Workflow: scRNA-seq pipeline using Salmon and Alevin
Fetched 2024-10-08 16:44:07 GMT
Verified with cwltool version 3.1.20230201224320
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source repository.
Inputs
| ID | Type | Title | Doc |
|---|---|---|---|
| threads | Integer | Number of threads for Salmon | |
| fastq_dir | Directory | Directory containing FASTQ files |
Steps
| ID | Runs | Label | Doc |
|---|---|---|---|
| fastqc |
steps/fastqc.cwl
(CommandLineTool)
|
Runs fastQC on each fastq file in fastq directory | |
| salmon |
steps/salmon.cwl
(CommandLineTool)
|
Run Salmon Alevin tool on FASTQ input | |
| scanpy_analysis |
steps/scanpy-analysis.cwl
(CommandLineTool)
|
Dimensionality reduction and clustering | |
| alevin_to_anndata |
steps/alevin-to-anndata.cwl
(CommandLineTool)
|
Convert Alevin sparse output to anndata.AnnData object, save as h5ad |
Outputs
| ID | Type | Label | Doc |
|---|---|---|---|
| umap_pdf | File | UMAP dimensionality reduction plot | |
| fastqc_dir | Directory | Directory of FastQC output files, mirroring input directory structure | |
| qc_results | File | Quality control metrics | |
| count_matrix | File | Unfiltered count matrix from Alevin, converted to H5AD | |
| filtered_data | File | Full data set of filtered results: expression matrix, coordinates in dimensionality-reduced space (PCA and UMAP), cluster assignments via the Leiden algorithm, and marker genes for one cluster vs. rest | |
| salmon_output | Directory | Full output of `salmon alevin` | |
| marker_gene_plot_logreg | File | Cluster marker genes, logreg method | |
| marker_gene_plot_t_test | File | Cluster marker genes, t-test |
Permalink:
https://w3id.org/cwl/view/git/8af5a1c9c99b06e7024e4ddbf45a15cf07ea9410/pipeline.cwl
