Skip to main content

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

Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

biomapper-0.1.0.tar.gz (30.1 kB view details)

Uploaded Source

Built Distribution

If you're not sure about the file name format, learn more about wheel file names.

biomapper-0.1.0-py3-none-any.whl (29.8 kB view details)

Uploaded Python 3

File details

Details for the file biomapper-0.1.0.tar.gz.

File metadata

  • Download URL: biomapper-0.1.0.tar.gz
  • Upload date:
  • Size: 30.1 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: poetry/1.8.4 CPython/3.11.7 Linux/6.9.3-76060903-generic

File hashes

Hashes for biomapper-0.1.0.tar.gz
Algorithm Hash digest
SHA256 f3a7744ba72953eeb55fab2e2d76fb424595c5c16adf8a8a92345ec9e477270a
MD5 fb16e1e2d7045439af1f7223fc9137af
BLAKE2b-256 09bcf4ea691d530f6dddcebc7313f4116344374313b07495ff55aaa4a387be77

See more details on using hashes here.

File details

Details for the file biomapper-0.1.0-py3-none-any.whl.

File metadata

  • Download URL: biomapper-0.1.0-py3-none-any.whl
  • Upload date:
  • Size: 29.8 kB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? No
  • Uploaded via: poetry/1.8.4 CPython/3.11.7 Linux/6.9.3-76060903-generic

File hashes

Hashes for biomapper-0.1.0-py3-none-any.whl
Algorithm Hash digest
SHA256 ee4d8f1ee026ec5767cfb01d201f1b01eef3a4e94e58cabec45e0e00897b910b
MD5 b3d6c8d1d9f46045d456b24843612796
BLAKE2b-256 1bc3fb0f195ca8aac914540ee423daf2d6f0ad8cc0b2c7cb740c0f9ab54a0ab5

See more details on using hashes here.

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Depot Continuous Integration Fastly CDN Google Download Analytics Pingdom Monitoring Sentry Error logging StatusPage Status page