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Emergence of structure in mouse embryos: Structural Entropy morphometry applied to digital models of embryonic anatomy

We apply an information‐theoretic measure to anatomical models of the Edinburgh Mouse Atlas Project. Our goal is to quantify the anatomical complexity of the embryo and to understand how this quantity changes as the organism develops through time. Our measure, Structural Entropy, takes into account...

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Detalles Bibliográficos
Autores principales: Waites, William, Davies, Jamie A.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6742931/
https://www.ncbi.nlm.nih.gov/pubmed/31276197
http://dx.doi.org/10.1111/joa.13031
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author Waites, William
Davies, Jamie A.
author_facet Waites, William
Davies, Jamie A.
author_sort Waites, William
collection PubMed
description We apply an information‐theoretic measure to anatomical models of the Edinburgh Mouse Atlas Project. Our goal is to quantify the anatomical complexity of the embryo and to understand how this quantity changes as the organism develops through time. Our measure, Structural Entropy, takes into account the geometrical character of the intermingling of tissue types in the embryo. It does this by a mathematical process that effectively imagines a point‐like explorer that starts at an arbitrary place in the 3D structure of the embryo and takes a random path through the embryo, recording the sequence of tissues through which it passes. Consideration of a large number of such paths yields a probability distribution of paths making connections between specific tissue types, and Structural Entropy is calculated from this (mathematical details are given in the main text). We find that Structural Entropy generally decreases (order increases) almost linearly throughout developmental time (4–18 days). There is one `blip’ of increased Structural Entropy across days 7–8: this corresponds to gastrulation. Our results highlight the potential for mathematical techniques to provide insight into the development of anatomical structure, and also the need for further sources of accurate 3D anatomical data to support analyses of this kind.
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spelling pubmed-67429312019-09-14 Emergence of structure in mouse embryos: Structural Entropy morphometry applied to digital models of embryonic anatomy Waites, William Davies, Jamie A. J Anat Original Articles We apply an information‐theoretic measure to anatomical models of the Edinburgh Mouse Atlas Project. Our goal is to quantify the anatomical complexity of the embryo and to understand how this quantity changes as the organism develops through time. Our measure, Structural Entropy, takes into account the geometrical character of the intermingling of tissue types in the embryo. It does this by a mathematical process that effectively imagines a point‐like explorer that starts at an arbitrary place in the 3D structure of the embryo and takes a random path through the embryo, recording the sequence of tissues through which it passes. Consideration of a large number of such paths yields a probability distribution of paths making connections between specific tissue types, and Structural Entropy is calculated from this (mathematical details are given in the main text). We find that Structural Entropy generally decreases (order increases) almost linearly throughout developmental time (4–18 days). There is one `blip’ of increased Structural Entropy across days 7–8: this corresponds to gastrulation. Our results highlight the potential for mathematical techniques to provide insight into the development of anatomical structure, and also the need for further sources of accurate 3D anatomical data to support analyses of this kind. John Wiley and Sons Inc. 2019-07-05 2019-10 /pmc/articles/PMC6742931/ /pubmed/31276197 http://dx.doi.org/10.1111/joa.13031 Text en © 2019 The Authors. Journal of Anatomy published by John Wiley & Sons Ltd on behalf of Anatomical Society This is an open access article under the terms of the http://creativecommons.org/licenses/by/4.0/ License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited.
spellingShingle Original Articles
Waites, William
Davies, Jamie A.
Emergence of structure in mouse embryos: Structural Entropy morphometry applied to digital models of embryonic anatomy
title Emergence of structure in mouse embryos: Structural Entropy morphometry applied to digital models of embryonic anatomy
title_full Emergence of structure in mouse embryos: Structural Entropy morphometry applied to digital models of embryonic anatomy
title_fullStr Emergence of structure in mouse embryos: Structural Entropy morphometry applied to digital models of embryonic anatomy
title_full_unstemmed Emergence of structure in mouse embryos: Structural Entropy morphometry applied to digital models of embryonic anatomy
title_short Emergence of structure in mouse embryos: Structural Entropy morphometry applied to digital models of embryonic anatomy
title_sort emergence of structure in mouse embryos: structural entropy morphometry applied to digital models of embryonic anatomy
topic Original Articles
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6742931/
https://www.ncbi.nlm.nih.gov/pubmed/31276197
http://dx.doi.org/10.1111/joa.13031
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