A platform for brain-wide imaging and reconstruction of individual neurons

  1. Michael N Economo
  2. Nathan G Clack
  3. Luke D Lavis
  4. Charles R Gerfen
  5. Karel Svoboda
  6. Eugene W Myers  Is a corresponding author
  7. Jayaram Chandrashekar  Is a corresponding author
  1. Janelia Research Campus, Howard Hughes Medical Institute, United States
  2. National Institute of Mental Health, United States
  3. Max Planck Institute of Molecular Cell Biology and Genetics, Germany
7 figures, 5 videos and 3 tables

Figures

Figure 1 with 1 supplement
Schematic of imaging system.

(a) Schematic of apparatus for automated volumetric two-photon tomography. (b) To image large volumes of tissue, a collection of three-dimensional image stacks (tiles) covering the full volume of …

https://doi.org/10.7554/eLife.10566.003
Figure 1—figure supplement 1
Point spread function measurement.

(a) Empirically-measured point spread function measured using 200-nm fluorescent polystyrene beads.

https://doi.org/10.7554/eLife.10566.004
Sample preparation and clearing. 

(a) Whole brains (left) and 1 mm-thick tissue sections (right) cleared using dimethyl sulfoxide (DMSO) and d-sorbitol. (b) Fluorescence of purified eGFP as a function of DMSO concentration (v/v) in …

https://doi.org/10.7554/eLife.10566.005
Figure 3 with 1 supplement
Registration of image tiles.

(a) Example registration of pairs of image tiles in the axial (left) and lateral (right) directions. (b) Initial displacement of automatically-identified features as a result of sectioning (left) …

https://doi.org/10.7554/eLife.10566.007
Figure 3—figure supplement 1
Lipofuscin imaging.

Overlay of fluorescence captured in the green (500–550 nm) and orange (580–653 nm) spectral bands from a representative tile within the neocortex. Autofluorescent lipofuscin (white puncta) could be …

https://doi.org/10.7554/eLife.10566.008
Figure 4 with 1 supplement
Whole-brain imaging.

(a) Three-dimensional rendering of complete mouse brain dataset as viewed from an anterolateral (left) and ventral (right) perspective. (b) Maximum intensity projection through a large tissue volume …

https://doi.org/10.7554/eLife.10566.010
Figure 4—figure supplement 1
High speed, high-power imaging.

(a) Image of an axonal collateral with low (top) and high (bottom) excitation power. High-power imaging improves signal-to-noise without degrading resolution due to fluorophore saturation. (b) …

https://doi.org/10.7554/eLife.10566.011
Figure 5 with 1 supplement
Axon collaterals are labeled with high signal-to-noise across their entire length.

(a) Top: Virtual coronal section through whole-brain dataset. Boxed area denotes region containing labeled somata and is expanded in schematic below. Bottom: Laminar distribution and dendritic …

https://doi.org/10.7554/eLife.10566.012
Figure 5—figure supplement 1
Signal-to-noise of axonal imaging.

(a) Representative images before (left) and after (middle) lossy H.264 compression. The intensity profile across each neurite (along paths denoted by dotted lines in images on left) is plotted to …

https://doi.org/10.7554/eLife.10566.013
Complete reconstruction of axonal morphology.

(a) Complete reconstruction of the same five projection neurons depicted in Figure 4 (inset). Reconstructions are overlaid on a horizontal (left) and sagittal (right) outline of the imaged mouse …

https://doi.org/10.7554/eLife.10566.014
Fine scale topology of contralateral cortical projections.

(a) Horizontal view of the dendrites and axons of two layer V IT neurons (red and black). Axons projecting to locations other than the contralateral motor cortex are shown in lighter colors. (b) …

https://doi.org/10.7554/eLife.10566.020

Videos

Video 1
Movie illustrating 18 serially acquired image tiles that have been registered and resampled into a continuous image volume.

This volume (3 × 1 × 6 tiles) spans five adjacent tissue sections. Fine axons are resolvable and all fibers appear continuous. Images were spectrally unmixed to remove autofluorescence of lipofuscin.

https://doi.org/10.7554/eLife.10566.009
Video 2
Single axon traced to its terminus.

Depicted path represents the longest continuous axonal segment starting at the cell soma. The terminus is located in the anterior piriform cortex. White dot corresponds to the same location in both …

https://doi.org/10.7554/eLife.10566.015
Video 3
Three-dimensional rendering of reconstructed Layer II motor cortical neurons.

Displayed brain outline corresponds to the contours of the imaged brain. Color code is the same as in all figures.

https://doi.org/10.7554/eLife.10566.017
Video 4
Three-dimensional rendering of reconstructed Layer V motor cortical neurons.

Displayed brain outline corresponds to the contours of the imaged brain. Color code is the same as in all figures.

https://doi.org/10.7554/eLife.10566.018
Video 5
Three-dimensional rendering of reconstructed Layer VI motor cortical neuron.

Displayed brain outline corresponds to the contours of the imaged brain. Color code is the same as in all figures.

https://doi.org/10.7554/eLife.10566.019

Tables

Table 1

Clearing solutions.

https://doi.org/10.7554/eLife.10566.006
Solution (#)Dimethyl sulfoxide (g)PB (g)D-sorbitol (g)Refractive index
126.8373.170.001.373
252.3847.620.001.412
344.5240.4815.001.425
436.6733.3330.001.440
534.2520.7545.001.468
625.5611.4463.001.489
Table 2

Axonal reconstructions. All lengths in mm.

https://doi.org/10.7554/eLife.10566.016
Soma locationLayer IILayer IILayer VLayer VLayer VI
Dendritic branches6657372523
Dendritic length8.037.679.175.064.20
Axonal branches796717813627
Axonal length47.3441.04121.2075.4423.57
Axonal targets
(ipsilateral)
Motor cortex
Dorsal striatum
Nucleus accumbens
Motor cortex
Orbital cortex
Dorsal/medial striatum
Caudal/lateral striatum
Motor cortex
Somatosensory cortex
Auditory cortex
Orbital cortex
Agranular insular cortex
Ectorhinal cortex
Piriform cortex
Dorsal striatum
Nucleus accumbens
Olfactory tubercle
Taenia tecta
Motor cortex
Somatosensory cortex
Auditory cortex
Anterior cingulate cortex
Posterior parietal cortex
Motor cortex
Thalamic nuclei:
Ventral anterior lateral
Posterior
Submedial
Reticular
Axonal targets (contralateral)Motor cortex
Insular cortex
Piriform cortex
Motor cortex
Anterior cingulate cortex
Agranular insular cortex
Claustrum
Basolateral amygdala
Motor cortex
Piriform cortex
Dorsal striatum
Nucleus accumbens
Olfactory tubercle
Taenia tecta
Motor cortex
Anterior cingulate cortex
Dorsal striatum
Table 3

Comparison with alternative technologies for whole-brain imaging.

https://doi.org/10.7554/eLife.10566.021
Method
Lateral resolution (L; µm)Axial resolution (A; µm)L × L × A (µm3)Speed (× 106 µm3/s)
This study0.451.330.261.6
Selective plane illumination microscopy*0.657.303.10160
Knife-edge scanning microscopy/ micro-optical sectioning tomography (Li et al., 2010)0.711.00.501.0
Transmission electron microscopy with camera array (Bock et al., 2011)0.0040.0457.2 x 10-75.6 x 10-6
Serial block-face electron microscopy (Helmstaedter et al., 2013)0.0165>0.025>6.8 x 10-61.1 x 10-6
  1. *Ideal resolution in fully cleared whole mouse brain (P. Keller, personal communication).

  2. Comparison of resolution and imaging speed with other imaging modalities. Resolution values represent full width at half maximum except for in transmission electron microscopy with camera array and serial block-face electron microscopy, where pixel sizes are reported.

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