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...
Autores principales: | , , , , , , , , , , , |
---|---|
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 |