Philip Hubbard's Avatar

Philip Hubbard

@philiphubbard

Computer science, biology. https://www.janelia.org/people/philip-hubbard https://fediscience.org/@philiphubbard https://orcid.org/0000-0002-6746-5035

520
Followers
401
Following
97
Posts
15.11.2024
Joined
Posts Following

Latest posts by Philip Hubbard @philiphubbard

This example has 11.7K neurons, one for each cell type in the #HHMIJanelia male #Drosophila CNS connectome.

www.janelia.org/project-team/flyem/male-cns-connectome

02.02.2026 15:44 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
11.7K neurons, one for each cell type in the male Drosophila CNS connectome.

11.7K neurons, one for each cell type in the male Drosophila CNS connectome.

For #Neuroscience videos in #Blender3D, importing lots of neurons from separate OBJ files is slow. It's faster to import subsets into temporary scenes in parallel with `subprocess.Popen`, then add them to the final scene with `bpy.data.libraries.load`. It's 10x as fast for this example (16 cores).

02.02.2026 15:44 πŸ‘ 3 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0
Video thumbnail

When #HHMIJanelia released the #Drosophila hemibrain in 2020, rendering all cell types at once with full shading/shadows was too hard, so the video showed them region by region. Technology has since advanced, and I went back and rendered them all together. I like how it shows the internal structure.

27.10.2025 08:16 πŸ‘ 59 πŸ” 12 πŸ’¬ 1 πŸ“Œ 2
Video thumbnail

On this day 10 years ago, #Tableau released Vizable for the iPad. It gave a way to explore data with gestures: pinch/unpinch to aggregate/disaggregate, swipe to filter out, etc. The development effort, led by Robin Stewart and Dave Story, was great fun. #DataViz #DataVis

vimeo.com/142648727

20.10.2025 08:46 πŸ‘ 1 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

Some fly neurons are β€œdimorphic”, existing in both males and females but connecting to different neighboring neurons. Neighbors may be β€œisomorphic”, the same in both male and female; or sex specific; or dimorphic themselves. Here's an example, the type AOTU012, present in left and right instances.

08.10.2025 09:11 πŸ‘ 17 πŸ” 5 πŸ’¬ 0 πŸ“Œ 0

A connectome spanning the brain and nerve cord reveals interesting pathways. Visual-motor pathways connect visual neurons, which help the fly detect objects, to motor neurons, which help the fly move in response. Here's one such pathway, from R1-R6 visual neurons to the DNg13 motor neuron.

07.10.2025 08:27 πŸ‘ 6 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

I used Cycles, with some custom Python to simplify setup common to videos of neuroscience and cell biology: github.com/connectome-n...

In the past I used the OTOY Octane renderer with Blender. But it has a commercial license, and these days I think Cycles produces good results with less effort.

06.10.2025 21:51 πŸ‘ 1 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

Rendering this video was a nice test for #Blender3d, as the full set of bodies visible by the end involved almost 1.1 billion polygons. It all worked out well on our H200 cluster.

06.10.2025 14:37 πŸ‘ 18 πŸ” 2 πŸ’¬ 1 πŸ“Œ 0
Post image

🌟 Launch your own lab at Janelia 🌟

Advance our understanding of biology through theory, computational modeling & machine learning.

πŸ”Ή No teaching requirements
πŸ”Ή 100% internally funded
πŸ”Ή Collaborate with expert support teams

πŸ“… Apply by Nov. 4 πŸ‘‰ https://janelia.link/groupleader

18.09.2025 15:00 πŸ‘ 7 πŸ” 10 πŸ’¬ 0 πŸ“Œ 0

A second AI Engineer position is now open, for work at the intersection of protein engineering, evolution, and machine learning:

hhmi.wd1.myworkdayjobs.com/en-US/Extern...

18.09.2025 12:43 πŸ‘ 1 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

Larissa Heinrich's diffusion model:
github.com/saalfeldlab/...

Visualized with Gephi. I shrank each layer for visualization, yet there are 1.8 million nodes and 109 million edges, so layout with Gephi ForceAtlas2 takes some time.
gephi.org

Inspired by Matt Fyles:
www.hpcwire.com/2017/02/15/h...

16.09.2025 16:56 πŸ‘ 1 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
Video thumbnail

Come to #HHMIJanelia to work on the frontiers of AI and biology. Apply now for an AI Engineer position working on protein biosensors:

hhmi.wd1.myworkdayjobs.com/en-US/Extern...

More openings coming soon. Interesting AI is widespread at Janelia, like this diffusion model from Larissa Heinrich.

16.09.2025 16:55 πŸ‘ 2 πŸ” 1 πŸ’¬ 1 πŸ“Œ 1

Fly labs β€” Now is the time to show some solidarity and chip in support for this vital resource!

20.08.2025 01:53 πŸ‘ 49 πŸ” 39 πŸ’¬ 1 πŸ“Œ 1
Preview
The Menagerie - Tui T. Sutherland From theΒ New York TimesΒ bestselling author of the Wings of Fire series, Tui T. Sutherland, and her sister, Kari Sutherland, comes the Menagerie series, perfect for fans of Brandon Mull’s Fablehaven se...

β€œThe Menagerie” series by Tui Sutherland: tuibooks.com/book/the-men...

18.08.2025 00:21 πŸ‘ 1 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
Video thumbnail

The #HHMIJanelia FuncEWorm project is building the first cellular/molecular blueprint of an entire organism, the C. elegans nematode. Here's a video showing some of what's involved: light sheet fluorescence microscopy, electron microscopy, spatial transcriptomics.

www.janelia.org/project-team...

14.08.2025 17:08 πŸ‘ 5 πŸ” 1 πŸ’¬ 1 πŸ“Œ 0

Larissa's U-net:
open.quiltdata.com/b/janelia-co...

Layer sizes reduced for visualization.

Layout with Gephi, using ForceAtlas2:
gephi.org

Inspired by Matt Fyles:
www.hpcwire.com/2017/02/15/h...

Thanks to Roman Vaxenburg, Konrad Rokicki, @preibischs.bsky.social, @herrsaalfeld.bsky.social

23.07.2025 09:23 πŸ‘ 2 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
Video thumbnail

What does a neural network look like? Maybe like this view of Larissa Heinrich's U-net for organelle segmentation, with edges between layer inputs and outputs.

Want to help build networks like this? Join #HHMIJanelia's new AI initiative as a data engineer:
hhmi.wd1.myworkdayjobs.com/en-US/Extern...

23.07.2025 09:22 πŸ‘ 10 πŸ” 4 πŸ’¬ 1 πŸ“Œ 0

Interested in AI and scientific discovery? HHMI Janelia has openings for data engineers as part of a new AI initiative. Preference for senior candidates with experience developing pipelines for scientific data, especially in biology or medicine.

hhmi.wd1.myworkdayjobs.com/en-US/Extern...

#FediHire

18.07.2025 20:57 πŸ‘ 2 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
Post image Post image Post image

Igor Siwanowicz created these images of the underside of the front foot of a male diving beetle. You can see suction cups that are used during mating, as well as a broad plate and exterior spines that aid in swimming.

15.07.2025 16:15 πŸ‘ 53 πŸ” 15 πŸ’¬ 1 πŸ“Œ 1
Post image Post image Post image Post image

This Juneteenth we're spotlighting the work of the first Black trained TV meteorologist, June Bacon-Bercey.

19.06.2025 20:58 πŸ‘ 0 πŸ” 1 πŸ’¬ 1 πŸ“Œ 0
Two sets of connecting fly neurons with fine, wispy arbors.

Two sets of connecting fly neurons with fine, wispy arbors.

A final found image, with blue LPsP neurons that input to the grey PFL1s.

18.06.2025 22:48 πŸ‘ 3 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
Two sets of connecting fly neurons with fine, wispy arbors.

Two sets of connecting fly neurons with fine, wispy arbors.

Here's another image I found, showing Delta7 neurons in gold providing more inputs to PFL1 neurons in grey. I like that the transparency makes the PFL1s look almost like glass.

18.06.2025 22:48 πŸ‘ 4 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0
Two sets of connecting fly neurons with fine, wispy arbors.

Two sets of connecting fly neurons with fine, wispy arbors.

Cleaning up disk space, I found this image I made for someone not long after the release of the #HHMIJanelia #Drosophila hemibrain #connectome in 2020. It shows EPG neurons in pink providing inputs to PFL1 neurons in transparent grey. I'm not sure if the image was ever used.

18.06.2025 22:46 πŸ‘ 11 πŸ” 2 πŸ’¬ 1 πŸ“Œ 0

How about #SciVis, #SciViz?

29.05.2025 22:36 πŸ‘ 2 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

The video shows electron microscopy matched to light microscopy, perfect for #FluorescenceFriday. Takashi Kawase and Hideo Otsuna wrote the renderer, VVD Viewer, and I generated the animation with neuVid.

23.05.2025 19:17 πŸ‘ 22 πŸ” 2 πŸ’¬ 0 πŸ“Œ 0
Video thumbnail

Happy to officially introduce FilaBuster - a strategy for rapid, light-mediated intermediate filament disassembly. Compatible with multiple IF types, modular in design, and precise enough to induce localized filament disassembly in live cells.

www.biorxiv.org/content/10.1...

22.04.2025 01:02 πŸ‘ 125 πŸ” 36 πŸ’¬ 2 πŸ“Œ 6
Post image

πŸŽ‰Congratulations to HHMI’s Beautiful Biology, winner of a 2025 Webby Award in the Science Websites and Mobile Sites category ➑️ hhmi.news/42KRBpI

πŸ’»Explore the site ➑️ www.hhmi.org/beautifulbio...

πŸ“·Igor Siwanowicz

24.04.2025 19:00 πŸ‘ 12 πŸ” 4 πŸ’¬ 0 πŸ“Œ 0

Wanted to share some key takeaways from this meeting for the broader public. If you were there and I missed things, please add on to this thread!

15.05.2025 16:39 πŸ‘ 36 πŸ” 8 πŸ’¬ 1 πŸ“Œ 1
Preview
Research Technician - Open Chemistry Primary Work Address: 19700 Helix Drive, Ashburn, VA, 20147 Current HHMI Employees, click here to apply via your Workday account. Summary: Open Chemistry is a collaborative research group whose missio...

We're looking for 1-2 enthusiastic early career chemists to join our Open Chemistry team at @hhmijanelia.bsky.social. Come help us create amazing dyes and share them with the world. Please share with the best recent/soon-to-be B.S. chemists you know! bit.ly/42w8C6N

11.04.2025 19:27 πŸ‘ 30 πŸ” 32 πŸ’¬ 0 πŸ“Œ 1

If you are a scientist who is looking for joy in these times, I would strongly suggest signing up for @skypeascientist.bsky.social. I spent part of my afternoon talking to second graders who had AMAZING questions and asked me what advice I wanted from 2nd graders. Wholesome, joyful, science-y fun!

11.03.2025 20:47 πŸ‘ 36 πŸ” 7 πŸ’¬ 1 πŸ“Œ 1