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caspo: a toolbox for automated reasoning on the response of logical signaling networks families
SUMMARY: We introduce the caspo toolbox, a python package implementing a workflow for reasoning on logical networks families. Our software allows researchers to (i) learn a family of logical networks derived from a given topology and explaining the experimental response to various perturbations; (ii...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5351548/ https://www.ncbi.nlm.nih.gov/pubmed/28065903 http://dx.doi.org/10.1093/bioinformatics/btw738 |
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author | Videla, Santiago Saez-Rodriguez, Julio Guziolowski, Carito Siegel, Anne |
author_facet | Videla, Santiago Saez-Rodriguez, Julio Guziolowski, Carito Siegel, Anne |
author_sort | Videla, Santiago |
collection | PubMed |
description | SUMMARY: We introduce the caspo toolbox, a python package implementing a workflow for reasoning on logical networks families. Our software allows researchers to (i) learn a family of logical networks derived from a given topology and explaining the experimental response to various perturbations; (ii) classify all logical networks in a given family by their input-output behaviors; (iii) predict the response of the system to every possible perturbation based on the ensemble of predictions; (iv) design new experimental perturbations to discriminate among a family of logical networks; and (v) control a family of logical networks by finding all interventions strategies forcing a set of targets into a desired steady state. AVAILABILITY AND IMPLEMENTATION: caspo is open-source software distributed under the GPLv3 license. Source code is publicly hosted at http://github.com/bioasp/caspo. |
format | Online Article Text |
id | pubmed-5351548 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-53515482017-03-21 caspo: a toolbox for automated reasoning on the response of logical signaling networks families Videla, Santiago Saez-Rodriguez, Julio Guziolowski, Carito Siegel, Anne Bioinformatics Applications Notes SUMMARY: We introduce the caspo toolbox, a python package implementing a workflow for reasoning on logical networks families. Our software allows researchers to (i) learn a family of logical networks derived from a given topology and explaining the experimental response to various perturbations; (ii) classify all logical networks in a given family by their input-output behaviors; (iii) predict the response of the system to every possible perturbation based on the ensemble of predictions; (iv) design new experimental perturbations to discriminate among a family of logical networks; and (v) control a family of logical networks by finding all interventions strategies forcing a set of targets into a desired steady state. AVAILABILITY AND IMPLEMENTATION: caspo is open-source software distributed under the GPLv3 license. Source code is publicly hosted at http://github.com/bioasp/caspo. Oxford University Press 2017-03-15 2016-11-23 /pmc/articles/PMC5351548/ /pubmed/28065903 http://dx.doi.org/10.1093/bioinformatics/btw738 Text en © The Author 2016. Published by Oxford University Press. http://creativecommons.org/licenses/by-nc/4.0/ This is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://creativecommons.org/licenses/by-nc/4.0/), which permits non-commercial re-use, distribution, and reproduction in any medium, provided the original work is properly cited. For commercial re-use, please contact journals.permissions@oup.com |
spellingShingle | Applications Notes Videla, Santiago Saez-Rodriguez, Julio Guziolowski, Carito Siegel, Anne caspo: a toolbox for automated reasoning on the response of logical signaling networks families |
title | caspo: a toolbox for automated reasoning on the response of logical signaling networks families |
title_full | caspo: a toolbox for automated reasoning on the response of logical signaling networks families |
title_fullStr | caspo: a toolbox for automated reasoning on the response of logical signaling networks families |
title_full_unstemmed | caspo: a toolbox for automated reasoning on the response of logical signaling networks families |
title_short | caspo: a toolbox for automated reasoning on the response of logical signaling networks families |
title_sort | caspo: a toolbox for automated reasoning on the response of logical signaling networks families |
topic | Applications Notes |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5351548/ https://www.ncbi.nlm.nih.gov/pubmed/28065903 http://dx.doi.org/10.1093/bioinformatics/btw738 |
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