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Ecological network analysis reveals cancer-dependent chaperone-client interaction structure and robustness
Cancer cells alter the expression levels of metabolic enzymes to fuel proliferation. The mitochondrion is a central hub of metabolic reprogramming, where chaperones service hundreds of clients, forming chaperone-client interaction networks. How network structure affects its robustness to chaperone t...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10560210/ https://www.ncbi.nlm.nih.gov/pubmed/37805501 http://dx.doi.org/10.1038/s41467-023-41906-2 |
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author | Galai, Geut He, Xie Rotblat, Barak Pilosof, Shai |
author_facet | Galai, Geut He, Xie Rotblat, Barak Pilosof, Shai |
author_sort | Galai, Geut |
collection | PubMed |
description | Cancer cells alter the expression levels of metabolic enzymes to fuel proliferation. The mitochondrion is a central hub of metabolic reprogramming, where chaperones service hundreds of clients, forming chaperone-client interaction networks. How network structure affects its robustness to chaperone targeting is key to developing cancer-specific drug therapy. However, few studies have assessed how structure and robustness vary across different cancer tissues. Here, using ecological network analysis, we reveal a non-random, hierarchical pattern whereby the cancer type modulates the chaperones’ ability to realize their potential client interactions. Despite the low similarity between the chaperone-client interaction networks, we highly accurately predict links in one cancer type based on another. Moreover, we identify groups of chaperones that interact with similar clients. Simulations of network robustness show that this group structure affects cancer-specific response to chaperone removal. Our results open the door for new hypotheses regarding the ecology and evolution of chaperone-client interaction networks and can inform cancer-specific drug development strategies. |
format | Online Article Text |
id | pubmed-10560210 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-105602102023-10-09 Ecological network analysis reveals cancer-dependent chaperone-client interaction structure and robustness Galai, Geut He, Xie Rotblat, Barak Pilosof, Shai Nat Commun Article Cancer cells alter the expression levels of metabolic enzymes to fuel proliferation. The mitochondrion is a central hub of metabolic reprogramming, where chaperones service hundreds of clients, forming chaperone-client interaction networks. How network structure affects its robustness to chaperone targeting is key to developing cancer-specific drug therapy. However, few studies have assessed how structure and robustness vary across different cancer tissues. Here, using ecological network analysis, we reveal a non-random, hierarchical pattern whereby the cancer type modulates the chaperones’ ability to realize their potential client interactions. Despite the low similarity between the chaperone-client interaction networks, we highly accurately predict links in one cancer type based on another. Moreover, we identify groups of chaperones that interact with similar clients. Simulations of network robustness show that this group structure affects cancer-specific response to chaperone removal. Our results open the door for new hypotheses regarding the ecology and evolution of chaperone-client interaction networks and can inform cancer-specific drug development strategies. Nature Publishing Group UK 2023-10-07 /pmc/articles/PMC10560210/ /pubmed/37805501 http://dx.doi.org/10.1038/s41467-023-41906-2 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/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 licence, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence 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 licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Galai, Geut He, Xie Rotblat, Barak Pilosof, Shai Ecological network analysis reveals cancer-dependent chaperone-client interaction structure and robustness |
title | Ecological network analysis reveals cancer-dependent chaperone-client interaction structure and robustness |
title_full | Ecological network analysis reveals cancer-dependent chaperone-client interaction structure and robustness |
title_fullStr | Ecological network analysis reveals cancer-dependent chaperone-client interaction structure and robustness |
title_full_unstemmed | Ecological network analysis reveals cancer-dependent chaperone-client interaction structure and robustness |
title_short | Ecological network analysis reveals cancer-dependent chaperone-client interaction structure and robustness |
title_sort | ecological network analysis reveals cancer-dependent chaperone-client interaction structure and robustness |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10560210/ https://www.ncbi.nlm.nih.gov/pubmed/37805501 http://dx.doi.org/10.1038/s41467-023-41906-2 |
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