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README.md

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# peptide-sequence-synthesis
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# Peptide Sequence Synthesis
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This project provides a robust, reproducible tool for generating large, high-quality reference peptide sets for neoantigen analysis and benchmarking with pVACtools (notably pVACbind).
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## Features
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- **Three peptide generation modes:**
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- Random (from 20 amino acids)
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- Sampled from a user-supplied FASTA file
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- Generated by a protein language model (ProtGPT2 via HuggingFace Transformers)
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- **FASTA output** compatible with pVACtools
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- **Command-line interface** for batch processing
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- **Simple GUI** (using PySimpleGUI) for non-technical users
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- **Reproducible and documented**: All parameters and code are managed in git
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## Requirements
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- Python 3.8+
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- [PySimpleGUI](https://pysimplegui.readthedocs.io/)
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- [transformers](https://huggingface.co/docs/transformers/index)
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- [torch](https://pytorch.org/)
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- (Optional) [Biopython](https://biopython.org/) if you want to extend for peptide property analysis
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Install dependencies with:
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```bash
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pip install -r requirements.txt
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```
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## Usage
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### Command Line
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```bash
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python generate_control_peptides.py --mode [random|fasta|protGPT2] --length 9 --count 1000000 --output peptides.fasta [--fasta_file input.fasta] [--temperature 1.0] [--top_k 50]
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```
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### GUI
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```bash
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python peptide_gui.py
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```
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Follow the prompts to select generation mode, parameters, and output file.
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## Reproducibility
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- All code and results should be managed in a git repository.
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- Document all parameters used for each run.
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- For large-scale runs, consider using a virtual environment and requirements.txt for consistent environments.
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## Version Control
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1. Initialize git:
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```bash
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git init
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```
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2. Add files and commit:
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```bash
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git add .
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git commit -m "Initial commit: peptide generator and GUI"
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```
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3. Create a GitHub repo and push:
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```bash
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git remote add origin https://github.com/yourusername/peptide-sequence-synthesis.git
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git branch -M main
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git push -u origin main
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```
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## License
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[MIT License](LICENSE) or as specified by your lab.
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## Acknowledgements
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- [pVACtools](https://pvactools.readthedocs.io/)
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- [ProtGPT2](https://huggingface.co/nferruz/ProtGPT2)
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- [PySimpleGUI](https://pysimplegui.readthedocs.io/)
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---
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*For questions or contributions, please open an issue or pull request on GitHub.*

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