Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Wang, Yue, Shtylla, Blerta, Chou, Tom
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Cornell University 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10462171/
https://www.ncbi.nlm.nih.gov/pubmed/37645049
_version_ 1785098001595760640
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
work_keys_str_mv AT wangyue orderofmutationeffectsoncancerprogressionmodelsformyeloproliferativeneoplasm
AT shtyllablerta orderofmutationeffectsoncancerprogressionmodelsformyeloproliferativeneoplasm
AT choutom orderofmutationeffectsoncancerprogressionmodelsformyeloproliferativeneoplasm