), | ||
center = center, | ||
scale = scale | ||
) | ||
return(as.data.frame(t(transfo))) | ||
transfo <- scale(t(df), | ||
center = center, | ||
scale = scale | ||
) | ||
return(as.data.frame(t(transfo))) | ||
} | ||
|
||
opt <- parse_args(OptionParser(option_list = option_list), | ||
args = commandArgs(trailingOnly = TRUE)) | ||
args = commandArgs(trailingOnly = TRUE) | ||
) | ||
|
||
data <- read.delim( | ||
opt$data, | ||
check.names = FALSE, | ||
header = TRUE, | ||
row.names = 1, | ||
sep = "\t" | ||
opt$data, | ||
check.names = FALSE, | ||
header = TRUE, | ||
row.names = 1, | ||
sep = "\t" | ||
) | ||
|
||
if (opt$factor != "") { | ||
data_factor <- read.delim( | ||
opt$factor, | ||
check.names = FALSE, | ||
header = TRUE, | ||
sep = "\t", | ||
stringsAsFactors = TRUE | ||
) | ||
colnames(data_factor) <- c("cellid", "level") | ||
data_transformed <- data.frame(row.names = rownames(data)) | ||
for (group in levels(data_factor$level)) { | ||
subcells <- as.data.frame(subset(data_factor, level == group, select = cellid)) | ||
subdata <- as.data.frame(subset(data, select = as.vector(subcells$cellid))) | ||
subdata_transformed <- transform(subdata, center = as.logical(opt$center), | ||
scale = as.logical(opt$scale)) | ||
data_transformed <- cbind(data_transformed, subdata_transformed) | ||
} | ||
data_factor <- read.delim( | ||
opt$factor, | ||
check.names = FALSE, | ||
header = TRUE, | ||
sep = "\t", | ||
stringsAsFactors = TRUE | ||
) | ||
colnames(data_factor) <- c("cellid", "level") | ||
data_transformed <- data.frame(row.names = rownames(data)) | ||
for (group in levels(data_factor$level)) { | ||
subcells <- as.data.frame(subset(data_factor, level == group, select = cellid)) | ||
subdata <- as.data.frame(subset(data, select = as.vector(subcells$cellid))) | ||
subdata_transformed <- transform(subdata, | ||
center = as.logical(opt$center), | ||
scale = as.logical(opt$scale) | ||
) | ||
data_transformed <- cbind(data_transformed, subdata_transformed) | ||
} | ||
} else { | ||
data_transformed <- transform(data, center = as.logical(opt$center), | ||
scale = as.logical(opt$scale)) | ||
data_transformed <- transform(data, | ||
center = as.logical(opt$center), | ||
scale = as.logical(opt$scale) | ||
) | ||
} | ||
|
||
|
||
write.table( | ||
cbind(gene = rownames(data_transformed), data_transformed), | ||
opt$output, | ||
col.names = TRUE, | ||
row.names = FALSE, | ||
quote = FALSE, | ||
sep = "\t" | ||
cbind(gene = rownames(data_transformed), data_transformed), | ||
opt$output, | ||
col.names = TRUE, | ||
row.names = FALSE, | ||
quote = FALSE, | ||
sep = "\t" | ||
) |
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