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Model selection by leveraging relative stability constraints derived from the developmental landscape of cell types

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LDLM

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This repository contains the codes and data associated with the following manuscript:

Ajay Subbaroyan, Priyotosh Sil, Olivier C. Martin*, and Areejit Samal*, Leveraging developmental landscapes for model selection in Boolean gene regulatory networks, Briefings in Bioinformatics, 24(3):bbad160, 2023.
(* Corresponding authors)

This work leverages the developmental landscape to enable model selection of Boolean models of developmental gene regulatory networks (DGRNs). Boolean models with a fixed structure may have a large number of combinations of BFs which could recover the biological attractors. Not all of these models are expected to conform to the developmental landscape. We provide in this work how different measures of relative stability can be computed and how the MFPT in particular be used to search for Boolean models that conform to the expected landscape.

The folders in this repository are:

1. code:

Contains all the codes necessary for reproducing the results in this manuscript.

2. data:

Contains all the data necessary for reproducing the results in this manuscript.

Citation

In case you use the codes herein, please cite the following research article:

Ajay Subbaroyan, Priyotosh Sil, Olivier C. Martin*, and Areejit Samal*, Leveraging developmental landscapes for model selection in Boolean gene regulatory networks, Briefings in Bioinformatics, 24(3):bbad160, 2023.

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Model selection by leveraging relative stability constraints derived from the developmental landscape of cell types

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