We acquired a rapidly preserved human surgical sample from the temporal lobe of the cerebral cortex. We stained a 1 mm3 volume with heavy metals, embedded it in resin, cut more than 5000 slices at ~30 nm and imaged these sections using a high-speed multibeam scanning electron microscope. We used computational methods to render the three-dimensional structure of 50,000 cells, hundreds of millions of neurites and 130 million synaptic connections. The 1.3 petabyte electron microscopy volume, the segmented cells, cell parts, blood vessels, myelin, inhibitory and excitatory synapses, and 100 manually proofread cells are available to peruse online. Despite the incompleteness of the automated segmentation caused by split and merge errors, many interesting features were evident. Glia outnumbered neurons 2:1 and oligodendrocytes were the most common cell type in the volume. The E:I balance of neurons was 69:31%, as was the ratio of excitatory versus inhibitory synapses in the volume. The E:I ratio of synapses was significantly higher on pyramidal neurons than inhibitory interneurons. We found that deep layer excitatory cell types can be classified into subsets based on structural and connectivity differences, that chandelier interneurons not only innervate excitatory neuron initial segments as previously described, but also each others initial segments, and that among the thousands of weak connections established on each neuron, there exist rarer highly powerful axonal inputs that establish multi-synaptic contacts (up to ~20 synapses) with target neurons. Our analysis indicates that these strong inputs are specific, and allow small numbers of axons to have an outsized role in the activity of some of their postsynaptic partners.
Highlights d Two-photon optogenetics in VR enables targeted manipulation of place cell ensembles d Activating specific place cell ensembles drives their spatially associated behavior d Place cell stimulation inhibits endogenous place code expression and triggers remapping d Direct evidence for a causal role of place cells in spatial navigation
Two-photon microscopy is widely used to investigate brain function across
multiple spatial scales. However, measurements of neural activity are
compromised by brain movement in behaving animals. Brain motion-induced
artefacts are typically corrected using
post-hoc
processing of
2D images, but this approach is slow and does not correct for axial movements.
Moreover, the deleterious effects of brain movement on high speed imaging of
small regions of interest and photostimulation cannot be corrected
post-hoc
. To address this problem, we combined random
access 3D laser scanning using an acousto-optic lens and rapid closed-loop FPGA
processing to track 3D brain movement and correct motion artifacts in real-time
at up to 1 kHz. Our recordings from synapses, dendrites and large neuronal
populations in behaving mice and zebrafish demonstrate real-time movement
corrected 3D two-photon imaging with sub-micrometer precision.
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