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Clonal Variability Simulation

Project description

CloVarS: a clonal variability simulation of single cells

This repository contains the source code accompanying the article "CloVarS: a simulation of clonal variability in single cells" (in preparation).

CloVarS basic workflow

What is CloVarS

The Clonal Variability Simulation (CloVarS) is a cell culture simulation that generates synthetic single-cell lineage data, as normally obtained from time-lapse microscopy experiments.

The example below depicts a single colony, starting from a single cell, which grows over 7 days:

Simulation Family Tree

Installation

CloVarS requires Python version 3.8+ in order to run. You can install CloVarS in your Python environment with the command:

pip install clovars

This adds the clovars command to your Python environment, and also installs the necessary dependencies.

How to use CloVarS

CloVarS can be executed in the following modes:

  • run - run a simulation with the given settings;
  • view - visualize the results of a previous simulation run (figures, images, videos);
  • analyse - run analytical tools on the result of a previous simulation run;
  • fit - fut experimental data to a variety of curves.

You also need to provide the necessary settings files as command-line arguments.

These files use the TOML syntax, which makes it easy to open and edit them in any text editor. This folder has examples for the structure of the settings files.

Be sure to pay attention: CloVarS will likely run into errors if the setting files have incorrect or missing values!

For more information on the settings and their meaning, please read the docs here.

Run

clovars run <run-settings-file> <colonies-file>

where:

  • run-settings-file is the path for a TOML file with the run settings;
  • colonies-file is the path for a TOML file with the colony description.

View

clovars view <view-settings-file>

where:

  • view-settings-file is the path for a TOML file with the view settings.

Analyse

clovars analyse <analysis-settings-file>

where:

  • analysis-settings-file is the path for a TOML file with the analysis settings.

Fit experimental data

clovars fit <fit-settings-file>

where:

  • fit-settings-file is the path for a TOML file with the fit settings.

Please refer to the this folder for examples on how this data should be formatted.

Dependencies

CloVarS depends on the following third-party Python packages:

License

CloVarS is distributed under the MIT license. Read the LICENSE.md file for details.

Cite us

If you use CloVarS, cite us: Faccioni, JL; Lenz, G. (in preparation).

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