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Feedback mechanisms control coexistence in a stem cell model of acute myeloid leukaemia

Haematopoietic stem cell dynamics regulate healthy blood cell production and are disrupted during leukaemia. Competition models of cellular species help to elucidate stem cell dynamics in the bone marrow microenvironment (or niche), and to determine how these dynamics impact leukaemia progression. H...

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Detalles Bibliográficos
Autores principales: Crowell, Helena L., MacLean, Adam L., Stumpf, Michael P.H.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4880151/
https://www.ncbi.nlm.nih.gov/pubmed/27130539
http://dx.doi.org/10.1016/j.jtbi.2016.04.002
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author Crowell, Helena L.
MacLean, Adam L.
Stumpf, Michael P.H.
author_facet Crowell, Helena L.
MacLean, Adam L.
Stumpf, Michael P.H.
author_sort Crowell, Helena L.
collection PubMed
description Haematopoietic stem cell dynamics regulate healthy blood cell production and are disrupted during leukaemia. Competition models of cellular species help to elucidate stem cell dynamics in the bone marrow microenvironment (or niche), and to determine how these dynamics impact leukaemia progression. Here we develop two models that target acute myeloid leukaemia with particular focus on the mechanisms that control proliferation via feedback signalling. It is within regions of parameter space permissive of coexistence that the effects of competition are most subtle and the clinical outcome least certain. Steady state and linear stability analyses identify parameter regions that allow for coexistence to occur, and allow us to characterise behaviour near critical points. Where analytical expressions are no longer informative, we proceed statistically and sample parameter space over a coexistence region. We find that the rates of proliferation and differentiation of healthy progenitors exert key control over coexistence. We also show that inclusion of a regulatory feedback onto progenitor cells promotes healthy haematopoiesis at the expense of leukaemia, and that – somewhat paradoxically – within the coexistence region feedback increases the sensitivity of the system to dominance by one lineage over another.
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spelling pubmed-48801512016-07-21 Feedback mechanisms control coexistence in a stem cell model of acute myeloid leukaemia Crowell, Helena L. MacLean, Adam L. Stumpf, Michael P.H. J Theor Biol Article Haematopoietic stem cell dynamics regulate healthy blood cell production and are disrupted during leukaemia. Competition models of cellular species help to elucidate stem cell dynamics in the bone marrow microenvironment (or niche), and to determine how these dynamics impact leukaemia progression. Here we develop two models that target acute myeloid leukaemia with particular focus on the mechanisms that control proliferation via feedback signalling. It is within regions of parameter space permissive of coexistence that the effects of competition are most subtle and the clinical outcome least certain. Steady state and linear stability analyses identify parameter regions that allow for coexistence to occur, and allow us to characterise behaviour near critical points. Where analytical expressions are no longer informative, we proceed statistically and sample parameter space over a coexistence region. We find that the rates of proliferation and differentiation of healthy progenitors exert key control over coexistence. We also show that inclusion of a regulatory feedback onto progenitor cells promotes healthy haematopoiesis at the expense of leukaemia, and that – somewhat paradoxically – within the coexistence region feedback increases the sensitivity of the system to dominance by one lineage over another. Elsevier 2016-07-21 /pmc/articles/PMC4880151/ /pubmed/27130539 http://dx.doi.org/10.1016/j.jtbi.2016.04.002 Text en © 2016 The Authors http://creativecommons.org/licenses/by/4.0/ This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Crowell, Helena L.
MacLean, Adam L.
Stumpf, Michael P.H.
Feedback mechanisms control coexistence in a stem cell model of acute myeloid leukaemia
title Feedback mechanisms control coexistence in a stem cell model of acute myeloid leukaemia
title_full Feedback mechanisms control coexistence in a stem cell model of acute myeloid leukaemia
title_fullStr Feedback mechanisms control coexistence in a stem cell model of acute myeloid leukaemia
title_full_unstemmed Feedback mechanisms control coexistence in a stem cell model of acute myeloid leukaemia
title_short Feedback mechanisms control coexistence in a stem cell model of acute myeloid leukaemia
title_sort feedback mechanisms control coexistence in a stem cell model of acute myeloid leukaemia
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4880151/
https://www.ncbi.nlm.nih.gov/pubmed/27130539
http://dx.doi.org/10.1016/j.jtbi.2016.04.002
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