curate-bulk-rnaseq
Process bulk RNA-seq datasets for VEuPathDB resources
When & Why to Use This Skill
This Claude skill automates the end-to-end curation and processing workflow for bulk RNA-seq datasets within VEuPathDB resources. It streamlines complex tasks such as fetching metadata from public bioinformatic repositories, extracting experimental context from academic PDFs, and generating standardized configuration files and XML records for data integration pipelines.
Use Cases
- Automated Metadata Harvesting: Quickly retrieving run-level metadata and sample attributes from ENA and NCBI BioSample using BioProject accessions to initialize curation tasks.
- AI-Powered Literature Synthesis: Extracting critical experimental details like strandedness, experimental factors, and contact information from journal article PDFs to ensure high-quality dataset annotation.
- Standardized Pipeline Configuration: Generating required delivery outputs including analysisConfig.xml and samplesheet.csv, reducing manual entry errors for downstream bioinformatics processing.
- Repository and XML Management: Automating the creation and editing of datasetPresenter XML files and managing contact records across multiple VEuPathDB-specific code repositories.
| name | curate-bulk-rnaseq |
|---|---|
| description | Process bulk RNA-seq datasets for VEuPathDB resources |
Bulk RNA-seq Dataset Curation
This skill guides processing of bulk RNA-seq datasets for VEuPathDB resources.
Prerequisites Check
This workflow requires the following repositories in veupathdb-repos/:
- ApiCommonPresenters
- EbrcModelCommon
First, run the repository status check to verify repositories are present:
Note: this script is located in the skill directory
bash scripts/check-repos.sh ApiCommonPresenters EbrcModelCommon
If repositories are missing, the script will provide clone instructions.
Branch Confirmation: After verifying repositories exist, check their current branches and status using git -C <path>, then confirm with the user before proceeding.
Example:
git -C veupathdb-repos/ApiCommonPresenters branch --show-current
git -C veupathdb-repos/ApiCommonPresenters status -sb
Working Directory (Curation Workspace Directory)
IMPORTANT: All commands in this workflow must be run from your curation workspace directory (the directory that contains veupathdb-repos/ as a subdirectory).
For Claude Code:
- DO NOT use
cdcommands to change into subdirectories - Use
git -C <path>for git operations in subdirectories - Use absolute paths or relative paths from the curation workspace directory
The workflow creates:
tmp/- Intermediate files (gitignored)delivery/bulk-rnaseq/<BIOPROJECT>/- Pipeline outputs (gitignored)
Required Information
Gather the following before starting:
- VEuPathDB project - Valid projects listed in resources/valid-projects.json
- BioProject accession (e.g.,
PRJNA1018599)
Optional: Journal Article PDF
If a journal article is available for this dataset, providing it enhances the curation workflow:
- Better descriptions: Abstract and introduction provide richer experiment context
- Strandedness detection: Methods section reveals library prep protocol
- Contact identification: Author affiliations clarify roles (experimentalist, analyst, submitter)
- Sample annotation context: Methods help decode unclear sample metadata
To include a PDF:
- Download the article PDF
- Copy it to
tmp/<BIOPROJECT>_article.pdf(e.g.,tmp/PRJNA1018599_article.pdf) - Tell Claude the PDF is available when starting Step 1
The PDF will be processed by a subagent once in Step 1 and extracted data saved to tmp/<BIOPROJECT>_pdf_extracted.json for use throughout the workflow.
Workflow Overview
Step 1: Fetch Metadata (and Extract PDF)
Fetch run-level metadata from ENA and sample attributes from NCBI BioSample. If a journal article PDF is available, extract key information for use in later steps.
Commands:
node scripts/fetch-sra-metadata.js <BIOPROJECT>
Output: tmp/<BIOPROJECT>_sra_metadata.json
Optional - Fetch MINiML for GEO-linked datasets:
node scripts/fetch-miniml.js <BIOPROJECT>
Output: tmp/<GSE>_family.xml (if GEO-linked)
Optional - Extract PDF data:
If tmp/<BIOPROJECT>_article.pdf is present, a subagent will extract it (do not read it yourself).
Output (on success): tmp/<BIOPROJECT>_pdf_extracted.json
Detailed instructions: Step 1 - Fetch Metadata
Step 2: Analyze Samples
Claude analyzes the fetched metadata to:
- Identify experimental factors (attributes that vary between samples)
- Generate sample annotations with meaningful labels
- Group technical replicates
- Determine strand specificity
Output: tmp/<BIOPROJECT>_sample_annotations.json
Detailed instructions: Step 2 - Analyze Samples
Step 3: Curate Contacts
Identify and curate contact entries from GEO contributors or BioProject submitters.
Actions:
- Search existing contacts in
veupathdb-repos/EbrcModelCommon/Model/lib/xml/datasetPresenters/contacts/allContacts.xml - Create new contact entries if needed
- Present choices to curator for review
Detailed instructions: Step 3 - Curate Contacts
Step 4: Generate Presenter XML
Generate the datasetPresenter XML, review/edit it, then insert into the presenter file.
Command:
node scripts/generate-presenter-xml.js <BIOPROJECT> <PROJECT> <PRIMARY_CONTACT_ID> [ADDITIONAL_CONTACT_IDS...]
Output: tmp/<BIOPROJECT>_presenter.xml
Workflow:
- Generate initial XML with script (saves to tmp/)
- Review and edit the temp file to fill in TODOs (shortDisplayName, pubmedIds, etc.)
- Insert finalized XML into presenter file
Target file: veupathdb-repos/ApiCommonPresenters/Model/lib/xml/datasetPresenters/<PROJECT>.xml
Detailed instructions: Step 4 - Generate Presenter
Step 5: Generate Delivery Outputs
Generate pipeline configuration files for the data processing team.
Commands:
bash scripts/check-delivery-dirs.sh bulk-rnaseq <BIOPROJECT>
node scripts/generate-analysis-config.js <BIOPROJECT> [--strand-specific]
node scripts/generate-samplesheet.js <BIOPROJECT> [strandedness]
The strandedness argument accepts: stranded, unstranded, or auto. If omitted, the script checks _pdf_extracted.json and _sample_annotations.json before falling back to auto.
Outputs in delivery/bulk-rnaseq/<BIOPROJECT>/:
analysisConfig.xml- Pipeline configurationsamplesheet.csv- Also for the processing pipeline
Detailed instructions: Step 5 - Generate Outputs
Next Steps
After completing this workflow:
- Review generated XML for TODO fields that require curator input
- Commit changes to dataset branch (curator handles git operations)
- Create pull request for review (curator handles PR creation)
- Deliver output files from
delivery/bulk-rnaseq/<BIOPROJECT>/to data processing team
Resources
- Step 1 - Fetch Metadata
- Step 2 - Analyze Samples
- Step 3 - Curate Contacts
- Step 4 - Generate Presenter
- Step 5 - Generate Outputs
- PDF Extraction
- Editing Large XML Files
- Valid VEuPathDB Projects
Scripts
scripts/fetch-sra-metadata.js- Fetches SRA run metadata from ENA + BioSample attributes from NCBIscripts/fetch-miniml.js- Fetches MINiML XML for GEO-linked datasetsscripts/generate-presenter-xml.js- Generates RNA-seq datasetPresenter XMLscripts/generate-analysis-config.js- Generates analysisConfig.xml for pipelinescripts/generate-samplesheet.js- Generates/delivers samplesheet.csv and sampleAnnotations.jsonscripts/check-repos.sh- Validates veupathdb-repos/ repository setup (synced from shared/)scripts/check-delivery-dirs.sh- Creates delivery directory structure (synced from shared/)