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A Probabilistic Model of the Germinal Center Reaction

Germinal centers (GCs) are specialized compartments within the secondary lymphoid organs, where B cells proliferate, differentiate, and mutate their antibody genes. Upon exit from the GC, B cells terminally differentiate into plasma cells or memory B cells. While we have a good comprehension of plas...

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Autores principales: Thomas, Marcel Jan, Klein, Ulf, Lygeros, John, Rodríguez Martínez, María
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6456718/
https://www.ncbi.nlm.nih.gov/pubmed/31001283
http://dx.doi.org/10.3389/fimmu.2019.00689
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author Thomas, Marcel Jan
Klein, Ulf
Lygeros, John
Rodríguez Martínez, María
author_facet Thomas, Marcel Jan
Klein, Ulf
Lygeros, John
Rodríguez Martínez, María
author_sort Thomas, Marcel Jan
collection PubMed
description Germinal centers (GCs) are specialized compartments within the secondary lymphoid organs, where B cells proliferate, differentiate, and mutate their antibody genes. Upon exit from the GC, B cells terminally differentiate into plasma cells or memory B cells. While we have a good comprehension of plasma cell differentiation, memory B cell differentiation is still incompletely understood. In this paper, we extend previous models of the molecular events underlying B cell differentiation with new findings regarding memory B cell formation, and present a quantitative stochastic model of the intracellular and extracellular dynamics governing B cell maturation and exit from the GC. To simulate this model, we develop a novel extension to the Gillespie algorithm that enables the efficient stochastic simulation of the system, while keeping track of individual cell properties. Our model is able to explain the dynamical shift from memory B cell to plasma cell production over the lifetime of a GC. Moreover, our results suggest that B cell fate selection can be explained as a process that depends fundamentally on antigen affinity.
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spelling pubmed-64567182019-04-18 A Probabilistic Model of the Germinal Center Reaction Thomas, Marcel Jan Klein, Ulf Lygeros, John Rodríguez Martínez, María Front Immunol Immunology Germinal centers (GCs) are specialized compartments within the secondary lymphoid organs, where B cells proliferate, differentiate, and mutate their antibody genes. Upon exit from the GC, B cells terminally differentiate into plasma cells or memory B cells. While we have a good comprehension of plasma cell differentiation, memory B cell differentiation is still incompletely understood. In this paper, we extend previous models of the molecular events underlying B cell differentiation with new findings regarding memory B cell formation, and present a quantitative stochastic model of the intracellular and extracellular dynamics governing B cell maturation and exit from the GC. To simulate this model, we develop a novel extension to the Gillespie algorithm that enables the efficient stochastic simulation of the system, while keeping track of individual cell properties. Our model is able to explain the dynamical shift from memory B cell to plasma cell production over the lifetime of a GC. Moreover, our results suggest that B cell fate selection can be explained as a process that depends fundamentally on antigen affinity. Frontiers Media S.A. 2019-04-03 /pmc/articles/PMC6456718/ /pubmed/31001283 http://dx.doi.org/10.3389/fimmu.2019.00689 Text en Copyright © 2019 Thomas, Klein, Lygeros and Rodríguez Martínez. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Immunology
Thomas, Marcel Jan
Klein, Ulf
Lygeros, John
Rodríguez Martínez, María
A Probabilistic Model of the Germinal Center Reaction
title A Probabilistic Model of the Germinal Center Reaction
title_full A Probabilistic Model of the Germinal Center Reaction
title_fullStr A Probabilistic Model of the Germinal Center Reaction
title_full_unstemmed A Probabilistic Model of the Germinal Center Reaction
title_short A Probabilistic Model of the Germinal Center Reaction
title_sort probabilistic model of the germinal center reaction
topic Immunology
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6456718/
https://www.ncbi.nlm.nih.gov/pubmed/31001283
http://dx.doi.org/10.3389/fimmu.2019.00689
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