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Mechanistic model of MAPK signaling reveals how allostery and rewiring contribute to drug resistance

BRAF is prototypical of oncogenes that can be targeted therapeutically and the treatment of BRAF(V600E) melanomas with RAF and MEK inhibitors results in rapid tumor regression. However, drug‐induced rewiring generates a drug adapted state thought to be involved in acquired resistance and disease rec...

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Detalles Bibliográficos
Autores principales: Fröhlich, Fabian, Gerosa, Luca, Muhlich, Jeremy, Sorger, Peter K
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9912026/
https://www.ncbi.nlm.nih.gov/pubmed/36700386
http://dx.doi.org/10.15252/msb.202210988
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author Fröhlich, Fabian
Gerosa, Luca
Muhlich, Jeremy
Sorger, Peter K
author_facet Fröhlich, Fabian
Gerosa, Luca
Muhlich, Jeremy
Sorger, Peter K
author_sort Fröhlich, Fabian
collection PubMed
description BRAF is prototypical of oncogenes that can be targeted therapeutically and the treatment of BRAF(V600E) melanomas with RAF and MEK inhibitors results in rapid tumor regression. However, drug‐induced rewiring generates a drug adapted state thought to be involved in acquired resistance and disease recurrence. In this article, we study mechanisms of adaptive rewiring in BRAF(V600E) melanoma cells using an energy‐based implementation of ordinary differential equation (ODE) modeling in combination with proteomic, transcriptomic and imaging data. We develop a method for causal tracing of ODE models and identify two parallel MAPK reaction channels that are differentially sensitive to RAF and MEK inhibitors due to differences in protein oligomerization and drug binding. We describe how these channels, and timescale separation between immediate‐early signaling and transcriptional feedback, create a state in which the RAS‐regulated MAPK channel can be activated by growth factors under conditions in which the BRAF(V600E)‐driven channel is fully inhibited. Further development of the approaches in this article is expected to yield a unified model of adaptive drug resistance in melanoma.
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spelling pubmed-99120262023-02-16 Mechanistic model of MAPK signaling reveals how allostery and rewiring contribute to drug resistance Fröhlich, Fabian Gerosa, Luca Muhlich, Jeremy Sorger, Peter K Mol Syst Biol Article BRAF is prototypical of oncogenes that can be targeted therapeutically and the treatment of BRAF(V600E) melanomas with RAF and MEK inhibitors results in rapid tumor regression. However, drug‐induced rewiring generates a drug adapted state thought to be involved in acquired resistance and disease recurrence. In this article, we study mechanisms of adaptive rewiring in BRAF(V600E) melanoma cells using an energy‐based implementation of ordinary differential equation (ODE) modeling in combination with proteomic, transcriptomic and imaging data. We develop a method for causal tracing of ODE models and identify two parallel MAPK reaction channels that are differentially sensitive to RAF and MEK inhibitors due to differences in protein oligomerization and drug binding. We describe how these channels, and timescale separation between immediate‐early signaling and transcriptional feedback, create a state in which the RAS‐regulated MAPK channel can be activated by growth factors under conditions in which the BRAF(V600E)‐driven channel is fully inhibited. Further development of the approaches in this article is expected to yield a unified model of adaptive drug resistance in melanoma. John Wiley and Sons Inc. 2023-01-26 /pmc/articles/PMC9912026/ /pubmed/36700386 http://dx.doi.org/10.15252/msb.202210988 Text en © 2023 The Authors. Published under the terms of the CC BY 4.0 license. https://creativecommons.org/licenses/by/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited.
spellingShingle Article
Fröhlich, Fabian
Gerosa, Luca
Muhlich, Jeremy
Sorger, Peter K
Mechanistic model of MAPK signaling reveals how allostery and rewiring contribute to drug resistance
title Mechanistic model of MAPK signaling reveals how allostery and rewiring contribute to drug resistance
title_full Mechanistic model of MAPK signaling reveals how allostery and rewiring contribute to drug resistance
title_fullStr Mechanistic model of MAPK signaling reveals how allostery and rewiring contribute to drug resistance
title_full_unstemmed Mechanistic model of MAPK signaling reveals how allostery and rewiring contribute to drug resistance
title_short Mechanistic model of MAPK signaling reveals how allostery and rewiring contribute to drug resistance
title_sort mechanistic model of mapk signaling reveals how allostery and rewiring contribute to drug resistance
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9912026/
https://www.ncbi.nlm.nih.gov/pubmed/36700386
http://dx.doi.org/10.15252/msb.202210988
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