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A unified Python toolkit for biological data harmonization and ontology mapping

Project description

biomapper

A unified Python toolkit for biological data harmonization and ontology mapping. biomapper provides a single interface for standardizing identifiers and mapping between various biological ontologies, making multi-omic data integration more accessible and reproducible.

Features

Core Functionality

  • ID Standardization: Unified interface for standardizing biological identifiers
  • Ontology Mapping: Comprehensive ontology mapping using major biological databases
  • Data Validation: Robust validation of input data and mappings
  • Extensible Architecture: Easy integration of new data sources and mapping services

Supported Systems

ID Standardization Tools

  • BridgeDb
  • RefMet
  • RaMP-DB

Ontology Mapping Services

  • UMLS Metathesaurus
  • Ontology Lookup Service (OLS)
  • BioPortal

Installation

Development Setup

  1. Install Python 3.11 with pyenv (if not already installed):
# Install pyenv dependencies
sudo apt-get update
sudo apt-get install -y make build-essential libssl-dev zlib1g-dev \
libbz2-dev libreadline-dev libsqlite3-dev wget curl llvm libncurses5-dev \
libncursesw5-dev xz-utils tk-dev libffi-dev liblzma-dev python3-openssl

# Install pyenv
curl https://pyenv.run | bash

# Add to your shell configuration
echo 'export PYENV_ROOT="$HOME/.pyenv"' >> ~/.bashrc
echo 'command -v pyenv >/dev/null || export PATH="$PYENV_ROOT/bin:$PATH"' >> ~/.bashrc
echo 'eval "$(pyenv init -)"' >> ~/.bashrc

# Reload shell configuration
source ~/.bashrc

# Install Python 3.11
pyenv install 3.11.7
pyenv local 3.11.7
  1. Install Poetry (if not already installed):
curl -sSL https://install.python-poetry.org | python3 -

# Add Poetry to your PATH
echo 'export PATH="$HOME/.local/bin:$PATH"' >> ~/.bashrc
source ~/.bashrc
  1. Clone and set up the project:
git clone https://github.com/yourusername/biomapper.git
cd biomapper

# Install dependencies with Poetry
poetry install

Quick Start

# Using Poetry's virtual environment
poetry shell

from biomapper import AnalyteMetadata
from biomapper.standardization import BridgeDBHandler

# Initialize metadata handler
metadata = AnalyteMetadata()

# Create standardization handler
bridge_handler = BridgeDBHandler()

# Process identifiers
results = bridge_handler.standardize(["P12345", "Q67890"])

Development

Using Poetry

# Activate virtual environment
poetry shell

# Run a command in the virtual environment
poetry run python script.py

# Add a new dependency
poetry add package-name

# Add a development dependency
poetry add --group dev package-name

# Update dependencies
poetry update

# Show currently installed packages
poetry show

# Build the package
poetry build

Running Tests

# Run tests
poetry run pytest

# Run tests with coverage
poetry run pytest --cov=biomapper

Code Quality

# Format code with black
poetry run black .

# Run linting
poetry run flake8 .

# Type checking
poetry run mypy .

Project Structure

biomapper/
├── biomapper/           # Main package directory
│   ├── core/           # Core functionality
│   │   ├── metadata.py # Metadata handling
│   │   └── validators.py # Data validation
│   ├── standardization/# ID standardization components
│   ├── mapping/        # Ontology mapping components
│   ├── utils/          # Utility functions
│   └── schemas/        # Data schemas and models
├── tests/              # Test files
├── docs/               # Documentation
├── scripts/            # Utility scripts
├── pyproject.toml      # Poetry configuration and dependencies
└── poetry.lock        # Lock file for dependencies

License

This project is licensed under the Apache 2.0 License - see the LICENSE file for details.

Support

For support, please open an issue in the GitHub issue tracker.

Roadmap

  • Initial release with core functionality
  • Add support for additional ontology services
  • Implement caching layer
  • Add batch processing capabilities
  • Develop REST API interface

Acknowledgments

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