###
# Download gene expression data from TCGA
# (https://www.cancer.gov/about-nci/organization/ccg/research/structural-genomics/tcga).
###
library(tidyverse)
# general info
TCGAbiolinks::getGDCInfo()
df.projects <- TCGAbiolinks::getGDCprojects()
df.projects %>%
filter(grepl("TCGA", project_id)) %>%
head(1)
# prepare query
project.list <- snakemake@config$projects
query <- TCGAbiolinks::GDCquery(
project=project.list,
data.category="Transcriptome Profiling",
data.type="Gene Expression Quantification",
experimental.strategy="RNA-Seq",
workflow.type="HTSeq - Counts")
df.query <- query$results[[1]]
table(df.query$tissue.definition)
# download data
TCGAbiolinks::GDCdownload(query, directory=snakemake@output$data_dir)
# access data
data <- TCGAbiolinks::GDCprepare(query, directory=snakemake@output$data_dir)
# save to file
HDF5Array::saveHDF5SummarizedExperiment(data, dir=snakemake@output$hdf5_dname, replace=TRUE)
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