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load_beatAML_data.R
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load_beatAML_data.R
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load_beataml_functional_data <- function(){
library(amlresistancenetworks)
syn <- reticulate::import("synapseclient")
syn$login()
querySynapseTable("syn25830473")
}
load_beataml_genomic_data <- function() {
library(amlresistancenetworks)
syn <- reticulate::import('synapseclient')
syn$login()
amlresistancenetworks::querySynapseTable('syn26428827')
}
load_beat_aml_transcript_data <- function(){
library(amlresistancenetworks)
syn <- reticulate::import('synapseclient')
syn$login()
amlresistancenetworks::querySynapseTable('syn26428813')
}
load_beataml_global_data <- function() {
library(amlresistancenetworks)
syn <- reticulate::import("synapseclient")
syn$login()
amlresistancenetworks::querySynapseTable("syn25808020")
}
load_beataml_phospho_data <- function() {
library(amlresistancenetworks)
syn <- reticulate::import("synapseclient")
syn$login()
amlresistancenetworks::querySynapseTable("syn25808662")
}
load_beataml_global_msnset <- function(global_data = NULL) {
library(dplyr)
library(tidyr)
library(MSnbase)
if (is.null(global_data)) {
global_data <- load_beataml_global_data()
}
phenoData <- global_data %>%
dplyr::select(-Gene, -LogRatio) %>%
distinct()
rownames(phenoData) <- phenoData$Barcode.ID
exprsData <- global_data %>%
dplyr::select(Gene, LogRatio, Barcode.ID) %>%
tidyr::pivot_wider(id_cols = "Gene",
names_from = "Barcode.ID",
values_from = "LogRatio",
values_fill = NA_real_) %>%
as.data.frame()
rownames(exprsData) <- exprsData$Gene
exprsData <- exprsData %>% select(-Gene)
m <- MSnbase::MSnSet(as.matrix(exprsData))
pData(m) <- phenoData
return(m)
}
load_beataml_phospho_msnset <- function(phospho_data = NULL) {
library(dplyr)
library(tidyr)
library(MSnbase)
if (is.null(phospho_data)) {
phospho_data <- load_beataml_phospho_data()
}
library(dplyr)
phenoData <- phospho_data %>%
dplyr::select(-Gene, -SiteID, -LogRatio) %>%
distinct()
rownames(phenoData) <- phenoData$Barcode.ID
exprsData <- phospho_data %>%
dplyr::select(SiteID, LogRatio, Barcode.ID) %>%
tidyr::pivot_wider(id_cols="SiteID",
names_from="Barcode.ID",
values_from="LogRatio",
values_fill=NA_real_) %>%
as.data.frame()
rownames(exprsData) <- exprsData$SiteID
exprsData <- exprsData %>% select(-SiteID)
m <- MSnSet(as.matrix(exprsData))
pData(m) <- phenoData
return(m)
}