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TLDR: We know neurons communicate at synapses. But they also talk in a bunch of other ways! diffusion, glial interactions, ephaptic coupling, neuropeptides (cc @lidia-ripolls.bsky.social!) The list is long. probably longer than we know :) So let's make a map of all physical contact between neurons!

More generally, if you knew every cell a neuron touches, would you know something new beyond its synaptic #contactome? How many other cells does a neuron touch, anyway? Here was our first exploration: a single pyramidal cell (cyan), followed by all its synaptic partners, and then all its contacts:

(That also presents the engineering challenge and the reason these analyses aren't commonplace: the resulting network is 100s of GB, before you even _think_ about the ~petabytes of underlying data to generate that.)

It also turns out that different cell types have different "fingerprints" of their volume to surface-area relationships. Unsurprisingly, you can immediately tell who's a neuron and who's glia (green = glia, blue = neuron), and in fact different cell types even have their own "sub-fingerprint"!

SECOND: One of the weaknesses of connectomics today is we only get a single snapshot in time. If we instead watched the neurons form and kill synapses, how many new partners might be available? One way to learn this is to look at a "halo" around each cell: how many un-contacted neurons are nearby?

ok cool so let's take each neuron (blue), and draw increasing radii around it: 0.5µm (green), 1µm (yellow), 2µm... all the way up to 10µm. That's actually quite a lot of distance! ~1000x more volume than the neuron itself. So how many new partners are there in that HUGE halo we don't already touch?

The answer, INCREDIBLY, is... basically ZERO! *A neuron already touches virtually every neuron that comes within ~10µm of its cell membrane.* omg!

I mean... that's crazy. That means that synaptogenesis needs to move MANY microns away to even see a new potential partner. That has some pretty big implications for biological learning algorithms, which, like, I hear that's a big deal bsky.app/profile/sean... #neuroai

Sean Escola@seanescola.bsky.social

What if we could redesign AI to mirror biology’s efficiency? Reardon & the Flourish team are exploring exactly that. By mapping neural connections in the human brain, they aim to develop biology-inspired AI that is radically more energy-efficient. Read here: www.wired.com/story/jeff-b...

When we look at contactomes instead of connectomes, we also get an obvious bonus: GLIA!! Glia aren't commonly involved in synapses, but they are EVERYWHERE. Lots of chatter recently about astrocytes: www.thetransmitter.org/astrocytes/t... @thetransmitter.bsky.social #astrocytes #glia

thetransmitter.orgHow a hidden network of astrocytes shapes the brainAstrocytes are wired together in precise, long-range networks that remodel in response to experience, according to new research.

So let's see if we can find any evidence of an astrocytic long-range network (a "syncytium," which is totally award-winning spelling for a word)... Let's look at our contactomes and get the network of astrocytes-contacting-astrocytes. Can we see that long-range network?

The answer is... holy crap YES. Here, I've shaded in red the astrocytes that participate in this network. Yep. It's literally EVERYWHERE. If we look at the nuclei of these astrocytes, they're perfectly uniformly distributed in the mouse visual cortex too!

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For our next trick: Does that glial network touch synapses specifically? Another resounding YES: PRACTICALLY EVERY SYNAPSE has a glial cell within 1µm, and near the synaptic site, almost ALL of the surrounding tissue is glial. Glam-shot: a synapse's microenvironent is dominated by an astrocyte :)

And it's just... always true. EVERY synapse is like this. Glia are EVERYWHERE. Here's the same synapse in two views; the glia (green) surrounds the synapse, and could foreseeably tune/train/kill it. HOT TAKE: I think big chunks of learning & memory will turn out to be mainly driven by this :)

Here's a beautiful shot of a single dendritic spine (black). It has ~3 synaptic partners (blue). But it has nearly TWENTY contact partners (red), which could be electrically or chemically influencing it! (thank you @blender.org for making it so easy to create videos like this ❤️)