RNA sequencing data analysis of skeletal muscle biopsies from FRDA patients pre- and post-treatment with rhuEPO and from healthy controls. Raw sequencing data can be downloaded from GEO (GSE226646) and should be placed in data/FRDA_01_RAW. Alternatively, the the raw counts matrix can be downloaded for downstream analyses.
Conda environment for analyses:
conda env create -n frda-epo -f envs/frda-epo.yml
conda activate frda-epo
FastQC of the raw data
qsub preprocessing/fastqc.sh
Poly-A and quality trimming
source preprocessing/trimming.sh
Run the nf-core/rnaseq pipeline (parameters and reference genome paths can be set in 'preprocessing/nf.config')
source preprocessing/preprocessing.sh
Run a check if paired samples are matched to the same donor with NGSCheckMate-1.0.0
source preprocessing/sample_check.sh
Run the downstream analysis scripts
Rscript -e "rmarkdown::render('00_Preprocessing_Results.Rmd')"
Rscript -e "rmarkdown::render('01_Differential_Expression.Rmd')"
Rscript -e "rmarkdown::render('02_Pathway_Analysis.Rmd')"
Rscript -e "rmarkdown::render('03_Figures.Rmd')"
After execution of the analysis scripts, generated figures and tables can be found in 'results'.