Skip to main content

Find region name for a given MNI coordinate in a selected atlas

Project description

Coord2Region

Codecov Tests Python versions Documentation Status Preprint License: BSD-3-Clause Ask DeepWiki

Coord2Region logo

Coord2Region maps brain coordinates (or atlas region names) to anatomical labels, nearby studies, LLM summaries, and optional AI-generated images. It combines NiMARE, Nilearn, and MNE under a single CLI/Python API and ships with a companion web interface for configuration authoring.

Why Coord2Region?

  • Atlas + studies in one stop. Fetch atlases, convert MNI ↔ Talairach, and query datasets such as Neurosynth, NeuroQuery, and NiMARE without wiring them up yourself.
  • Optional AI enrichments. Provide API keys once (OpenAI, Gemini, Hugging Face, etc.) and the same workflow can emit human-friendly summaries or illustrative images.
  • Reproducible outputs. Every command can emit YAML, JSON, and CSV artefacts so collaborators can re-run the exact pipeline.
  • Browser builder. The React/Vite builder mirrors the CLI schema so first-time users can generate configs and commands without installing Python up front.

Quick Start

  1. Install the package (Python 3.10-3.14):

    python -m venv .venv
    source .venv/bin/activate
    pip install coord2region
    
  2. Configure credentials and defaults. Run the helper once to create a private config/coord2region-config.yaml. It covers atlas fetch directories as well as AI provider API keys (all optional).

    python scripts/configure_coord2region.py
    

    Prefer environment variables? Set OPENAI_API_KEY, GEMINI_API_KEY, HUGGINGFACE_API_KEY, etc. instead of generating the YAML.

  3. Run a CLI recipe.

    # Atlas labels only
    coord2region coords-to-atlas 30 -22 50 --atlas harvard-oxford
    
    # Labels + studies + LLM summary (requires API key)
    coord2region coords-to-summary 30 -22 50 --atlas harvard-oxford --model gemini-2.0-flash
    
    # Region name workflow
    coord2region region-to-insights "Left Amygdala" --atlas harvard-oxford
    
  4. Explore the builder. Visit the Config Builder to generate YAML/CLI commands interactively. Import/export configs to stay in sync with local runs.

  5. Jump into Python (optional).

    from coord2region import AtlasFetcher, AtlasMapper, AIModelInterface, generate_summary
    
    atlas = AtlasFetcher().fetch_atlas("harvard-oxford")
    mapper = AtlasMapper("harvard-oxford", atlas["vol"], atlas["hdr"], atlas["labels"])
    print(mapper.mni_to_region_name([30, -22, 50]))
    
    ai = AIModelInterface(huggingface_api_key="YOUR_KEY")
    studies = []  # populate via coord2region.coord2study helpers
    print(generate_summary(ai, studies, [30, -22, 50]))
    

CLI recipes at a glance

Goal Command
Labels only coord2region coords-to-atlas 30 -22 50 --atlas harvard-oxford
Labels + studies coord2region coords-to-study 30 -22 50 --atlas harvard-oxford --radius-mm 10
Labels + studies + summaries coord2region coords-to-summary 30 -22 50 --atlas harvard-oxford --model gemini-2.0-flash
Add nilearn anatomical figures coord2region coords-to-insights 30 -22 50 --image-backend nilearn
Region → coordinates + insights coord2region region-to-insights "Left Amygdala" --atlas harvard-oxford

All commands emit YAML/JSON/CSV outputs under coord2region-output/ by default. Use --result-dir to customise the export path.

Web interface

The web interface mirrors the CLI schema and lives at babasanfour.github.io/Coord2Region. It provides:

  • Guided forms for inputs (coordinates or region names), atlas selection, study radius, summaries, and image options.
  • Live YAML + CLI previews you can copy or download.
  • Presets to learn common workflows (single peak lookup, region → coords, multi-peak insights).
  • Import/export so you can iterate on a config in the browser and run the CLI locally.
Config Builder – inputs and atlas Config Builder – outputs and providers Runner preview
Builder (inputs & atlas) Builder (outputs & providers) Runner

To preview or hack on the web stack locally, follow web-interface/README.md (Vite dev server + Jekyll shell + Playwright tests).

Further reading

API workflow

A compact overview of the Coord2Region pipeline: shows how inputs (coordinates or region names) are mapped to atlas labels, linked to study results, optionally enriched by AI summaries/images, and exported as reproducible artifacts.

Coord2Region workflow

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

coord2region-0.1.5.tar.gz (21.0 MB view details)

Uploaded Source

Built Distribution

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

coord2region-0.1.5-py3-none-any.whl (77.9 kB view details)

Uploaded Python 3

File details

Details for the file coord2region-0.1.5.tar.gz.

File metadata

  • Download URL: coord2region-0.1.5.tar.gz
  • Upload date:
  • Size: 21.0 MB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/6.1.0 CPython/3.13.7

File hashes

Hashes for coord2region-0.1.5.tar.gz
Algorithm Hash digest
SHA256 444fdb225f7ea41450ec10acb74d207e1791562ed361ba05f44ed276ef53120a
MD5 70e9943a7c108c613db92debf0545e9d
BLAKE2b-256 fa9d41dd74c2a633c9aaca5d1730de7f8894fb78d06ebd4b3d2a8325c358654c

See more details on using hashes here.

File details

Details for the file coord2region-0.1.5-py3-none-any.whl.

File metadata

  • Download URL: coord2region-0.1.5-py3-none-any.whl
  • Upload date:
  • Size: 77.9 kB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/6.1.0 CPython/3.13.7

File hashes

Hashes for coord2region-0.1.5-py3-none-any.whl
Algorithm Hash digest
SHA256 5d7d0d9ef0cdc5901d3e141c5425d83a46372b6b006dc483182aa67cfe77aff0
MD5 367e2f6d06447a4858c12eeaed8091d3
BLAKE2b-256 594ac49a6ffce2330dc01e514f8dfbd965f6a3bc197a67a7eafef85f5624cf31

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