An information-theoretic measure for patterning in epithelial tissues
An information-theoretic measure for patterning in epithelial tissues
We present path entropy, an information-theoretic measure that captures the notion of patterning due to phase separation in organic tissues. Recent work has demonstrated, both in silico and in vitro, that phase separation in epithelia can arise simply from the forces at play between cells with differing mechanical properties. These qualitative results give rise to numerous questions about how the degree of patterning relates to model parameters or underlying biophysical properties. Answering these questions requires a consistent and meaningful way of quantifying degree of patterning that we observe. We define a resolution-independent measure that is better suited than image-processing techniques for comparing cellular structures. We show how this measure can be usefully applied in a selection of scenarios from biological experiment and computer simulation, and argue for the establishment of a tissue-graph library to assist with parameter estimation for synthetic morphology.
40302-40312
Waites, William
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Cavaliere, Matteo
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Cachat, Elise
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Danos, Vincent
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Davies, Jamie A.
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6 July 2018
Waites, William
a069e5ff-f440-4b89-ae81-3b58c2ae2afd
Cavaliere, Matteo
60059eb2-b523-4e20-b27e-a9c094c4930d
Cachat, Elise
516600c9-d191-478d-830e-175d16067c2c
Danos, Vincent
39d6fea1-0ff9-4f36-8ef7-e81975262c72
Davies, Jamie A.
860652c7-0599-422c-9a3d-fdcb05617464
Waites, William, Cavaliere, Matteo, Cachat, Elise, Danos, Vincent and Davies, Jamie A.
(2018)
An information-theoretic measure for patterning in epithelial tissues.
IEEE Access, 6, .
(doi:10.1109/ACCESS.2018.2853624).
Abstract
We present path entropy, an information-theoretic measure that captures the notion of patterning due to phase separation in organic tissues. Recent work has demonstrated, both in silico and in vitro, that phase separation in epithelia can arise simply from the forces at play between cells with differing mechanical properties. These qualitative results give rise to numerous questions about how the degree of patterning relates to model parameters or underlying biophysical properties. Answering these questions requires a consistent and meaningful way of quantifying degree of patterning that we observe. We define a resolution-independent measure that is better suited than image-processing techniques for comparing cellular structures. We show how this measure can be usefully applied in a selection of scenarios from biological experiment and computer simulation, and argue for the establishment of a tissue-graph library to assist with parameter estimation for synthetic morphology.
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An_Information-Theoretic_Measure_for_Patterning_in_Epithelial_Tissues
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Accepted/In Press date: 27 June 2018
Published date: 6 July 2018
Identifiers
Local EPrints ID: 499794
URI: http://eprints.soton.ac.uk/id/eprint/499794
ISSN: 2169-3536
PURE UUID: e6035eb7-5208-406a-8933-5385b345560e
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Date deposited: 04 Apr 2025 16:39
Last modified: 22 Aug 2025 02:43
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Contributors
Author:
William Waites
Author:
Matteo Cavaliere
Author:
Elise Cachat
Author:
Vincent Danos
Author:
Jamie A. Davies
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