rna-seq-salmon-deseq2
Snakemake workflow for RNA-Seq differential transcript analysis using Salmon/Deseq2
Science Score: 49.0%
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Repository
Snakemake workflow for RNA-Seq differential transcript analysis using Salmon/Deseq2
Basic Info
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- Stars: 5
- Watchers: 1
- Forks: 1
- Open Issues: 1
- Releases: 5
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Metadata Files
README.md
Snakemake workflow: rna-seq-salmon-deseq2
A Snakemake workflow for wicked-fast paired-end RNA-seq analysis with Salmon and DESeq2.
If you use this workflow in a paper, don't forget to give credits to the authors by citing the URL of this (original) repository and its DOI (see above).
Software dependencies
Usage
Preparing data and code
Create a main analysis directory with the subdirectories config/, reads/, and workflow/.
Place all your paired-end fastq files files in the reads folder. These should have the extensions R1001.fastq.gz/R2001.fastq.gz for read 1 and read2, respectively.
The config/ directory should contain two files: config.yml and samples.csv.
Meta information of the samples are described in samples.csv:
|sample|genotype |treatment |reference |batch | |------|-----------|-----------|----------|-------| |Control1|WT|Normoxia|yes|1| |Control2|WT|Normoxia|yes|1| |ControlHypoxia1|WT|Hypoxia|no|1| |ControlHypoxia2|WT|Hypoxia|no|1|
[!IMPORTANT] The sample names should correspond to the files name, eg. Control1R1001.fastq.gz and Control1R2001.fastqz for sample Control_1.
Analysis settings and resource
yaml
genome: human # human or mouse
gencode_genome_build: 44
fdr_cutoff: 0.05 # adj p value cut off for volcano plots
fc_cutoff: 0.5 # log2 fold change cut off for volcano plots
salmon-quant:
extra_params: "" # additional arguments to pass to Salmon
salmon-index:
extra_params: "--gencode"
deseq2:
# custom model for DESeq2
design: ""
resources: # computing resources
trim:
cpu: 8
time: 60
fastqc:
cpu: 4
time: 60
mapping:
cpu: 8
time: 120
deseq2:
cpu: 6
time: 60
plotting:
cpu: 2
time: 20
Owner
- Name: Niek Wit
- Login: niekwit
- Kind: user
- Location: Cambridge, UK
- Company: University of Cambridge
- Website: www.jamesnathanlab.com
- Repositories: 37
- Profile: https://github.com/niekwit
Bioinformatician @ University of Cambridge working in the labs of Prof. James Nathan and Prof. Paul Lehner
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- Create event: 1
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Last synced: 6 months ago
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- niekwit (1)
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Dependencies
- amannn/action-semantic-pull-request v3.4.0 composite
- actions/checkout v2 composite
- github/super-linter v4 composite
- snakemake/snakemake-github-action v1.24.0 composite
- GoogleCloudPlatform/release-please-action v2 composite
- condaforge/mambaforge latest build
- condaforge/mambaforge latest build
- condaforge/miniforge3 latest build