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A computational framework for testing hypotheses of the minimal mechanical requirements for cell aggregation using early annual killifish embryogenesis as a model

Introduction: Deciphering the biological and physical requirements for the outset of multicellularity is limited to few experimental models. The early embryonic development of annual killifish represents an almost unique opportunity to investigate de novo cellular aggregation in a vertebrate model....

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Autores principales: Montenegro-Rojas, Ignacio, Yañez, Guillermo, Skog, Emily, Guerrero-Calvo, Oscar, Andaur-Lobos, Martin, Dolfi, Luca, Cellerino, Alessandro, Cerda, Mauricio, Concha, Miguel L., Bertocchi, Cristina, Rojas, Nicolás O., Ravasio, Andrea, Rudge, Timothy J.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10067630/
https://www.ncbi.nlm.nih.gov/pubmed/37020464
http://dx.doi.org/10.3389/fcell.2023.959611
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author Montenegro-Rojas, Ignacio
Yañez, Guillermo
Skog, Emily
Guerrero-Calvo, Oscar
Andaur-Lobos, Martin
Dolfi, Luca
Cellerino, Alessandro
Cerda, Mauricio
Concha, Miguel L.
Bertocchi, Cristina
Rojas, Nicolás O.
Ravasio, Andrea
Rudge, Timothy J.
author_facet Montenegro-Rojas, Ignacio
Yañez, Guillermo
Skog, Emily
Guerrero-Calvo, Oscar
Andaur-Lobos, Martin
Dolfi, Luca
Cellerino, Alessandro
Cerda, Mauricio
Concha, Miguel L.
Bertocchi, Cristina
Rojas, Nicolás O.
Ravasio, Andrea
Rudge, Timothy J.
author_sort Montenegro-Rojas, Ignacio
collection PubMed
description Introduction: Deciphering the biological and physical requirements for the outset of multicellularity is limited to few experimental models. The early embryonic development of annual killifish represents an almost unique opportunity to investigate de novo cellular aggregation in a vertebrate model. As an adaptation to seasonal drought, annual killifish employs a unique developmental pattern in which embryogenesis occurs only after undifferentiated embryonic cells have completed epiboly and dispersed in low density on the egg surface. Therefore, the first stage of embryogenesis requires the congregation of embryonic cells at one pole of the egg to form a single aggregate that later gives rise to the embryo proper. This unique process presents an opportunity to dissect the self-organizing principles involved in early organization of embryonic stem cells. Indeed, the physical and biological processes required to form the aggregate of embryonic cells are currently unknown. Methods: Here, we developed an in silico, agent-based biophysical model that allows testing how cell-specific and environmental properties could determine the aggregation dynamics of early Killifish embryogenesis. In a forward engineering approach, we then proceeded to test two hypotheses for cell aggregation (cell-autonomous and a simple taxis model) as a proof of concept of modeling feasibility. In a first approach (cell autonomous system), we considered how intrinsic biophysical properties of the cells such as motility, polarity, density, and the interplay between cell adhesion and contact inhibition of locomotion drive cell aggregation into self-organized clusters. Second, we included guidance of cell migration through a simple taxis mechanism to resemble the activity of an organizing center found in several developmental models. Results: Our numerical simulations showed that random migration combined with low cell-cell adhesion is sufficient to maintain cells in dispersion and that aggregation can indeed arise spontaneously under a limited set of conditions, but, without environmental guidance, the dynamics and resulting structures do not recapitulate in vivo observations. Discussion: Thus, an environmental guidance cue seems to be required for correct execution of early aggregation in early killifish development. However, the nature of this cue (e.g., chemical or mechanical) can only be determined experimentally. Our model provides a predictive tool that could be used to better characterize the process and, importantly, to design informed experimental strategies.
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spelling pubmed-100676302023-04-04 A computational framework for testing hypotheses of the minimal mechanical requirements for cell aggregation using early annual killifish embryogenesis as a model Montenegro-Rojas, Ignacio Yañez, Guillermo Skog, Emily Guerrero-Calvo, Oscar Andaur-Lobos, Martin Dolfi, Luca Cellerino, Alessandro Cerda, Mauricio Concha, Miguel L. Bertocchi, Cristina Rojas, Nicolás O. Ravasio, Andrea Rudge, Timothy J. Front Cell Dev Biol Cell and Developmental Biology Introduction: Deciphering the biological and physical requirements for the outset of multicellularity is limited to few experimental models. The early embryonic development of annual killifish represents an almost unique opportunity to investigate de novo cellular aggregation in a vertebrate model. As an adaptation to seasonal drought, annual killifish employs a unique developmental pattern in which embryogenesis occurs only after undifferentiated embryonic cells have completed epiboly and dispersed in low density on the egg surface. Therefore, the first stage of embryogenesis requires the congregation of embryonic cells at one pole of the egg to form a single aggregate that later gives rise to the embryo proper. This unique process presents an opportunity to dissect the self-organizing principles involved in early organization of embryonic stem cells. Indeed, the physical and biological processes required to form the aggregate of embryonic cells are currently unknown. Methods: Here, we developed an in silico, agent-based biophysical model that allows testing how cell-specific and environmental properties could determine the aggregation dynamics of early Killifish embryogenesis. In a forward engineering approach, we then proceeded to test two hypotheses for cell aggregation (cell-autonomous and a simple taxis model) as a proof of concept of modeling feasibility. In a first approach (cell autonomous system), we considered how intrinsic biophysical properties of the cells such as motility, polarity, density, and the interplay between cell adhesion and contact inhibition of locomotion drive cell aggregation into self-organized clusters. Second, we included guidance of cell migration through a simple taxis mechanism to resemble the activity of an organizing center found in several developmental models. Results: Our numerical simulations showed that random migration combined with low cell-cell adhesion is sufficient to maintain cells in dispersion and that aggregation can indeed arise spontaneously under a limited set of conditions, but, without environmental guidance, the dynamics and resulting structures do not recapitulate in vivo observations. Discussion: Thus, an environmental guidance cue seems to be required for correct execution of early aggregation in early killifish development. However, the nature of this cue (e.g., chemical or mechanical) can only be determined experimentally. Our model provides a predictive tool that could be used to better characterize the process and, importantly, to design informed experimental strategies. Frontiers Media S.A. 2023-03-20 /pmc/articles/PMC10067630/ /pubmed/37020464 http://dx.doi.org/10.3389/fcell.2023.959611 Text en Copyright © 2023 Montenegro-Rojas, Yañez, Skog, Guerrero-Calvo, Andaur-Lobos, Dolfi, Cellerino, Cerda, Concha, Bertocchi, Rojas, Ravasio and Rudge. https://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 Cell and Developmental Biology
Montenegro-Rojas, Ignacio
Yañez, Guillermo
Skog, Emily
Guerrero-Calvo, Oscar
Andaur-Lobos, Martin
Dolfi, Luca
Cellerino, Alessandro
Cerda, Mauricio
Concha, Miguel L.
Bertocchi, Cristina
Rojas, Nicolás O.
Ravasio, Andrea
Rudge, Timothy J.
A computational framework for testing hypotheses of the minimal mechanical requirements for cell aggregation using early annual killifish embryogenesis as a model
title A computational framework for testing hypotheses of the minimal mechanical requirements for cell aggregation using early annual killifish embryogenesis as a model
title_full A computational framework for testing hypotheses of the minimal mechanical requirements for cell aggregation using early annual killifish embryogenesis as a model
title_fullStr A computational framework for testing hypotheses of the minimal mechanical requirements for cell aggregation using early annual killifish embryogenesis as a model
title_full_unstemmed A computational framework for testing hypotheses of the minimal mechanical requirements for cell aggregation using early annual killifish embryogenesis as a model
title_short A computational framework for testing hypotheses of the minimal mechanical requirements for cell aggregation using early annual killifish embryogenesis as a model
title_sort computational framework for testing hypotheses of the minimal mechanical requirements for cell aggregation using early annual killifish embryogenesis as a model
topic Cell and Developmental Biology
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10067630/
https://www.ncbi.nlm.nih.gov/pubmed/37020464
http://dx.doi.org/10.3389/fcell.2023.959611
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