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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...

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Autores principales: 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
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2023
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.
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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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