Graph Theoretic and Motif Analyses of the Hippocampal Neuron Type Potential Connectome.
Christopher L ReesDiek W WheelerDavid J HamiltonCharise M WhiteAlexander O KomendantovGiorgio A AscoliPublished in: eNeuro (2016)
We computed the potential connectivity map of all known neuron types in the rodent hippocampal formation by supplementing scantly available synaptic data with spatial distributions of axons and dendrites from the open-access knowledge base Hippocampome.org. The network that results from this endeavor, the broadest and most complete for a mammalian cortical region at the neuron-type level to date, contains more than 3200 connections among 122 neuron types across six subregions. Analyses of these data using graph theory metrics unveil the fundamental architectural principles of the hippocampal circuit. Globally, we identify a highly specialized topology minimizing communication cost; a modular structure underscoring the prominence of the trisynaptic loop; a core set of neuron types serving as information-processing hubs as well as a distinct group of particular antihub neurons; a nested, two-tier rich club managing much of the network traffic; and an innate resilience to random perturbations. At the local level, we uncover the basic building blocks, or connectivity patterns, that combine to produce complex global functionality, and we benchmark their utilization in the circuit relative to random networks. Taken together, these results provide a comprehensive connectivity profile of the hippocampus, yielding novel insights on its functional operations at the computationally crucial level of neuron types.
Keyphrases
- resting state
- functional connectivity
- cerebral ischemia
- white matter
- healthcare
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- electronic health record
- big data
- palliative care
- climate change
- spinal cord
- minimally invasive
- machine learning
- artificial intelligence
- health information
- convolutional neural network
- transcription factor
- prefrontal cortex
- magnetic resonance
- spinal cord injury
- depressive symptoms
- social support
- diffusion weighted imaging
- blood brain barrier