Martin Weigert

#Mastodon, the Command Center for Large-Scale Lineage-Tracing Microscopy Datasets, is finally heading for publication (well, let's see). To #cite or not to cite shall no longer be the question 🙃, because the #preprint. Software is available in every #Fiji near you.

www.biorxiv.org/content/10.6...

Uncertainty quantification for connectomics - Nature Methods As connectomics datasets grow in size and quantity, future reconstruction methods will have to work with minimal or no human supervision. For that, we will need methods that can quantify data and mode...

Method of the Year 2025: In his Comment, @janfunkey.bsky.social discusses current challenges in connectomics, which is time-consuming and labor-intensive. He focuses on proofreading and discusses how automated models might be further developed to embrace uncertainty.

www.nature.com/articles/s41...

🧠 The Lipid #Brain Atlas is out now! If you think #lipids are boring and membranes are all the same, prepare to be surprised. Led by @lucafusarbassini.bsky.social with Giovanni D'Angelo's lab, we mapped membrane lipids in the mouse brain at high resolution.
www.biorxiv.org/cgi/content/...

Large images have to be broken into tiles both for training and inference with neural networks. The tile predictions then need to be merged to produce the final volume prediction.

Segment large images without tiling artifacts: sharing our work that should have been presented at ICCV in 2 weeks - the brilliant first author Elena can’t go because of visa issues.
The paper: arxiv.org/abs/2503.19545 1/🧵

Happy to share that ShapeEmbed has been accepted at @neuripsconf.bsky.social 🎉 SE is self-supervised framework to encode 2D contours from microscopy & natural images into a latent representation invariant to translation, scaling, rotation, reflection & point indexing
📄 arxiv.org/pdf/2507.01009 (1/N)

🧵1/14 Preprint thread! Can we predict a cell’s fate based on its dynamics? 🔮 Our new study unveils a framework for watching development unfold in real-time, revealing how a cell's shape and movement encode info about its future fate. 🔬📄 Preprint: tinyurl.com/4shf8v4x

YouTube video by Blender Microscopy Nodes: handling large biological volumes — Blender Conference 2025

I gave a talk at Blender Conference yesterday, showing how biological volumes work, and how to visualize them in Blender 😋 youtu.be/WPajSWX730o?... #bcon25

(1/14) I’m happy and proud to introduce: SpinePy – a framework to detect the "spine" of gastruloids and measure biological and physical signals in a local dynamic 3D coordinate system. www.biorxiv.org/content/10.1...

Thanks Misha for the shout-out!
It has been a truly mind-opening journey. WHOLISTIC is one step towards whole-organism neuroscience and a true physiological observatory - with extensions on the way! I am continually amazed by what the data reveals - so much remains to be discovered and mined.

Our new preprint is about the airway epithelium microtubule network, cilia, basal body protein composition, averaging of volumetric fluorescence data, and expansion microscopy.
Four years of very hard work from our very talented Emma van Grinsven. www.biorxiv.org/content/10.1... (1/N)

How is this possible?

This ant can lay eggs of two different species, birthed by the same mother

Congrats!! Way to go Akanksha!

Thrilled to share 🎉 I’m starting my lab at University of Zurich,
DMLS as Assistant Professor (tenure track) from Jan 2026!
The Neural MorphoGenomics & Developmental Dynamics Lab will be exploring how genes + morphogenesis shape brain development with organoids, imaging & spatial genomics 🧠🔬🧬

Mechanical forces drive evolutionary change A small tissue fold present in fruit fly embryos buffers mechanical stresses and may have evolved in response to mechanical forces.

Dresden researchers @paveltomancak.bsky.social @bruvellu.bsky.social, Carl Modes, @cuencam15.bsky.social ‬ & colleagues published in @nature.com that a tissue fold in fruit fly embryos buffers mechanical stresses & may have evolved in response to mechanical forces. www.mpi-cbg.de/news-outreac...

EPFL, ETH Zurich & CSCS just released Apertus, Switzerland’s first fully open-source large language model.
Trained on 15T tokens in 1,000+ languages, it’s built for transparency, responsibility & the public good.

Read more: actu.epfl.ch/news/apertus...

Unified mass imaging maps the lipidome of vertebrate development Nature Methods - uMAIA is an analytical framework designed to enable the construction of metabolic atlases at high resolution using mass spectrometry imaging data.

Happy to share our work on uMAIA, a framework for building metabolomic atlases from mass spectrometry imaging.
With uMAIA, we mapped the lipidome of zebrafish development, uncovering spatially organized metabolic programs .
www.nature.com/articles/s41...
#developmentalbiology #MSI #lipidtime

Out today in @nature.com: Together with the Honigmann, Shevchenko, Drobot and Hof labs, we present a general workflow for imaging the localization and transport of individual lipids in cells and mapping their metabolism.
www.nature.com/articles/s41...

📢We're #hiring Group Leaders!

Apply to lead a lab at Janelia & advance biology using theory, computational modeling & machine learning.

🔹5-year renewable appointment
🔹Pioneer new tools & approaches
🔹Collaborate across disciplines

Apply by Nov. 4👉 https://janelia.link/groupleader

A realistic phantom dataset for benchmarking cryo-ET data annotation - Nature Methods A standardized, realistic phantom dataset consisting of ground-truth annotations for six diverse molecular species is provided as a community resource for cryo-electron-tomography algorithm benchmarki...

Better ML for cryo-ET starts with better benchmarks.

We built a phantom cryo-ET dataset (~500 tomograms) + hosted a Kaggle challenge.

The result: community models beat expert tools.

Read more in the @natmethods.nature.com article that just came out:
🔗 doi.org/10.1038/s415...

🧬🔬🧪 🎉 Our team at @czbiohub is thrilled to share TWO companion papers out today in @NatureMethods!
📦 Ultrack — robust, scalable nD cell tracking
🌐 inTRACKtive — a beautiful, open-source web viewer for lineage exploration
Let’s dive in! 👇
www.nature.com/articles/s41...
www.nature.com/articles/s41...

The Optic cup is actively shape programmed by independently patterned apical forces During morphogenesis, initially flat tissues often must transition into complex 3D shapes, reminiscent of shape-programmable systems in physics and engineering. One key question in developmental biolo...

The Friday second try: After intense work, especially in the last year, this work is finally ready to be seen by the public. Led by @apramos.bsky.social and great collaboration with @carldmodes.bsky.social group especially @liormoneta.bsky.social : www.biorxiv.org/content/10.1...

Our beautiful Hydra made the cover!!! 😍😍😍
An experiment performed by Pavel Mejstrik with a HCR protocol by @giuliaserafini.bsky.social, @paveltomancak.bsky.social lab @mpi-cbg.de
Actin fibers in blue, nuclei in orange.

QuPath extension Spotiflow is now available Hello @qupath team & users, We are pleased to announce a new qupath-spotiflow-extension to handle spotiflow in QuPath 🎉 ! This extension reproduces the logic behind the qupath-extension-cellpose to ...

A new extension! Rémy made a wrapper of @albertdm.bsky.social + @maweigert.bsky.social 's Spotiflow (2/3)

forum.image.sc/t/qupath-ext...

Light sheet microscopy Light sheet microscopy is a technology that enables near-isotropic imaging of large biological specimens over time. It opens new avenues to study biological processes with unprecedented imaging speed…

We are today kicking off the two-week @embo.org practical course on #Lightsheet # Microscopy at @mpi-cbg.de in #Dresden. This is the fifth iteration of the course. Hashtag #LISH2025

meetings.embo.org/event/25-lsm

Hey, it's out!
doi.org/10.1016/j.ce... Aligning Big Brains and Atlases, ABBA in short, is published in Cell Reports @cp-cellreports.bsky.social . @biancasilvalab.bsky.social's lab added an analysis pipeline on top of it (BraiAn) and did all the relevant biological work. What is it ? Short thread:

Do you like developing new AI vision methods for microscopy image analysis? You love theory & implementation? 1 week left to apply for a fully funded PhD position in our lab in Dresden 🇩🇪! Topics: object detection/tracking, multimodal models & more. DM/email for details! #PhD #AcademicJobs #GPUsgoBrr

Morphodynamics of human early brain organoid development - Nature Human brain morphodynamics are explored using organoids.

Very happy to share it’s online! If you read the preprint, updates include tracking cells and tissue flow, Histo4i timecourse (69 Abs) comparing spatial patterning emergence and a new WLS KO ipsc line establishing mechanosensing via YAP-WLS/WNT caudalizes organoids www.nature.com/articles/s41...

The 2nd AI4Life Challenge is live!
Calling the AI & bioimaging community to tackle a key microscopy challenge: removing noise while preserving detail.

📦 Paired noisy/clean datasets
📈 Ground-truth evaluation
🧠 DL focus

Build, test, compete 👉 ai4life.eurobioimaging.eu/challenge-2/

Morphodynamics of human early brain organoid development - Nature Human brain morphodynamics are explored using organoids.

Nature research paper: Morphodynamics of human early brain organoid development

https://go.nature.com/4l7fDmc

Finally here! Our preprint on the MOSAIC, a multimodal adaptive optical microscope enabling non‑invasive in‑vivo imaging from molecules to organisms, is out. MOSAIC captures everything from subcellular dynamics to neural activity in live mice.
www.biorxiv.org/content/10.1...