Cargando…
Robustness and Evolvability of the Human Signaling Network
Biological systems are known to be both robust and evolvable to internal and external perturbations, but what causes these apparently contradictory properties? We used Boolean network modeling and attractor landscape analysis to investigate the evolvability and robustness of the human signaling netw...
Autores principales: | , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2014
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4117429/ https://www.ncbi.nlm.nih.gov/pubmed/25077791 http://dx.doi.org/10.1371/journal.pcbi.1003763 |
_version_ | 1782328693110079488 |
---|---|
author | Kim, Junil Vandamme, Drieke Kim, Jeong-Rae Munoz, Amaya Garcia Kolch, Walter Cho, Kwang-Hyun |
author_facet | Kim, Junil Vandamme, Drieke Kim, Jeong-Rae Munoz, Amaya Garcia Kolch, Walter Cho, Kwang-Hyun |
author_sort | Kim, Junil |
collection | PubMed |
description | Biological systems are known to be both robust and evolvable to internal and external perturbations, but what causes these apparently contradictory properties? We used Boolean network modeling and attractor landscape analysis to investigate the evolvability and robustness of the human signaling network. Our results show that the human signaling network can be divided into an evolvable core where perturbations change the attractor landscape in state space, and a robust neighbor where perturbations have no effect on the attractor landscape. Using chemical inhibition and overexpression of nodes, we validated that perturbations affect the evolvable core more strongly than the robust neighbor. We also found that the evolvable core has a distinct network structure, which is enriched in feedback loops, and features a higher degree of scale-freeness and longer path lengths connecting the nodes. In addition, the genes with high evolvability scores are associated with evolvability-related properties such as rapid evolvability, low species broadness, and immunity whereas the genes with high robustness scores are associated with robustness-related properties such as slow evolvability, high species broadness, and oncogenes. Intriguingly, US Food and Drug Administration-approved drug targets have high evolvability scores whereas experimental drug targets have high robustness scores. |
format | Online Article Text |
id | pubmed-4117429 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-41174292014-08-04 Robustness and Evolvability of the Human Signaling Network Kim, Junil Vandamme, Drieke Kim, Jeong-Rae Munoz, Amaya Garcia Kolch, Walter Cho, Kwang-Hyun PLoS Comput Biol Research Article Biological systems are known to be both robust and evolvable to internal and external perturbations, but what causes these apparently contradictory properties? We used Boolean network modeling and attractor landscape analysis to investigate the evolvability and robustness of the human signaling network. Our results show that the human signaling network can be divided into an evolvable core where perturbations change the attractor landscape in state space, and a robust neighbor where perturbations have no effect on the attractor landscape. Using chemical inhibition and overexpression of nodes, we validated that perturbations affect the evolvable core more strongly than the robust neighbor. We also found that the evolvable core has a distinct network structure, which is enriched in feedback loops, and features a higher degree of scale-freeness and longer path lengths connecting the nodes. In addition, the genes with high evolvability scores are associated with evolvability-related properties such as rapid evolvability, low species broadness, and immunity whereas the genes with high robustness scores are associated with robustness-related properties such as slow evolvability, high species broadness, and oncogenes. Intriguingly, US Food and Drug Administration-approved drug targets have high evolvability scores whereas experimental drug targets have high robustness scores. Public Library of Science 2014-07-31 /pmc/articles/PMC4117429/ /pubmed/25077791 http://dx.doi.org/10.1371/journal.pcbi.1003763 Text en © 2014 Kim et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited. |
spellingShingle | Research Article Kim, Junil Vandamme, Drieke Kim, Jeong-Rae Munoz, Amaya Garcia Kolch, Walter Cho, Kwang-Hyun Robustness and Evolvability of the Human Signaling Network |
title | Robustness and Evolvability of the Human Signaling Network |
title_full | Robustness and Evolvability of the Human Signaling Network |
title_fullStr | Robustness and Evolvability of the Human Signaling Network |
title_full_unstemmed | Robustness and Evolvability of the Human Signaling Network |
title_short | Robustness and Evolvability of the Human Signaling Network |
title_sort | robustness and evolvability of the human signaling network |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4117429/ https://www.ncbi.nlm.nih.gov/pubmed/25077791 http://dx.doi.org/10.1371/journal.pcbi.1003763 |
work_keys_str_mv | AT kimjunil robustnessandevolvabilityofthehumansignalingnetwork AT vandammedrieke robustnessandevolvabilityofthehumansignalingnetwork AT kimjeongrae robustnessandevolvabilityofthehumansignalingnetwork AT munozamayagarcia robustnessandevolvabilityofthehumansignalingnetwork AT kolchwalter robustnessandevolvabilityofthehumansignalingnetwork AT chokwanghyun robustnessandevolvabilityofthehumansignalingnetwork |