data_se <- reactive({
df <- proteoInputClean()
exp_design <- ed_final$data
if (software_used() == 'MaxQuant') {
df$iBAQ.peptides <- NULL
# columns = grep('LFQ', colnames(df))
columns = grep(paste0(input$IntensityType,'.'), colnames(df))
# Adds two columns at the end with an unique gene and protein name.
data_unique <- DEP::make_unique(df, 'Gene.names', 'Protein.IDs', delim = ';')
# data_unique <- DEP::make_unique(proteoInput, 'Gene.names', 'Protein.IDs', delim = ';')
if (input$IntensityType == 'iBAQ') {
# Remove the iBAQ. from the column names: iBAQ.sample1, iBAQ.sample2
names(data_unique)[columns] <- gsub('iBAQ.','',names(data_unique)[columns])
}
} else if (software_used() == 'Spectronaut'){
# Find the columns with the LFQ or iBAQ intensity
if (input$IntensityType == 'LFQ') {
columns <- grep('PG.Quantity', colnames(df))
# remove the ending of the names
colnames(df)[columns] <- gsub(pattern = '.raw.PG.Quantity','',base::colnames(df)[columns])
}else{
columns <- grep('PG.IBAQ', colnames(df))
# remove the ending of the names
colnames(df)[columns] <- gsub(pattern = '.raw.PG.IBAQ','',base::colnames(df)[columns])
# the IBAQ values in Spectronaut contains multiple values separated by a semicolon
# For now I will just take the first value.
}
# Remove [1], [2], [3] from the column names
colnames(df)[columns] <- gsub(pattern = '\\[.*\\] ','',base::colnames(df)[columns])
# Make unique
data_unique <- DEP::make_unique(df,'Gene.names', 'Protein.IDs', delim = ';')
} else if ( software_used() == 'MSFragger'){
df_msfragger <- df %>% select(contains('Intensity'),
-contains(c('Total','Unique')))
columns <- which(colnames(df) %in% colnames(df_msfragger) )
colnames(df)[columns] <- gsub(' Intensity','', colnames(df)[columns])
data_unique <- DEP::make_unique(df,'Gene','Protein ID', delim = ';')
}
message('The experiment names are:\n')
print(colnames(data_unique[columns]))
# Creates a SummarizedExperiment,
data_se <- DEP::make_se(data_unique, columns = columns, expdesign = exp_design)
message('Summarized Experiment created')
return(data_se)
})
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