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#VirtualFlyBrain

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Albert Cardona<p>Sometimes one stops to just look at the data. And the software user interface. They are beautiful.</p><p>We are looking at a cross section of the <a href="https://mathstodon.xyz/tags/Drosophila" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Drosophila</span></a> larval brain, near the brain commissure, where hundreds of neurons (magenta: their reconstructed skeletons) cross from one brain hemisphere to the other. To the right, a 3D rendering of multiple neurons, a pair of which cross the midline in a U-shaped bend.</p><p>Our CATMAID software is web-based, in other words it's just a website that accesses remote data. I credit it's sleek design to <span class="h-card" translate="no"><a href="https://mastodon.social/@herrsaalfeld" class="u-url mention" rel="nofollow noopener noreferrer" target="_blank">@<span>herrsaalfeld</span></a></span> – author of the early, "Ice Age" CATMAID and its blue tones – who at some point in his life studied "medieninformatik" and has always had a penchant for art.</p><p>See our images and fly neurons here, kindly hosted by the <a href="https://mathstodon.xyz/tags/VirtualFlyBrain" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>VirtualFlyBrain</span></a> :<br><a href="https://l1em.catmaid.virtualflybrain.org/?pid=1&amp;zp=33100&amp;yp=31179&amp;xp=53333&amp;tool=tracingtool&amp;sid0=1&amp;s0=2" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">l1em.catmaid.virtualflybrain.o</span><span class="invisible">rg/?pid=1&amp;zp=33100&amp;yp=31179&amp;xp=53333&amp;tool=tracingtool&amp;sid0=1&amp;s0=2</span></a></p><p><a href="https://mathstodon.xyz/tags/neuroscience" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>neuroscience</span></a> <a href="https://mathstodon.xyz/tags/CATMAID" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>CATMAID</span></a></p>
Albert Cardona<p><span class="h-card" translate="no"><a href="https://mstdn.science/@CurrentBiology" class="u-url mention" rel="nofollow noopener noreferrer" target="_blank">@<span>CurrentBiology</span></a></span> </p><p>Andreas Schoofs and Anton Miroschnikow in Michael Pankratz' lab have done an astonishing amount of work manually mapping the peripheral nervous system of the larval <a href="https://mathstodon.xyz/tags/Drosophila" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Drosophila</span></a>, with <a href="https://mathstodon.xyz/tags/CATMAID" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>CATMAID</span></a>, in the STEM volume we imaged and they named "Igor". Congrats on seeing this gargantuan project through!</p><p>The whole larval volume of "Igor", including all tissues, is available here, courtesy of the <a href="https://mathstodon.xyz/tags/OpenOrganelle" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>OpenOrganelle</span></a> project led by Aubrey Weigel <span class="h-card" translate="no"><a href="https://qoto.org/@avweigel" class="u-url mention" rel="nofollow noopener noreferrer" target="_blank">@<span>avweigel</span></a></span> at <a href="https://mathstodon.xyz/tags/HHMIJanelia" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>HHMIJanelia</span></a>:<br><a href="https://openorganelle.janelia.org/datasets/jrc_fly-larva-1" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">openorganelle.janelia.org/data</span><span class="invisible">sets/jrc_fly-larva-1</span></a></p><p>See it at 5x5x35 nm resolution in <a href="https://mathstodon.xyz/tags/neuroglancer" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>neuroglancer</span></a>: <a href="https://neuroglancer-demo.appspot.com/#!%7B%22dimensions%22:%7B%22x%22:%5B1e-9%2C%22m%22%5D%2C%22y%22:%5B1e-9%2C%22m%22%5D%2C%22z%22:%5B1e-9%2C%22m%22%5D%7D%2C%22position%22:%5B249600.5%2C79040.5%2C84280.5%5D%2C%22crossSectionOrientation%22:%5B0%2C1%2C0%2C0%5D%2C%22crossSectionScale%22:50%2C%22projectionOrientation%22:%5B0%2C1%2C0%2C0%5D%2C%22projectionScale%22:65536%2C%22layers%22:%5B%7B%22type%22:%22image%22%2C%22source%22:%22n5://s3://janelia-cosem-datasets/jrc_fly-larva-1/jrc_fly-larva-1.n5/em/tem-uint8%22%2C%22tab%22:%22rendering%22%2C%22opacity%22:1%2C%22blend%22:%22additive%22%2C%22shader%22:%22#uicontrol%20invlerp%20normalized%28range=%5B0%2C%20255%5D%2C%20window=%5B0%2C%20255%5D%29%5Cn#uicontrol%20vec3%20color%20color%28default=%5C%22white%5C%22%29%5Cnvoid%20main%28%29%7BemitRGB%28color%20%2A%20normalized%28%29%29%3B%7D%22%2C%22name%22:%22tem-uint8%22%7D%5D%2C%22selectedLayer%22:%7B%22visible%22:true%2C%22layer%22:%22tem-uint8%22%7D%2C%22crossSectionBackgroundColor%22:%22#000000%22%2C%22layout%22:%224panel%22%7D" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">neuroglancer-demo.appspot.com/</span><span class="invisible">#!%7B%22dimensions%22:%7B%22x%22:%5B1e-9%2C%22m%22%5D%2C%22y%22:%5B1e-9%2C%22m%22%5D%2C%22z%22:%5B1e-9%2C%22m%22%5D%7D%2C%22position%22:%5B249600.5%2C79040.5%2C84280.5%5D%2C%22crossSectionOrientation%22:%5B0%2C1%2C0%2C0%5D%2C%22crossSectionScale%22:50%2C%22projectionOrientation%22:%5B0%2C1%2C0%2C0%5D%2C%22projectionScale%22:65536%2C%22layers%22:%5B%7B%22type%22:%22image%22%2C%22source%22:%22n5://s3://janelia-cosem-datasets/jrc_fly-larva-1/jrc_fly-larva-1.n5/em/tem-uint8%22%2C%22tab%22:%22rendering%22%2C%22opacity%22:1%2C%22blend%22:%22additive%22%2C%22shader%22:%22#uicontrol%20invlerp%20normalized%28range=%5B0%2C%20255%5D%2C%20window=%5B0%2C%20255%5D%29%5Cn#uicontrol%20vec3%20color%20color%28default=%5C%22white%5C%22%29%5Cnvoid%20main%28%29%7BemitRGB%28color%20%2A%20normalized%28%29%29%3B%7D%22%2C%22name%22:%22tem-uint8%22%7D%5D%2C%22selectedLayer%22:%7B%22visible%22:true%2C%22layer%22:%22tem-uint8%22%7D%2C%22crossSectionBackgroundColor%22:%22#000000%22%2C%22layout%22:%224panel%22%7D</span></a> (control-minus and control-plus to zoom; mouse click to pan, scroll wheel to browse in Z).</p><p>Will appear at the <a href="https://mathstodon.xyz/tags/VirtualFlyBrain" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>VirtualFlyBrain</span></a> website soon as well.</p><p>There are many more peripheral nervous system components mapped, yet to be published.</p><p>This paper is open access: <br>"Serotonergic modulation of swallowing in a complete fly vagus nerve connectome", Schoofs et al. 2024 <a href="https://www.cell.com/current-biology/fulltext/S0960-9822(24)01137-0?rss=yes&amp;utm_source=dlvr.it&amp;utm_medium=mastodon" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://www.</span><span class="ellipsis">cell.com/current-biology/fullt</span><span class="invisible">ext/S0960-9822(24)01137-0?rss=yes&amp;utm_source=dlvr.it&amp;utm_medium=mastodon</span></a></p><p><a href="https://mathstodon.xyz/tags/neuroscience" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>neuroscience</span></a> <a href="https://mathstodon.xyz/tags/connectomics" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>connectomics</span></a></p>
Albert Cardona<p>Today the peer-reviewed version of our preprint is out:</p><p>"The <a href="https://mathstodon.xyz/tags/connectome" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>connectome</span></a> of an insect brain"<br><a href="https://www.science.org/doi/10.1126/science.add9330" rel="nofollow noopener noreferrer" target="_blank"><span class="invisible">https://www.</span><span class="ellipsis">science.org/doi/10.1126/scienc</span><span class="invisible">e.add9330</span></a></p><p>Congrats to co-first authors Michael Winding and Benjamin Pedigo, and to all our lab members and collaborators who made this work possible over the years. A journey that started over 10 years ago–and yet this is but a new beginning. So much more to come.</p><p>See my <a href="https://mathstodon.xyz/tags/tootprint" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>tootprint</span></a> on the preprint from back in the Autumn: <a href="https://mathstodon.xyz/@albertcardona/109422190525090990" rel="nofollow noopener noreferrer" target="_blank"><span class="invisible">https://</span><span class="ellipsis">mathstodon.xyz/@albertcardona/</span><span class="invisible">109422190525090990</span></a></p><p>The data is available both as supplements and directly via <a href="https://mathstodon.xyz/tags/CATMAID" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>CATMAID</span></a> thanks to hosting by the <a href="https://mathstodon.xyz/tags/VirtualFlyBrain" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>VirtualFlyBrain</span></a>:<br><a href="https://l1em.catmaid.virtualflybrain.org/?pid=1&amp;zp=108250&amp;yp=82961.59999999999&amp;xp=54210.799999999996&amp;tool=tracingtool&amp;sid0=1&amp;s0=2.4999999999999996&amp;help=true&amp;layout=h(XY,%20%7B%20type:%20%22neuron-search%22,%20id:%20%22neuron-search-1%22,%20options:%20%7B%22annotation-name%22:%20%22papers%22%7D%7D,%200.6" rel="nofollow noopener noreferrer" target="_blank"><span class="invisible">https://</span><span class="ellipsis">l1em.catmaid.virtualflybrain.o</span><span class="invisible">rg/?pid=1&amp;zp=108250&amp;yp=82961.59999999999&amp;xp=54210.799999999996&amp;tool=tracingtool&amp;sid0=1&amp;s0=2.4999999999999996&amp;help=true&amp;layout=h(XY,%20%7B%20type:%20%22neuron-search%22,%20id:%20%22neuron-search-1%22,%20options:%20%7B%22annotation-name%22:%20%22papers%22%7D%7D,%200.6</span></a>)</p><p>(The "Winding, Pedigo et al. 2023" annotation listing all included neurons will appear very soon in an upcoming update.)</p><p><a href="https://mathstodon.xyz/tags/neuroscience" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>neuroscience</span></a> <a href="https://mathstodon.xyz/tags/connectomics" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>connectomics</span></a> <a href="https://mathstodon.xyz/tags/Drosophila" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Drosophila</span></a> <a href="https://mathstodon.xyz/tags/DrosophilaLarva" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>DrosophilaLarva</span></a></p>
Albert Cardona<p><span class="h-card"><a href="https://drosophila.social/@dantracey" class="u-url mention" rel="nofollow noopener noreferrer" target="_blank">@<span>dantracey</span></a></span> <span class="h-card"><a href="https://social.coop/@kristinmbranson" class="u-url mention" rel="nofollow noopener noreferrer" target="_blank">@<span>kristinmbranson</span></a></span> <span class="h-card"><a href="https://drosophila.social/@annikabarber" class="u-url mention" rel="nofollow noopener noreferrer" target="_blank">@<span>annikabarber</span></a></span> <span class="h-card"><a href="https://drosophila.social/@debivort" class="u-url mention" rel="nofollow noopener noreferrer" target="_blank">@<span>debivort</span></a></span> <span class="h-card"><a href="https://drosophila.social/@giorgiogilestro" class="u-url mention" rel="nofollow noopener noreferrer" target="_blank">@<span>giorgiogilestro</span></a></span></p><p>Find the original basin-1 neurons at the <a href="https://mathstodon.xyz/tags/VirtualFlyBrain" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>VirtualFlyBrain</span></a> at "Tools - CATMAID - Hosted EM Data - Larval - Larva (ABD1.5)" which opens a <a href="https://mathstodon.xyz/tags/CATMAID" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>CATMAID</span></a> server <a href="https://abd1.5.catmaid.virtualflybrain.org/?pid=1&amp;zp=10485&amp;yp=40560.65722061269&amp;xp=42396.0789533435&amp;tool=tracingtool&amp;sid0=1&amp;s0=4.5&amp;help=true&amp;layout=h(XY,%20%7B%20type:%20%22neuron-search%22,%20id:%20%22neuron-search-1%22,%20options:%20%7B%22annotation-name%22:%20%22papers%22%7D%7D,%200.6" rel="nofollow noopener noreferrer" target="_blank"><span class="invisible">https://</span><span class="ellipsis">abd1.5.catmaid.virtualflybrain</span><span class="invisible">.org/?pid=1&amp;zp=10485&amp;yp=40560.65722061269&amp;xp=42396.0789533435&amp;tool=tracingtool&amp;sid0=1&amp;s0=4.5&amp;help=true&amp;layout=h(XY,%20%7B%20type:%20%22neuron-search%22,%20id:%20%22neuron-search-1%22,%20options:%20%7B%22annotation-name%22:%20%22papers%22%7D%7D,%200.6</span></a>)</p><p>Find them via Neuron Search (icon with a "?").</p><p>The "Construction time" is wrong (see "Summary info" of the Selection Table) because these neurons were imported from <a href="https://mathstodon.xyz/tags/TrakEM2" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>TrakEM2</span></a>. Old enough to predate the <a href="https://mathstodon.xyz/tags/CATMAID" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>CATMAID</span></a> software!<br><a href="https://mathstodon.xyz/tags/neuroscience" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>neuroscience</span></a></p>
Albert Cardona<p>The web-based open source software <a href="https://mathstodon.xyz/tags/CATMAID" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>CATMAID</span></a> was devised as "google maps but for volumes". Documentation at <a href="https://catmaid.org" rel="nofollow noopener noreferrer" target="_blank"><span class="invisible">https://</span><span class="">catmaid.org</span><span class="invisible"></span></a> and source code at <a href="https://github.com/catmaid/CATMAID/" rel="nofollow noopener noreferrer" target="_blank"><span class="invisible">https://</span><span class="">github.com/catmaid/CATMAID/</span><span class="invisible"></span></a></p><p>Modern <a href="https://mathstodon.xyz/tags/CATMAID" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>CATMAID</span></a> enables hundreds of <a href="https://mathstodon.xyz/tags/neuroscience" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>neuroscience</span></a> researchers world wide to collaboratively map neuronal circuits in large datasets limited only by bandwidth and server-side storage to map and analyse a whole brain <a href="https://mathstodon.xyz/tags/connectome" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>connectome</span></a>.</p><p>See the <a href="https://mathstodon.xyz/tags/Drosophila" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Drosophila</span></a> larval CNS at the <a href="https://mathstodon.xyz/tags/VirtualFlyBrain" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>VirtualFlyBrain</span></a> server: <a href="https://l1em.catmaid.virtualflybrain.org/?pid=1&amp;zp=108250&amp;yp=82961.59999999999&amp;xp=54210.799999999996&amp;tool=tracingtool&amp;sid0=1&amp;s0=2.4999999999999996&amp;help=true&amp;layout=h(XY,%20%7B%20type:%20%22neuron-search%22,%20id:%20%22neuron-search-1%22,%20options:%20%7B%22annotation-name%22:%20%22papers%22%7D%7D,%200.6" rel="nofollow noopener noreferrer" target="_blank"><span class="invisible">https://</span><span class="ellipsis">l1em.catmaid.virtualflybrain.o</span><span class="invisible">rg/?pid=1&amp;zp=108250&amp;yp=82961.59999999999&amp;xp=54210.799999999996&amp;tool=tracingtool&amp;sid0=1&amp;s0=2.4999999999999996&amp;help=true&amp;layout=h(XY,%20%7B%20type:%20%22neuron-search%22,%20id:%20%22neuron-search-1%22,%20options:%20%7B%22annotation-name%22:%20%22papers%22%7D%7D,%200.6</span></a>)</p>
Albert Cardona<p>Have you visited the <a href="https://qoto.org/tags/FlyWire" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>FlyWire</span></a> website yet? Both for helping proofread and analyze the whole <a href="https://qoto.org/tags/Drosophila" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Drosophila</span></a> brain <a href="https://qoto.org/tags/connectome" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>connectome</span></a>, or simply to admire the beautiful renderings of neuronal arbors: <a href="https://join.flywire.ai" rel="nofollow noopener noreferrer" target="_blank"><span class="invisible">https://</span><span class="">join.flywire.ai</span><span class="invisible"></span></a></p><p>(See also the <a href="https://qoto.org/tags/VirtualFlyBrain" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>VirtualFlyBrain</span></a> for <a href="https://qoto.org/tags/ontology" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>ontology</span></a>-driven navigation of the fly brain, and access to images of genetic driver lines, and more: <a href="https://v2.virtualflybrain.org/org.geppetto.frontend/geppetto?id=VFB_00101567&amp;i=VFB_00101567" rel="nofollow noopener noreferrer" target="_blank"><span class="invisible">https://</span><span class="ellipsis">v2.virtualflybrain.org/org.gep</span><span class="invisible">petto.frontend/geppetto?id=VFB_00101567&amp;i=VFB_00101567</span></a> )</p><p>Wish I had time or resources to create such a beautiful landing page for the larval central nervous system. The <a href="https://qoto.org/tags/connectome" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>connectome</span></a> of the whole larval brain is coming soon. For now, see the <a href="https://qoto.org/tags/vEM" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>vEM</span></a> images and some ~3,000 published neurons in this <a href="https://qoto.org/tags/CATMAID" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>CATMAID</span></a> server: <a href="https://l1em.catmaid.virtualflybrain.org/?pid=1&amp;zp=108250&amp;yp=82961.59999999999&amp;xp=54210.799999999996&amp;tool=tracingtool&amp;sid0=1&amp;s0=2.4999999999999996&amp;help=true&amp;layout=h(XY,%20%7B%20type:%20%22neuron-search%22,%20id:%20%22neuron-search-1%22,%20options:%20%7B%22annotation-name%22:%20%22papers%22%7D%7D,%200.6" rel="nofollow noopener noreferrer" target="_blank"><span class="invisible">https://</span><span class="ellipsis">l1em.catmaid.virtualflybrain.o</span><span class="invisible">rg/?pid=1&amp;zp=108250&amp;yp=82961.59999999999&amp;xp=54210.799999999996&amp;tool=tracingtool&amp;sid0=1&amp;s0=2.4999999999999996&amp;help=true&amp;layout=h(XY,%20%7B%20type:%20%22neuron-search%22,%20id:%20%22neuron-search-1%22,%20options:%20%7B%22annotation-name%22:%20%22papers%22%7D%7D,%200.6</span></a>)</p><p><a href="https://qoto.org/tags/connectomics" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>connectomics</span></a></p>
Albert Cardona<p>What can you do with a <a href="https://qoto.org/tags/CATMAID" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>CATMAID</span></a> server? Say, let's look at the <a href="https://qoto.org/tags/Drosophila" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Drosophila</span></a> (vinegar fly, often referred to as fruit fly) larval central nervous system, generously hosted by the <a href="https://qoto.org/tags/VirtualFlyBrain" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>VirtualFlyBrain</span></a> <a href="https://l1em.catmaid.virtualflybrain.org/?pid=1&amp;zp=108250&amp;yp=82961.59999999999&amp;xp=54210.799999999996&amp;tool=tracingtool&amp;sid0=1&amp;s0=2.4999999999999996&amp;help=true&amp;layout=h(XY,%20%7B%20type:%20%22neuron-search%22,%20id:%20%22neuron-search-1%22,%20options:%20%7B%22annotation-name%22:%20%22papers%22%7D%7D,%200.6" rel="nofollow noopener noreferrer" target="_blank"><span class="invisible">https://</span><span class="ellipsis">l1em.catmaid.virtualflybrain.o</span><span class="invisible">rg/?pid=1&amp;zp=108250&amp;yp=82961.59999999999&amp;xp=54210.799999999996&amp;tool=tracingtool&amp;sid0=1&amp;s0=2.4999999999999996&amp;help=true&amp;layout=h(XY,%20%7B%20type:%20%22neuron-search%22,%20id:%20%22neuron-search-1%22,%20options:%20%7B%22annotation-name%22:%20%22papers%22%7D%7D,%200.6</span></a>) or the <a href="https://qoto.org/tags/Platynereis" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Platynereis</span></a> (a marine annelid) server from the Jekely lab <a href="https://catmaid.jekelylab.ex.ac.uk/" rel="nofollow noopener noreferrer" target="_blank"><span class="invisible">https://</span><span class="">catmaid.jekelylab.ex.ac.uk/</span><span class="invisible"></span></a></p><p>First, directly interact by point-and-click: open widgets, find neurons by name or annotations, fire up a graph widget and rearrange neurons to make a neat synaptic connectivity diagram, or an adjacency matrix, or look at neuron anatomy in 3D. Most text–names, numbers–are clickable and filterable in some way, such as regular expressions.</p><p>Second, interact from other software. Head to r-catmaid <a href="https://natverse.org/rcatmaid/" rel="nofollow noopener noreferrer" target="_blank"><span class="invisible">https://</span><span class="">natverse.org/rcatmaid/</span><span class="invisible"></span></a> (part of the <a href="https://qoto.org/tags/natverse" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>natverse</span></a> suite by Philipp Schlegel <span class="h-card"><a href="https://qoto.org/@uni_matrix" class="u-url mention" rel="nofollow noopener noreferrer" target="_blank">@<span>uni_matrix</span></a></span>, Alex Bates and others) for an R-based solution from the Jefferis lab at the <a href="https://qoto.org/tags/MRCLMB" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>MRCLMB</span></a>. Includes tools such as <a href="https://qoto.org/tags/NBLAST" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>NBLAST</span></a> for anatomical comparisons of neurons (see paper by Marta Costa et al. 2016 <a href="https://www.sciencedirect.com/science/article/pii/S0896627316302653" rel="nofollow noopener noreferrer" target="_blank"><span class="invisible">https://www.</span><span class="ellipsis">sciencedirect.com/science/arti</span><span class="invisible">cle/pii/S0896627316302653</span></a> ).</p><p>If R is not your favourite, then how about <a href="https://qoto.org/tags/python" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>python</span></a>: the <a href="https://qoto.org/tags/navis" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>navis</span></a> package, again by the prolific <span class="h-card"><a href="https://qoto.org/@uni_matrix" class="u-url mention" rel="nofollow noopener noreferrer" target="_blank">@<span>uni_matrix</span></a></span>, makes it trivial, and works also within <a href="https://qoto.org/tags/Blender" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Blender</span></a> too for fancy 3D renderings and animations. An earlier, simpler version was <a href="https://qoto.org/tags/catpy" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>catpy</span></a> by <span class="h-card"><a href="https://qoto.org/@csdashm" class="u-url mention" rel="nofollow noopener noreferrer" target="_blank">@<span>csdashm</span></a></span> <a href="https://github.com/ceesem/catpy" rel="nofollow noopener noreferrer" target="_blank"><span class="invisible">https://</span><span class="">github.com/ceesem/catpy</span><span class="invisible"></span></a> , who also has examples on access from <a href="https://qoto.org/tags/matlab" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>matlab</span></a>.</p><p>Third, directly from a <a href="https://qoto.org/tags/psql" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>psql</span></a> prompt. As in, why not? <a href="https://qoto.org/tags/SQL" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>SQL</span></a> is quite a straightforward language. Of course, you'll need privileged access to the server, so this one is only for insiders. Similarly privileged is from an <a href="https://qoto.org/tags/ipython" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>ipython</span></a> prompt initialized via <a href="https://qoto.org/tags/django" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>django</span></a> from the command line, with the entire server-side API at your disposal for queries.</p><p>Fourth, and one of my favourites: from the <a href="https://qoto.org/tags/javascript" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>javascript</span></a> console in the browser itself. There are a handful of examples here <a href="https://github.com/catmaid/CATMAID/wiki/Scripting" rel="nofollow noopener noreferrer" target="_blank"><span class="invisible">https://</span><span class="ellipsis">github.com/catmaid/CATMAID/wik</span><span class="invisible">i/Scripting</span></a> but the possibilities are huge. Key utilities are the "fetchSkeletons" macro-like javascript function <a href="https://github.com/catmaid/CATMAID/wiki/Scripting#count-the-number-of-presynaptic-sites-and-the-number-of-presynaptic-connectors-on-an-axon" rel="nofollow noopener noreferrer" target="_blank"><span class="invisible">https://</span><span class="ellipsis">github.com/catmaid/CATMAID/wik</span><span class="invisible">i/Scripting#count-the-number-of-presynaptic-sites-and-the-number-of-presynaptic-connectors-on-an-axon</span></a> and the NeuronNameService.getInstance().getName(&lt;skeleton_id&gt;) function. </p><p>Notice every <a href="https://qoto.org/tags/CATMAID" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>CATMAID</span></a> server has its /apis/, e.g., at <a href="https://l1em.catmaid.virtualflybrain.org/apis/" rel="nofollow noopener noreferrer" target="_blank"><span class="invisible">https://</span><span class="ellipsis">l1em.catmaid.virtualflybrain.o</span><span class="invisible">rg/apis/</span></a> will list all GET or REST server access points. Reach to them as you please. See the documentation: <a href="https://catmaid.readthedocs.io/en/stable/api.html" rel="nofollow noopener noreferrer" target="_blank"><span class="invisible">https://</span><span class="ellipsis">catmaid.readthedocs.io/en/stab</span><span class="invisible">le/api.html</span></a></p><p>In short: the data is there for you to reach out to, interactively or programmatically, and any fine mixture of the two as you see fit.</p>
Albert Cardona<p>(That was <a href="https://qoto.org/tags/VirtualFlyBrain" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>VirtualFlyBrain</span></a>: <a href="http://virtualflybrain.org/" rel="nofollow noopener noreferrer" target="_blank"><span class="invisible">http://</span><span class="">virtualflybrain.org/</span><span class="invisible"></span></a> )</p>