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Order-of-mutation effects on cancer progression: models for myeloproliferative neoplasm
In some patients with myeloproliferative neoplasms (MPN), two genetic mutations are often found, JAK2 V617F and one in the TET2 gene. Whether or not one mutation is present will influence how the other subsequent mutation affects the regulation of gene expression. When both mutations are present, th...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Cornell University
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10462171/ https://www.ncbi.nlm.nih.gov/pubmed/37645049 |
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author | Wang, Yue Shtylla, Blerta Chou, Tom |
author_facet | Wang, Yue Shtylla, Blerta Chou, Tom |
author_sort | Wang, Yue |
collection | PubMed |
description | In some patients with myeloproliferative neoplasms (MPN), two genetic mutations are often found, JAK2 V617F and one in the TET2 gene. Whether or not one mutation is present will influence how the other subsequent mutation affects the regulation of gene expression. When both mutations are present, the order of their occurrence has been shown to influence disease progression and prognosis. We propose a nonlinear ordinary differential equation (ODE), Moran process, and Markov chain models to explain the non-additive and non-commutative mutation effects on recent clinical observations of gene expression patterns, proportions of cells with different mutations, and ages at diagnosis of MPN. These observations consistently shape our modeling framework. Our key proposal is that bistability in gene expression provides a natural explanation for many observed order-of-mutation effects. We also propose potential experimental measurements that can be used to confirm or refute predictions of our models. |
format | Online Article Text |
id | pubmed-10462171 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Cornell University |
record_format | MEDLINE/PubMed |
spelling | pubmed-104621712023-08-29 Order-of-mutation effects on cancer progression: models for myeloproliferative neoplasm Wang, Yue Shtylla, Blerta Chou, Tom ArXiv Article In some patients with myeloproliferative neoplasms (MPN), two genetic mutations are often found, JAK2 V617F and one in the TET2 gene. Whether or not one mutation is present will influence how the other subsequent mutation affects the regulation of gene expression. When both mutations are present, the order of their occurrence has been shown to influence disease progression and prognosis. We propose a nonlinear ordinary differential equation (ODE), Moran process, and Markov chain models to explain the non-additive and non-commutative mutation effects on recent clinical observations of gene expression patterns, proportions of cells with different mutations, and ages at diagnosis of MPN. These observations consistently shape our modeling framework. Our key proposal is that bistability in gene expression provides a natural explanation for many observed order-of-mutation effects. We also propose potential experimental measurements that can be used to confirm or refute predictions of our models. Cornell University 2023-08-19 /pmc/articles/PMC10462171/ /pubmed/37645049 Text en https://creativecommons.org/licenses/by-nc-nd/4.0/This work is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License (https://creativecommons.org/licenses/by-nc-nd/4.0/) , which allows reusers to copy and distribute the material in any medium or format in unadapted form only, for noncommercial purposes only, and only so long as attribution is given to the creator. |
spellingShingle | Article Wang, Yue Shtylla, Blerta Chou, Tom Order-of-mutation effects on cancer progression: models for myeloproliferative neoplasm |
title | Order-of-mutation effects on cancer progression: models for myeloproliferative neoplasm |
title_full | Order-of-mutation effects on cancer progression: models for myeloproliferative neoplasm |
title_fullStr | Order-of-mutation effects on cancer progression: models for myeloproliferative neoplasm |
title_full_unstemmed | Order-of-mutation effects on cancer progression: models for myeloproliferative neoplasm |
title_short | Order-of-mutation effects on cancer progression: models for myeloproliferative neoplasm |
title_sort | order-of-mutation effects on cancer progression: models for myeloproliferative neoplasm |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10462171/ https://www.ncbi.nlm.nih.gov/pubmed/37645049 |
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