Jeff Markowitz
@vulcnethologist.bsky.social
81 followers 44 following 13 posts
Assistant Professor BME Georgia Tech & Emory. Neuro...stuff. Tweets are my own. He/him.
Posts Media Videos Starter Packs
vulcnethologist.bsky.social
Thanks Ariel, excited to get this out into the world!
vulcnethologist.bsky.social
This work was driven by the singular vision and dedication of Zeynep Ulutas, @ezeyulu00.bsky.social . We could not have finished this without @amartyapradhan.bsky.social . @dkoveal.bsky.social provided key guidance on chemistry.
vulcnethologist.bsky.social
We’re pumped about the future of this technique and are excited to share it with the community. There’s still a lot to optimize, but we’d like to optimize it with you! Seriously, reach out to us, we're nice!
vulcnethologist.bsky.social
We built a dataset with 100,000(ish) automatically labeled frames. Since the labels are localized through fluorescence, no labeling ambiguity! Turns out: with this many frames you can train techniques like SLEAP and DLC to label body parts with close to sub-mm precision.
vulcnethologist.bsky.social
We figured out another cool trick. Markerless trackers require labeling of hundreds of frames (click, click, rinse & repeat 500 times). We worked out a machine learning pipeline to take data where we fluorescently tagged 10 body parts and automatically labeled all frames without human intervention.
vulcnethologist.bsky.social
We successfully targeted the fatty tissue beneath the skin and even into the knee joint! Both of these were readily resolvable with off-the-shelf cameras. If you’re handy, you can pluck out the IR filter in your cameras and try it yourself.
vulcnethologist.bsky.social
We hit our first hurdle. Standard particle mixtures diffused away within 48 hours. So we formulated alternatives, and now we can watch the insides of mice glow for months as they freely move! We call the end-result Quantum Dot-based Pose estimation in vivo or…QD-Pi (pun intended).
vulcnethologist.bsky.social
With the first person in the lab, @ezeyulu00.bsky.social , we came up with the idea of injecting near-infrared-fluorescent nanoparticles to make little orbs of light inside the body that we could see from the outside.
vulcnethologist.bsky.social
Markerless trackers like DLC, SLEAP, DANNCE, Lightning Pose, and others have totally revolutionized tracking movement, since they don’t require the mice to wear anything. BUT, their precision is generally not as good as marker-based methods.
vulcnethologist.bsky.social
Unlike Mr. Serkis, mice don’t like the suit, and they don’t like anything being attached to their skin. And even if you did manage to get something onto/into the skin, they have lots of fatty tissue, which makes their gelatinous bodies hard to track from the “outside-in”.
Reposted by Jeff Markowitz
bensaunders.bsky.social
Very honored to be awarded tenure officially this week.

SO grateful to my amazing lab, and to mentors, sponsors, and friends who played an absolutely essential part in this.
Reposted by Jeff Markowitz
bensaunders.bsky.social
Our latest! We measure dopamine signals as rats disambiguate cues that predict reward or threat. We find that dopamine flexibly tracks the changing salience and value of cues, but according to region-specific scales, rapid within-trial dopamine fluctuations prioritize different stimulus features.
Striatal dopamine represents valence on dynamic regional scales
Adaptive decision making relies on dynamic updating of learned associations where environmental cues come to predict valenced stimuli, such as food or threat. Cue-guided behavior depends on a network ...
www.jneurosci.org
Reposted by Jeff Markowitz
gt-neuro.bsky.social
And that's a wrap on #InterfaceNeuroGT!

Thank you to the organizers and attendees for a great meeting. See you next year at @riceneuro.bsky.social!

@crozell.bsky.social @vulcnethologist.bsky.social @gtresearchnews.bsky.social
Reposted by Jeff Markowitz
gt-neuro.bsky.social
The final #InterfaceNeuroGT session covered joint modeling of brain and behavior. Speakers highlighted how they're using innovative computational and experimental approaches to understand how neural activity influences behavior and intention.

Chaired by @vulcnethologist.bsky.social.
Reposted by Jeff Markowitz
dattalab.bsky.social
Maps are everywhere in the brain...and finally we've discovered one in the nose! Led by @davidhbrann.bsky.social, we uncovered the logic that specifies the positions of each of the 1,000 sensory neuron subtypes in the nose and aligns their projections to the brain.👇👃see more details below👃👇
A spatial code governs olfactory receptor choice and aligns sensory maps in the nose and brain
Although topographical maps organize many peripheral sensory systems, it remains unclear whether olfactory sensory neurons (OSNs) choose which of the ~1100 odor receptors (ORs) to express based upon t...
www.biorxiv.org
Reposted by Jeff Markowitz
antihebbiann.bsky.social
InterfaceNeuro was a great meeting! There is such an impressive range of technologies being developed for neuromodulation and brain-computer interfaces. It was nice to see this work presented alongside more basic science efforts to figure out exactly what/where we should be modulating.
gt-neuro.bsky.social
The final #InterfaceNeuroGT session covered joint modeling of brain and behavior. Speakers highlighted how they're using innovative computational and experimental approaches to understand how neural activity influences behavior and intention.

Chaired by @vulcnethologist.bsky.social.
vulcnethologist.bsky.social
Wrote a review with some thoughts about dopamine's role in movement. Hope people find it useful and/or stimulating! Thanks again to @bensaunders.bsky.social for the invitation and editing this issue. kwnsfk27.r.eu-west-1.awstrack.me/L0/https:%2F...
kwnsfk27.r.eu-west-1.awstrack.me
Reposted by Jeff Markowitz
haiderlab.bsky.social
Exciting new results from the lab -- *visual* receptive fields in motor and cingulate cortex! Great work from Tony Lien 🧠🧪
Reposted by Jeff Markowitz
olveczky.bsky.social
Excited to present the latest from the lab out today in Cell www.cell.com/cell/fulltex.... See Thread! 1/8
Reposted by Jeff Markowitz
jdrugowitsch.bsky.social
Excited that Adam Lowet's PhD work has been just been published in @nature.com at doi.org/10.1038/s415.... He has already posted about it on Twitter/X (see twitter.com/Adam_Lowet/s...), but let me re-post his thread here. 1/9
Picture of Nature article, published 19 Feburary 2025, titled "An opponent striatal circuit for distributional reinforcement learning", with authors Adam S. Lowet, Qiao Zheng, Melissa Meng, Sara Matias, Jan Drugowitsch & Naoshige Uchida.