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IsoGroup: Identification of isotopic clusters in MS data

Project description

IsoGroup - Isotopic Grouping for mass spectrometry labeling experiments

PyPI version PyPI pyversions Documentation Status

What is IsoGroup?

IsoGroup is a scientific software dedicated to the processing of isotopic data from untargeted mass spectrometry (MS) labeling experiments. It is suitable for diverse applications including annotation, isotopic profiling, quantification, and fluxomics experiments. IsoGroup supports two complementary modes of data processing:

  • In targeted mode, IsoGroup performs annotation of isotopic clusters based on a user-provided database of compounds. Mass features (m/z, retention time, intensity) are matched to known metabolites and isotopologues according to their exact mass and retention time. A database of isotopologues specific to the selected tracer is generated and used for the annotation.
  • In untargeted mode, IsoGroup performs clustering by grouping MS features identified as isotopologues into isotopic clusters without prior knowledge, based solely on the characteristic mass differences induced by the tracer element.

The output of IsoGroup is a list of isotopic clusters with their m/z, retention time, intensity, and isotopologues.

The code is open-source, and available under a GPLv3 license.

Detailed documentation can be found online at Read the Docs (https://isogroup.readthedocs.io/). Check out the Tutorials !

  • Group MS features into isotopic clusters without prior knowledge (untargeted mode),
  • Use in-house databases for targeted annotation of isotopic clusters,
  • Generate a database with isotopologues for a given tracer element,
  • Calculate exact mass and retention time errors for annotated clusters,
  • Compatible with any tracer element,
  • Handle multiple sample types (unlabeled, fully labeled, Pascal Triangle, etc)
  • Open-source, free and easy to install everywhere where Python 3 and pip run.

Quick-start

IsoGroup requires Python 3.7 or higher and run on all platforms. Please check the documentation for complete installation and usage instructions.

Use pip to install IsoGroup from PyPi:

$ pip install isogroup

IsoGroup is also available directly from command-line and as a Python library.

Bug and feature requests

If you have an idea on how we could improve IsoGroup please submit a new issue to our GitHub issue tracker.

Developers guide

Contributions

Contributions are very welcome! :heart:

Please work on your own fork, follow PEP8 style guide, and make sure you pass all the tests before a pull request.

Local install with pip

In development mode, do a pip install -e /path/to/IsoGroup to install locally the development version.

Build the documentation locally

Build the HTML documentation with:

$ cd doc
$ make html

The PDF documentation can be built locally by replacing html by latexpdf in the command above. You will need a recent latex installation.

Authors

Noémie Butin, Loïc Le Grégam, Pierre Millard, Rochelle Kouakou

Contact

:email: noemie.butin@univ-perp.fr, loic.legregam@unige.ch, millard@insa-toulouse.fr, kouakou@insa-toulouse.fr

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