Maximization of the connectivity repertoire as a statistical principle governing the shapes of dendritic arbors
- 28 July 2009
- journal article
- research article
- Published by Proceedings of the National Academy of Sciences in Proceedings of the National Academy of Sciences
- Vol. 106 (30) , 12536-12541
- https://doi.org/10.1073/pnas.0901530106
Abstract
The shapes of dendritic arbors are fascinating and important, yet the principles underlying these complex and diverse structures remain unclear. Here, we analyzed basal dendritic arbors of 2,171 pyramidal neurons sampled from mammalian brains and discovered 3 statistical properties: the dendritic arbor size scales with the total dendritic length, the spatial correlation of dendritic branches within an arbor has a universal functional form, and small parts of an arbor are self-similar. We proposed that these properties result from maximizing the repertoire of possible connectivity patterns between dendrites and surrounding axons while keeping the cost of dendrites low. We solved this optimization problem by drawing an analogy with maximization of the entropy for a given energy in statistical physics. The solution is consistent with the above observations and predicts scaling relations that can be tested experimentally. In addition, our theory explains why dendritic branches of pyramidal cells are distributed more sparsely than those of Purkinje cells. Our results represent a step toward a unifying view of the relationship between neuronal morphology and function.Keywords
This publication has 77 references indexed in Scilit:
- The fractions of short- and long-range connections in the visual cortexProceedings of the National Academy of Sciences, 2009
- Neurite arborization and mosaic spacing in the mouse retina require DSCAMNature, 2008
- Dscam and Sidekick proteins direct lamina-specific synaptic connections in vertebrate retinaNature, 2008
- Self-organizing Mechanism for Development of Space-filling Neuronal DendritesPLoS Computational Biology, 2007
- Dscam diversity is essential for neuronal wiring and self-recognitionNature, 2007
- Optimization principles of dendritic structureTheoretical Biology and Medical Modelling, 2007
- Homophilic Dscam Interactions Control Complex Dendrite MorphogenesisNeuron, 2007
- Functionally relevant measures of spatial complexity in neuronal dendritic arborsJournal of Theoretical Biology, 2006
- Laminar and Columnar Organization of Ascending Excitatory Projections to Layer 2/3 Pyramidal Neurons in Rat Barrel CortexJournal of Neuroscience, 2005
- Rate, Timing, and Cooperativity Jointly Determine Cortical Synaptic PlasticityNeuron, 2001