Johns Hopkins University School of Medicine
Departments of Neuroscience and Biomedical Engineering
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Reid Lab

Past work in EM Connectomics →

Axonal connectomics · Human white matter · EM circuits

Tracing individual axons
through the human brain.

The Reid lab has launched a new research program to map long-range projection axons through human white matter at the scale of centimeters and ultimately the entire brain. Using post-mortem human tissue, dense antibody staining, tissue expansion, and light-sheet fluorescence microscopy, the lab is characterizing the 3D trajectories and architectural organization of individual myelinated axons.

Figure 2: Three architectural motifs of human white matter with structure tensor color maps
Figure 2. Three architectural motifs in human white matter. (A–C) Grayscale axons labeled with neurofilament-H (NFH) antibodies: multi-orientation, laminar/orthogonal, and bundled. (D–F) Structure tensor color maps (red = ML, green = DV, blue = AP). (G–I) Orientation distribution functions.
bioRxiv · April 2026

Heterogeneity of white-matter organization in the human brain

Turschak E, Yu W-Q, Takasaki K, Cook SJ, Torres R, Gliko O, Hellevik A, Villalobos K, Guadarrama E, Chatterjee S, Perlman E, Laughland C, Glaser A, Sümbül U, Reid RC

White matter makes up nearly half the human brain, yet the 3D organization of individual axons has never been directly characterized. Using a histological pipeline optimized for post-mortem human tissue, this work reveals striking regional diversity — from loosely packed meshworks in superficial white matter to tightly packed parallel bundles in the corpus callosum.

These distinct motifs likely reflect local adaptations to spatial constraints, axonal density, and the diversity of sources and targets — offering region-specific solutions to anatomical optimization problems.

View on bioRxiv →
Superficial white matter

Multi-orientation meshwork

Loosely packed axons traveling in many directions, forming an open, interwoven network.

Near basal ganglia / centrum semiovale

Laminar/orthogonal

Alternating layers of near-orthogonal axons in a woven, lattice-like structure with periodic spacing.

Corpus callosum

Tight parallel bundles

Densely packed axons running in close parallel, optimized for direct inter-hemispheric transmission.

Human white matter
from slab to single axon.

The pipeline moves from post-mortem brain slabs to tissue punchouts, through expansion clearing, and into a custom ExA-SPIM lightsheet microscope — resolving individual axons at sub-micron voxels across centimeter-scale volumes.

Figure 1: Brain slab, punchout locations, cleared tissue, and lightsheet image
Figure 1. (A) Fixed hemi-coronal brain slab with numbered punchout locations marked in yellow, alongside an Allen Institute atlas section. (B) 500 μm vibratome section. (C) Cleared tissue-hydrogel matrix after 3× expansion. (D) Confocal pre-expansion overview. (E) ExA-SPIM lightsheet image showing individual NFH-labeled axons (scale bar 100 μm).
Figure 3: Full montage of four central punchouts with color-coded axon orientations
Figure 3. Montage of four central punchouts (centrum semiovale, corpus callosum, cingulum bundle, basal ganglia region) with structure tensor color coding: red = medio-lateral, green = dorso-ventral, blue = antero-posterior. Panels B–H show three orthogonal views through 500×500×350 μm image stacks. Scale bar 1 mm (panel A).

More from the axonal
connectomics program.

bioRxiv · June 2024

A scalable and modular computational pipeline for axonal connectomics: automated tracing and assembly of axons across serial sections

Torres R, Takasaki K, Gliko O, Laughland C, Yu W-Q, Turschak E, Hellevik A, Balaram P, Perlman E, Sümbül U, Reid RC

A machine-learning pipeline for assembling axon traces across centimeter-scale serial sections, designed to scale toward whole-human-brain mesoscale connectivity mapping.

View on bioRxiv →

EM connectomics &
the MICrONS program.

The Reid lab at Harvard began a research program in connectomics in the early years of the field, in 2006. We concentrated on the visual system, with the first connectomics study of the cerebral cortex along with calcium imaging of visual responses (Bock et al, 2011, followed by Lee et al, 2016). At the Allen Institute, the Connectomics Department continued with this research program as participants in the IARPA MICrONS program. The MICrONS cubic millimeter dataset resulted in a suite of papers in Nature in 2025.

EM
Connectomics

The MICrONS program: functional connectomics of mouse visual cortex

High-throughput serial-section EM, co-registered with calcium imaging from the same neurons, produced a functional connectomics map of tens of thousands of neurons spanning primary visual cortex and higher visual areas. Data are freely available.

Explore EM Connectomics →

Get in touch.

For research collaborations, data access, or general inquiries, please reach out.

Institution Allen Institute for Brain Science
Location Seattle, Washington