Cargando…

ATLANTIS - Attractor Landscape Analysis Toolbox for Cell Fate Discovery and Reprogramming

Boolean modelling of biological networks is a well-established technique for abstracting dynamical biomolecular regulation in cells. Specifically, decoding linkages between salient regulatory network states and corresponding cell fate outcomes can help uncover pathological foundations of diseases su...

Descripción completa

Detalles Bibliográficos
Autores principales: Shah, Osama Shiraz, Chaudhary, Muhammad Faizyab Ali, Awan, Hira Anees, Fatima, Fizza, Arshad, Zainab, Amina, Bibi, Ahmed, Maria, Hameed, Hadia, Furqan, Muhammad, Khalid, Shareef, Faisal, Amir, Chaudhary, Safee Ullah
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5824948/
https://www.ncbi.nlm.nih.gov/pubmed/29476134
http://dx.doi.org/10.1038/s41598-018-22031-3
_version_ 1783302112873021440
author Shah, Osama Shiraz
Chaudhary, Muhammad Faizyab Ali
Awan, Hira Anees
Fatima, Fizza
Arshad, Zainab
Amina, Bibi
Ahmed, Maria
Hameed, Hadia
Furqan, Muhammad
Khalid, Shareef
Faisal, Amir
Chaudhary, Safee Ullah
author_facet Shah, Osama Shiraz
Chaudhary, Muhammad Faizyab Ali
Awan, Hira Anees
Fatima, Fizza
Arshad, Zainab
Amina, Bibi
Ahmed, Maria
Hameed, Hadia
Furqan, Muhammad
Khalid, Shareef
Faisal, Amir
Chaudhary, Safee Ullah
author_sort Shah, Osama Shiraz
collection PubMed
description Boolean modelling of biological networks is a well-established technique for abstracting dynamical biomolecular regulation in cells. Specifically, decoding linkages between salient regulatory network states and corresponding cell fate outcomes can help uncover pathological foundations of diseases such as cancer. Attractor landscape analysis is one such methodology which converts complex network behavior into a landscape of network states wherein each state is represented by propensity of its occurrence. Towards undertaking attractor landscape analysis of Boolean networks, we propose an Attractor Landscape Analysis Toolbox (ATLANTIS) for cell fate discovery, from biomolecular networks, and reprogramming upon network perturbation. ATLANTIS can be employed to perform both deterministic and probabilistic analyses. It has been validated by successfully reconstructing attractor landscapes from several published case studies followed by reprogramming of cell fates upon therapeutic treatment of network. Additionally, the biomolecular network of HCT-116 colorectal cancer cell line has been screened for therapeutic evaluation of drug-targets. Our results show agreement between therapeutic efficacies reported by ATLANTIS and the published literature. These case studies sufficiently highlight the in silico cell fate prediction and therapeutic screening potential of the toolbox. Lastly, ATLANTIS can also help guide single or combinatorial therapy responses towards reprogramming biomolecular networks to recover cell fates.
format Online
Article
Text
id pubmed-5824948
institution National Center for Biotechnology Information
language English
publishDate 2018
publisher Nature Publishing Group UK
record_format MEDLINE/PubMed
spelling pubmed-58249482018-03-01 ATLANTIS - Attractor Landscape Analysis Toolbox for Cell Fate Discovery and Reprogramming Shah, Osama Shiraz Chaudhary, Muhammad Faizyab Ali Awan, Hira Anees Fatima, Fizza Arshad, Zainab Amina, Bibi Ahmed, Maria Hameed, Hadia Furqan, Muhammad Khalid, Shareef Faisal, Amir Chaudhary, Safee Ullah Sci Rep Article Boolean modelling of biological networks is a well-established technique for abstracting dynamical biomolecular regulation in cells. Specifically, decoding linkages between salient regulatory network states and corresponding cell fate outcomes can help uncover pathological foundations of diseases such as cancer. Attractor landscape analysis is one such methodology which converts complex network behavior into a landscape of network states wherein each state is represented by propensity of its occurrence. Towards undertaking attractor landscape analysis of Boolean networks, we propose an Attractor Landscape Analysis Toolbox (ATLANTIS) for cell fate discovery, from biomolecular networks, and reprogramming upon network perturbation. ATLANTIS can be employed to perform both deterministic and probabilistic analyses. It has been validated by successfully reconstructing attractor landscapes from several published case studies followed by reprogramming of cell fates upon therapeutic treatment of network. Additionally, the biomolecular network of HCT-116 colorectal cancer cell line has been screened for therapeutic evaluation of drug-targets. Our results show agreement between therapeutic efficacies reported by ATLANTIS and the published literature. These case studies sufficiently highlight the in silico cell fate prediction and therapeutic screening potential of the toolbox. Lastly, ATLANTIS can also help guide single or combinatorial therapy responses towards reprogramming biomolecular networks to recover cell fates. Nature Publishing Group UK 2018-02-23 /pmc/articles/PMC5824948/ /pubmed/29476134 http://dx.doi.org/10.1038/s41598-018-22031-3 Text en © The Author(s) 2018 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/.
spellingShingle Article
Shah, Osama Shiraz
Chaudhary, Muhammad Faizyab Ali
Awan, Hira Anees
Fatima, Fizza
Arshad, Zainab
Amina, Bibi
Ahmed, Maria
Hameed, Hadia
Furqan, Muhammad
Khalid, Shareef
Faisal, Amir
Chaudhary, Safee Ullah
ATLANTIS - Attractor Landscape Analysis Toolbox for Cell Fate Discovery and Reprogramming
title ATLANTIS - Attractor Landscape Analysis Toolbox for Cell Fate Discovery and Reprogramming
title_full ATLANTIS - Attractor Landscape Analysis Toolbox for Cell Fate Discovery and Reprogramming
title_fullStr ATLANTIS - Attractor Landscape Analysis Toolbox for Cell Fate Discovery and Reprogramming
title_full_unstemmed ATLANTIS - Attractor Landscape Analysis Toolbox for Cell Fate Discovery and Reprogramming
title_short ATLANTIS - Attractor Landscape Analysis Toolbox for Cell Fate Discovery and Reprogramming
title_sort atlantis - attractor landscape analysis toolbox for cell fate discovery and reprogramming
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5824948/
https://www.ncbi.nlm.nih.gov/pubmed/29476134
http://dx.doi.org/10.1038/s41598-018-22031-3
work_keys_str_mv AT shahosamashiraz atlantisattractorlandscapeanalysistoolboxforcellfatediscoveryandreprogramming
AT chaudharymuhammadfaizyabali atlantisattractorlandscapeanalysistoolboxforcellfatediscoveryandreprogramming
AT awanhiraanees atlantisattractorlandscapeanalysistoolboxforcellfatediscoveryandreprogramming
AT fatimafizza atlantisattractorlandscapeanalysistoolboxforcellfatediscoveryandreprogramming
AT arshadzainab atlantisattractorlandscapeanalysistoolboxforcellfatediscoveryandreprogramming
AT aminabibi atlantisattractorlandscapeanalysistoolboxforcellfatediscoveryandreprogramming
AT ahmedmaria atlantisattractorlandscapeanalysistoolboxforcellfatediscoveryandreprogramming
AT hameedhadia atlantisattractorlandscapeanalysistoolboxforcellfatediscoveryandreprogramming
AT furqanmuhammad atlantisattractorlandscapeanalysistoolboxforcellfatediscoveryandreprogramming
AT khalidshareef atlantisattractorlandscapeanalysistoolboxforcellfatediscoveryandreprogramming
AT faisalamir atlantisattractorlandscapeanalysistoolboxforcellfatediscoveryandreprogramming
AT chaudharysafeeullah atlantisattractorlandscapeanalysistoolboxforcellfatediscoveryandreprogramming