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Cancer Niches and Their Kikuchi Free Energy

Biological forms depend on a progressive specialization of pluripotent stem cells. The differentiation of these cells in their spatial and functional environment defines the organism itself; however, cellular mutations may disrupt the mutual balance between a cell and its niche, where cell prolifera...

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Detalles Bibliográficos
Autores principales: Sajid, Noor, Convertino, Laura, Friston, Karl
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8156740/
https://www.ncbi.nlm.nih.gov/pubmed/34069097
http://dx.doi.org/10.3390/e23050609
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author Sajid, Noor
Convertino, Laura
Friston, Karl
author_facet Sajid, Noor
Convertino, Laura
Friston, Karl
author_sort Sajid, Noor
collection PubMed
description Biological forms depend on a progressive specialization of pluripotent stem cells. The differentiation of these cells in their spatial and functional environment defines the organism itself; however, cellular mutations may disrupt the mutual balance between a cell and its niche, where cell proliferation and specialization are released from their autopoietic homeostasis. This induces the construction of cancer niches and maintains their survival. In this paper, we characterise cancer niche construction as a direct consequence of interactions between clusters of cancer and healthy cells. Explicitly, we evaluate these higher-order interactions between niches of cancer and healthy cells using Kikuchi approximations to the free energy. Kikuchi’s free energy is measured in terms of changes to the sum of energies of baseline clusters of cells (or nodes) minus the energies of overcounted cluster intersections (and interactions of interactions, etc.). We posit that these changes in energy node clusters correspond to a long-term reduction in the complexity of the system conducive to cancer niche survival. We validate this formulation through numerical simulations of apoptosis, local cancer growth, and metastasis, and highlight its implications for a computational understanding of the etiopathology of cancer.
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spelling pubmed-81567402021-05-28 Cancer Niches and Their Kikuchi Free Energy Sajid, Noor Convertino, Laura Friston, Karl Entropy (Basel) Article Biological forms depend on a progressive specialization of pluripotent stem cells. The differentiation of these cells in their spatial and functional environment defines the organism itself; however, cellular mutations may disrupt the mutual balance between a cell and its niche, where cell proliferation and specialization are released from their autopoietic homeostasis. This induces the construction of cancer niches and maintains their survival. In this paper, we characterise cancer niche construction as a direct consequence of interactions between clusters of cancer and healthy cells. Explicitly, we evaluate these higher-order interactions between niches of cancer and healthy cells using Kikuchi approximations to the free energy. Kikuchi’s free energy is measured in terms of changes to the sum of energies of baseline clusters of cells (or nodes) minus the energies of overcounted cluster intersections (and interactions of interactions, etc.). We posit that these changes in energy node clusters correspond to a long-term reduction in the complexity of the system conducive to cancer niche survival. We validate this formulation through numerical simulations of apoptosis, local cancer growth, and metastasis, and highlight its implications for a computational understanding of the etiopathology of cancer. MDPI 2021-05-14 /pmc/articles/PMC8156740/ /pubmed/34069097 http://dx.doi.org/10.3390/e23050609 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Sajid, Noor
Convertino, Laura
Friston, Karl
Cancer Niches and Their Kikuchi Free Energy
title Cancer Niches and Their Kikuchi Free Energy
title_full Cancer Niches and Their Kikuchi Free Energy
title_fullStr Cancer Niches and Their Kikuchi Free Energy
title_full_unstemmed Cancer Niches and Their Kikuchi Free Energy
title_short Cancer Niches and Their Kikuchi Free Energy
title_sort cancer niches and their kikuchi free energy
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8156740/
https://www.ncbi.nlm.nih.gov/pubmed/34069097
http://dx.doi.org/10.3390/e23050609
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