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Search and Assign Molecular Formulas for Complex Mixtures of Small Molecules

Project description

EnviroMS

EnviroMS is a workflow for natural organic matter data processing and annotation

Current Version

1.0.0

Data input formats

  • CoreMS self-containing Hierarchical Data Format (.hdf5)

Data output formats

  • Pandas data frame (can be saved using pickle, h5, etc)
  • Text Files (.csv, tab separated .txt, etc)
  • Microsoft Excel (xlsx)
  • JSON for workflow metadata
  • Self-containing Hierarchical Data Format (.hdf5) including raw data and ime-series data-point for processed data-sets with all associated metadata stored as json attributes

Data structure types

  • FT-ICR MS
  • LC-FT-ICR MS

Available features

Signal Processing

  • Baseline detection, subtraction, smoothing
  • Manual and automatic noise threshold calculation
  • First and second derivatives peak picking methods
  • Peak Area Calculation
  • EIC Chromatogram deconvolution(TODO)

Calibration

  • Ledford
  • Linear
  • Quadratic

Compound Identification

  • Automatic local (SQLite) or external (PostgreSQL) database check, generation, and search
  • Automatic molecular match algorithm

EnviroMS Installation

  • PyPi:
pip3 install enviroms
  • From source:
pip3 install --editable .

To be able to open thermo raw files a installation of pythonnet is needed:

  • Windows:

    pip3 install pythonnet
    
  • Mac and Linux:

    brew install mono
    pip3 install pythonnet   
    

Usage

enviroMS dump_json_template EnviromsFile.json
enviroMS dump_corems_json_template CoremsFile.json

Modify the EnviromsFile.json and CoremsFile.json accordingly to your dataset and workflow parameters make sure to include CoremsFile.json path inside the EnviromsFile.json: "corems_json_path": "path_to_CoremsFile.json"

enviroMS run-gcms-workflow path_to_MetamsFile.json

EnviroMS Docker

A docker image containing the EnviroMS command line as the entry point

If you don't have docker installed, the easiest way is to install docker for desktop

  • Pull from Docker Registry:

    docker pull corilo/enviroms:latest
    
  • Build the image from source:

    docker build -t enviroms:latest .
    
  • Run Workflow from Container:

    $(data_dir) = dir_containing the gcms data, EnviromsFile.json and CoremsFile.json

    docker run -v $(data_dir):/metaB/data corilo/enviroms:latest run-gcms-workflow /metaB/data/EnviromsFile.json    
    
  • Getting the parameters templates:

    docker run -v $(data_dir):/metaB/data corilo/enviroms:latest dump_json_template /metaB/data/EnviromsFile.json    
    
    docker run -v $(data_dir):/metaB/data corilo/enviroms:latest dump_corems_json_template /metaB/data/CoremsFile.json
    

Project details


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Source Distribution

EnviroMS-1.0.0.tar.gz (2.8 kB view hashes)

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