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Description
This R package provides proteomics data analysis workflows with four core functional modules:
- Quality control (QC) functions for proteomics data
- Relative quantification using MSstats integration
- Downstream statistical analysis (enrichment, clustering, PCA, visualization)
- Export utilities for external tools (SAINTq, SAINTexpress, Photon, Phosfate)
Refactoring Objectives:
Provide a detailed, prioritized refactoring plan addressing:
Code Modernization:
- Update to modern R practices (tidyverse compatibility, pipe operators, tidy evaluation)
- Replace deprecated functions and dependencies
- Implement consistent coding style (tidyverse style guide)
- Add type checking and input validation
Package Structure:
- Reorganize functions into logical modules matching the four core areas
- Identify and eliminate code duplication
- Separate plotting/visualization into dedicated functions
- Modularize export functions for each external tool
Dependencies:
- Audit current dependencies for relevance and maintenance status
- Update MSstats integration to latest API
- Minimize dependency footprint where possible
- Document version requirements
Testing & Documentation:
- Add unit tests (testthat) for each functional module
- Create example datasets for testing
- Write comprehensive vignettes for each workflow
- Improve function documentation (roxygen2)
- Add lifecycle badges for function maturity
Performance:
- Identify computational bottlenecks
- Implement parallel processing where appropriate
- Optimize memory usage for large datasets
User Experience:
- Standardize function naming conventions
- Improve error messages and warnings
- Add progress indicators for long-running operations
- Create consistent return object structures
Backwards Compatibility:
- Strategy for deprecated function migration
- Version migration guide for existing users
Deliverable Format:
- Pased implementation plan (Phase 1: critical updates, Phase 2: enhancements, Phase 3: new features)
- Specific file structure recommendations
- Priority ranking for each task
- Estimated effort/complexity for major refactoring tasks
- Breaking changes documentation strategy
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