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Shape-specific characterization of colorectal adenoma growth and transition to cancer with stochastic cell-based models

Colorectal adenoma are precursor lesions on the pathway to cancer. Their removal in screening colonoscopies has markedly reduced rates of cancer incidence and death. Generic models of adenoma growth and transition to cancer can guide the implementation of screening strategies. But adenoma shape has...

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Autores principales: Simonetto, Cristoforo, Mansmann, Ulrich, Kaiser, Jan Christian
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9894544/
https://www.ncbi.nlm.nih.gov/pubmed/36689547
http://dx.doi.org/10.1371/journal.pcbi.1010831
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author Simonetto, Cristoforo
Mansmann, Ulrich
Kaiser, Jan Christian
author_facet Simonetto, Cristoforo
Mansmann, Ulrich
Kaiser, Jan Christian
author_sort Simonetto, Cristoforo
collection PubMed
description Colorectal adenoma are precursor lesions on the pathway to cancer. Their removal in screening colonoscopies has markedly reduced rates of cancer incidence and death. Generic models of adenoma growth and transition to cancer can guide the implementation of screening strategies. But adenoma shape has rarely featured as a relevant risk factor. Against this backdrop we aim to demonstrate that shape influences growth dynamics and cancer risk. Stochastic cell-based models are applied to a data set of 197,347 Bavarian outpatients who had colonoscopies from 2006-2009, 50,649 patients were reported with adenoma and 296 patients had cancer. For multi-stage clonal expansion (MSCE) models with up to three initiating stages parameters were estimated by fits to data sets of all shapes combined, and of sessile (70% of all adenoma), peduncular (17%) and flat (13%) adenoma separately for both sexes. Pertinent features of adenoma growth present themselves in contrast to previous assumptions. Stem cells with initial molecular changes residing in early adenoma predominantly multiply within two-dimensional structures such as crypts. For these cells mutation and division rates decrease with age. The absolute number of initiated cells in an adenoma of size 1 cm is small around 10(3), related to all bulk cells they constitute a share of about 10(−5). The notion of very few proliferating stem cells with age-decreasing division rates is supported by cell marker experiments. The probability for adenoma transiting to cancer increases with squared linear size and shows a shape dependence. Compared to peduncular and flat adenoma, it is twice as high for sessile adenoma of the same size. We present a simple mathematical expression for the hazard ratio of interval cancers which provides a mechanistic understanding of this important quality indicator. We conclude that adenoma shape deserves closer consideration in screening strategies and as risk factor for transition to cancer.
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spelling pubmed-98945442023-02-03 Shape-specific characterization of colorectal adenoma growth and transition to cancer with stochastic cell-based models Simonetto, Cristoforo Mansmann, Ulrich Kaiser, Jan Christian PLoS Comput Biol Research Article Colorectal adenoma are precursor lesions on the pathway to cancer. Their removal in screening colonoscopies has markedly reduced rates of cancer incidence and death. Generic models of adenoma growth and transition to cancer can guide the implementation of screening strategies. But adenoma shape has rarely featured as a relevant risk factor. Against this backdrop we aim to demonstrate that shape influences growth dynamics and cancer risk. Stochastic cell-based models are applied to a data set of 197,347 Bavarian outpatients who had colonoscopies from 2006-2009, 50,649 patients were reported with adenoma and 296 patients had cancer. For multi-stage clonal expansion (MSCE) models with up to three initiating stages parameters were estimated by fits to data sets of all shapes combined, and of sessile (70% of all adenoma), peduncular (17%) and flat (13%) adenoma separately for both sexes. Pertinent features of adenoma growth present themselves in contrast to previous assumptions. Stem cells with initial molecular changes residing in early adenoma predominantly multiply within two-dimensional structures such as crypts. For these cells mutation and division rates decrease with age. The absolute number of initiated cells in an adenoma of size 1 cm is small around 10(3), related to all bulk cells they constitute a share of about 10(−5). The notion of very few proliferating stem cells with age-decreasing division rates is supported by cell marker experiments. The probability for adenoma transiting to cancer increases with squared linear size and shows a shape dependence. Compared to peduncular and flat adenoma, it is twice as high for sessile adenoma of the same size. We present a simple mathematical expression for the hazard ratio of interval cancers which provides a mechanistic understanding of this important quality indicator. We conclude that adenoma shape deserves closer consideration in screening strategies and as risk factor for transition to cancer. Public Library of Science 2023-01-23 /pmc/articles/PMC9894544/ /pubmed/36689547 http://dx.doi.org/10.1371/journal.pcbi.1010831 Text en © 2023 Simonetto et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Simonetto, Cristoforo
Mansmann, Ulrich
Kaiser, Jan Christian
Shape-specific characterization of colorectal adenoma growth and transition to cancer with stochastic cell-based models
title Shape-specific characterization of colorectal adenoma growth and transition to cancer with stochastic cell-based models
title_full Shape-specific characterization of colorectal adenoma growth and transition to cancer with stochastic cell-based models
title_fullStr Shape-specific characterization of colorectal adenoma growth and transition to cancer with stochastic cell-based models
title_full_unstemmed Shape-specific characterization of colorectal adenoma growth and transition to cancer with stochastic cell-based models
title_short Shape-specific characterization of colorectal adenoma growth and transition to cancer with stochastic cell-based models
title_sort shape-specific characterization of colorectal adenoma growth and transition to cancer with stochastic cell-based models
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9894544/
https://www.ncbi.nlm.nih.gov/pubmed/36689547
http://dx.doi.org/10.1371/journal.pcbi.1010831
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