Challenging the point neuron dogma: FS basket cells as 2-stage nonlinear integrators

被引:49
作者
Tzilivaki, Alexandra [1 ,2 ,3 ,4 ,5 ,6 ]
Kastellakis, George [1 ]
Poirazi, Panayiota [1 ]
机构
[1] Fdn Res & Technol Hellas FORTH, Inst Mol Biol & Biotechnol, Iraklion 70013, Greece
[2] Univ Crete, Dept Biol, Iraklion 70013, Greece
[3] Charite Univ Med Berlin, Einstein Ctr Neurosci Berlin, Charitepl 1, D-10117 Berlin, Germany
[4] Free Univ Berlin, Charitepl 1, D-10117 Berlin, Germany
[5] Humboldt Univ, Charitepl 1, D-10117 Berlin, Germany
[6] Berlin Inst Hlth, NeuroCure Cluster Excellence, Charitepl 1, D-10117 Berlin, Germany
关键词
FAST-SPIKING INTERNEURONS; SYNAPTIC INTEGRATION; GABAERGIC INTERNEURONS; PREFRONTAL CORTEX; DENDRITIC SPIKES; NMDA RECEPTORS; THIN DENDRITES; ACTIVATION; POTENTIALS; MEMORIES;
D O I
10.1038/s41467-019-11537-7
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Interneurons are critical for the proper functioning of neural circuits. While often morphologically complex, their dendrites have been ignored for decades, treating them as linear point neurons. Exciting new findings reveal complex, non-linear dendritic computations that call for a new theory of interneuron arithmetic. Using detailed biophysical models, we predict that dendrites of FS basket cells in both hippocampus and prefrontal cortex come in two flavors: supralinear, supporting local sodium spikes within large-volume branches and sublinear, in small-volume branches. Synaptic activation of varying sets of these dendrites leads to somatic firing variability that cannot be fully explained by the point neuron reduction. Instead, a 2-stage artificial neural network (ANN), with sub-and supralinear hidden nodes, captures most of the variance. Reduced neuronal circuit modeling suggest that this bi-modal, 2-stage integration in FS basket cells confers substantial resource savings in memory encoding as well as the linking of memories across time.
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页数:14
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