Mutation rules and the evolution of sparseness and modularity in biological systems.

Biological systems exhibit two structural features on many levels of organization: sparseness, in which only a small fraction of possible interactions between components actually occur; and modularity--the near decomposability of the system into modules with distinct functionality. Recent work sugge...

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Main Authors: Tamar Friedlander, Avraham E Mayo, Tsvi Tlusty, Uri Alon
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2013-01-01
Series:PLoS ONE
Online Access:https://www.ncbi.nlm.nih.gov/pmc/articles/pmid/23936433/pdf/?tool=EBI
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spelling doaj-fcf6b25a9c9e4f6e88a42192f582625a2021-03-03T20:21:15ZengPublic Library of Science (PLoS)PLoS ONE1932-62032013-01-0188e7044410.1371/journal.pone.0070444Mutation rules and the evolution of sparseness and modularity in biological systems.Tamar FriedlanderAvraham E MayoTsvi TlustyUri AlonBiological systems exhibit two structural features on many levels of organization: sparseness, in which only a small fraction of possible interactions between components actually occur; and modularity--the near decomposability of the system into modules with distinct functionality. Recent work suggests that modularity can evolve in a variety of circumstances, including goals that vary in time such that they share the same subgoals (modularly varying goals), or when connections are costly. Here, we studied the origin of modularity and sparseness focusing on the nature of the mutation process, rather than on connection cost or variations in the goal. We use simulations of evolution with different mutation rules. We found that commonly used sum-rule mutations, in which interactions are mutated by adding random numbers, do not lead to modularity or sparseness except for in special situations. In contrast, product-rule mutations in which interactions are mutated by multiplying by random numbers--a better model for the effects of biological mutations--led to sparseness naturally. When the goals of evolution are modular, in the sense that specific groups of inputs affect specific groups of outputs, product-rule mutations also lead to modular structure; sum-rule mutations do not. Product-rule mutations generate sparseness and modularity because they tend to reduce interactions, and to keep small interaction terms small.https://www.ncbi.nlm.nih.gov/pmc/articles/pmid/23936433/pdf/?tool=EBI
collection DOAJ
language English
format Article
sources DOAJ
author Tamar Friedlander
Avraham E Mayo
Tsvi Tlusty
Uri Alon
spellingShingle Tamar Friedlander
Avraham E Mayo
Tsvi Tlusty
Uri Alon
Mutation rules and the evolution of sparseness and modularity in biological systems.
PLoS ONE
author_facet Tamar Friedlander
Avraham E Mayo
Tsvi Tlusty
Uri Alon
author_sort Tamar Friedlander
title Mutation rules and the evolution of sparseness and modularity in biological systems.
title_short Mutation rules and the evolution of sparseness and modularity in biological systems.
title_full Mutation rules and the evolution of sparseness and modularity in biological systems.
title_fullStr Mutation rules and the evolution of sparseness and modularity in biological systems.
title_full_unstemmed Mutation rules and the evolution of sparseness and modularity in biological systems.
title_sort mutation rules and the evolution of sparseness and modularity in biological systems.
publisher Public Library of Science (PLoS)
series PLoS ONE
issn 1932-6203
publishDate 2013-01-01
description Biological systems exhibit two structural features on many levels of organization: sparseness, in which only a small fraction of possible interactions between components actually occur; and modularity--the near decomposability of the system into modules with distinct functionality. Recent work suggests that modularity can evolve in a variety of circumstances, including goals that vary in time such that they share the same subgoals (modularly varying goals), or when connections are costly. Here, we studied the origin of modularity and sparseness focusing on the nature of the mutation process, rather than on connection cost or variations in the goal. We use simulations of evolution with different mutation rules. We found that commonly used sum-rule mutations, in which interactions are mutated by adding random numbers, do not lead to modularity or sparseness except for in special situations. In contrast, product-rule mutations in which interactions are mutated by multiplying by random numbers--a better model for the effects of biological mutations--led to sparseness naturally. When the goals of evolution are modular, in the sense that specific groups of inputs affect specific groups of outputs, product-rule mutations also lead to modular structure; sum-rule mutations do not. Product-rule mutations generate sparseness and modularity because they tend to reduce interactions, and to keep small interaction terms small.
url https://www.ncbi.nlm.nih.gov/pmc/articles/pmid/23936433/pdf/?tool=EBI
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