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A combined experimental-computational approach uncovers a role for the Golgi matrix protein Giantin in breast cancer progression
Our understanding of how speed and persistence of cell migration affects the growth rate and size of tumors remains incomplete. To address this, we developed a mathematical model wherein cells migrate in two-dimensional space, divide, die or intravasate into the vasculature. Exploring a wide range o...
Autores principales: | , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10159355/ https://www.ncbi.nlm.nih.gov/pubmed/37068117 http://dx.doi.org/10.1371/journal.pcbi.1010995 |
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author | Ghannoum, Salim Fantini, Damiano Zahoor, Muhammad Reiterer, Veronika Phuyal, Santosh Leoncio Netto, Waldir Sørensen, Øystein Iyer, Arvind Sengupta, Debarka Prasmickaite, Lina Mælandsmo, Gunhild Mari Köhn-Luque, Alvaro Farhan, Hesso |
author_facet | Ghannoum, Salim Fantini, Damiano Zahoor, Muhammad Reiterer, Veronika Phuyal, Santosh Leoncio Netto, Waldir Sørensen, Øystein Iyer, Arvind Sengupta, Debarka Prasmickaite, Lina Mælandsmo, Gunhild Mari Köhn-Luque, Alvaro Farhan, Hesso |
author_sort | Ghannoum, Salim |
collection | PubMed |
description | Our understanding of how speed and persistence of cell migration affects the growth rate and size of tumors remains incomplete. To address this, we developed a mathematical model wherein cells migrate in two-dimensional space, divide, die or intravasate into the vasculature. Exploring a wide range of speed and persistence combinations, we find that tumor growth positively correlates with increasing speed and higher persistence. As a biologically relevant example, we focused on Golgi fragmentation, a phenomenon often linked to alterations of cell migration. Golgi fragmentation was induced by depletion of Giantin, a Golgi matrix protein, the downregulation of which correlates with poor patient survival. Applying the experimentally obtained migration and invasion traits of Giantin depleted breast cancer cells to our mathematical model, we predict that loss of Giantin increases the number of intravasating cells. This prediction was validated, by showing that circulating tumor cells express significantly less Giantin than primary tumor cells. Altogether, our computational model identifies cell migration traits that regulate tumor progression and uncovers a role of Giantin in breast cancer progression. |
format | Online Article Text |
id | pubmed-10159355 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-101593552023-05-05 A combined experimental-computational approach uncovers a role for the Golgi matrix protein Giantin in breast cancer progression Ghannoum, Salim Fantini, Damiano Zahoor, Muhammad Reiterer, Veronika Phuyal, Santosh Leoncio Netto, Waldir Sørensen, Øystein Iyer, Arvind Sengupta, Debarka Prasmickaite, Lina Mælandsmo, Gunhild Mari Köhn-Luque, Alvaro Farhan, Hesso PLoS Comput Biol Research Article Our understanding of how speed and persistence of cell migration affects the growth rate and size of tumors remains incomplete. To address this, we developed a mathematical model wherein cells migrate in two-dimensional space, divide, die or intravasate into the vasculature. Exploring a wide range of speed and persistence combinations, we find that tumor growth positively correlates with increasing speed and higher persistence. As a biologically relevant example, we focused on Golgi fragmentation, a phenomenon often linked to alterations of cell migration. Golgi fragmentation was induced by depletion of Giantin, a Golgi matrix protein, the downregulation of which correlates with poor patient survival. Applying the experimentally obtained migration and invasion traits of Giantin depleted breast cancer cells to our mathematical model, we predict that loss of Giantin increases the number of intravasating cells. This prediction was validated, by showing that circulating tumor cells express significantly less Giantin than primary tumor cells. Altogether, our computational model identifies cell migration traits that regulate tumor progression and uncovers a role of Giantin in breast cancer progression. Public Library of Science 2023-04-17 /pmc/articles/PMC10159355/ /pubmed/37068117 http://dx.doi.org/10.1371/journal.pcbi.1010995 Text en © 2023 Ghannoum et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Ghannoum, Salim Fantini, Damiano Zahoor, Muhammad Reiterer, Veronika Phuyal, Santosh Leoncio Netto, Waldir Sørensen, Øystein Iyer, Arvind Sengupta, Debarka Prasmickaite, Lina Mælandsmo, Gunhild Mari Köhn-Luque, Alvaro Farhan, Hesso A combined experimental-computational approach uncovers a role for the Golgi matrix protein Giantin in breast cancer progression |
title | A combined experimental-computational approach uncovers a role for the Golgi matrix protein Giantin in breast cancer progression |
title_full | A combined experimental-computational approach uncovers a role for the Golgi matrix protein Giantin in breast cancer progression |
title_fullStr | A combined experimental-computational approach uncovers a role for the Golgi matrix protein Giantin in breast cancer progression |
title_full_unstemmed | A combined experimental-computational approach uncovers a role for the Golgi matrix protein Giantin in breast cancer progression |
title_short | A combined experimental-computational approach uncovers a role for the Golgi matrix protein Giantin in breast cancer progression |
title_sort | combined experimental-computational approach uncovers a role for the golgi matrix protein giantin in breast cancer progression |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10159355/ https://www.ncbi.nlm.nih.gov/pubmed/37068117 http://dx.doi.org/10.1371/journal.pcbi.1010995 |
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