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We use the https://nf-co.re/rnaseq/3.13.2 to analyze the RNA seq data (fastq files). The pipeline removes the ribosomal RNA, check the quality of the reads, remove adapter and quality trim, removes genome contaminants, align the reads to the reference genome, sort and index the alignments, mark duplicates and perform quantification.

Data

The samples were downloaded from AWS to ilifu in the project folder

/cbio/projects/028/

The rawdata is in

/cbio/projects/028/rawdata/CleanData/

after git clonning the nextflow nfcore/rnaseq pipeline, we used rnaseq/bin/fastq_dir_to_samplesheet.py to create a samplesheet for the pipeline

 ./rnaseq/bin/fastq_dir_to_samplesheet.py /cbio/projects/028/rawdata/CleanData/ samplesheet.csv --strandedness auto --read1_extension "_1.fq.gz" --read2_extension "_2.fq.gz"

NB: We couldn't remove the ribosomal rRNA using the ensembl gtf file. As such we tried the gencode one (see, /cbio/projects/028/scripts/rnaseq24112023.sh).
We have put all the downloaded references including ensembl and gencode in

/cbio/projects/028/ref/

We then download and run (using /cbio/projects/028/scripts/rnaseq_pipe.sh) the nfcore/rnaseq pipeline in

/cbio/projects/028/rnaseq

All downstream analysis including dtermining differentially expressed genes, visualizing these genes (heatmaps and volcano plots) and determining the pathways that are enriched for our gene sets was done with /cbio/projects/028/final_report.Rmd.

I encountered a problem with biomaRt, based on [[[https://github.com/grimbough/biomaRt/issues/89]]] this is due to the incompatibilities between dbplyr, BiocFileCache, and biomaRt as such I downgraded dbplyr to version 2.3.4. Otherwise one would upgrade their BiocManager to version 3.18 if they are using 3.17.

Updated by Ephie Geza over 1 year ago ยท 5 revisions