Modeling the Evolution of Biological Neural Networks Based on Connectomes across Development.

Entropy (Basel)

College of Control Science and Engineering, Zhejiang University, Hangzhou 310027, China.

Published: December 2022

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Article Abstract

Knowledge of the structural properties of biological neural networks can help in understanding how particular responses and actions are generated. Recently, Witvliet et al. published the connectomes of eight isogenic hermaphrodites at different postembryonic ages, from birth to adulthood. We analyzed the basic structural properties of these biological neural networks. From birth to adulthood, the asymmetry between in-degrees and out-degrees over the neuronal network increased with age, in addition to an increase in the number of nodes and edges. The degree distributions were neither Poisson distributions nor pure power-law distributions. We have proposed a model of network evolution with different initial attractiveness for in-degrees and out-degrees of nodes and preferential attachment, which reproduces the asymmetry between in-degrees and out-degrees and similar degree distributions via the tuning of the initial attractiveness values. In this study, we present the well-preserved structural properties of neuronal networks across development, and provide some insight into understanding the evolutionary processes of biological neural networks through a simple network model.

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http://www.ncbi.nlm.nih.gov/pmc/articles/PMC9857992PMC
http://dx.doi.org/10.3390/e25010051DOI Listing

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