Royer Lab at CZ Biohub

How do organisms develop from a single cell?

The Royer Lab is a pluridisciplinary team of computer scientists, optical engineers, and biologists. Our goal is to build a time-resolved, multidimensional atlas of vertebrate development using zebrafish as a model organism. To attain this goal, we design, build, and implement novel state-of-the-art light-sheet microscopes, and employ and also design deep learning–based image processing and analysis algorithms.

Royer Lab at CZ Biohubroyerlab
2023-03-08

Many thanks to the @slschmid_CZB, Joe DeRisi, and @StephenQuake for mentorship in the past 5 years! and to the donors of the @czbiohub for their support.

Royer Lab at CZ Biohubroyerlab
2023-03-08

Plus to our wonderful collaborators, Olivier Pourquie, @Mattia__Serra, @SreejithS_, @haesleinhuepf, @AlexandreDizeux 24/n

Royer Lab at CZ Biohubroyerlab
2023-03-08

All the @czbiohub contributors @mikeborjatweets, Sheryl Paul, Honey Mekonen, Angela Detweiler, @liilii_tweet, Erin McGeever, @Bin_YANG_Optics, @hoover_zhao, @yang_gp, @kyleawayan Samuel D’Souza, @Adrian_Jacobo, @keirballa, Rafael Gómez-Sjöberg, Greg Huber, Norma Neff, @drAOPisco

Royer Lab at CZ Biohubroyerlab
2023-03-08

This work would not have been possible without the amazing at @czbiohub sf, in particular, @Merlin_Lange who led this work, and a special shoutout to @ale_agranados, @Shruthi94Vijay, @jobragantini, and @Sarah_E_Ancheta for there wonderful contribution. 22/n

Royer Lab at CZ Biohubroyerlab
2023-03-08

Thanks to last-minute help from @stardazed0 and the admirably twitter-less Jeremy Maitin-Shepard we managed to integrate github.com/google/neuroglancer in zebrahub.org/imaging Check it out! It's amazingly fast! 21/n

Royer Lab at CZ Biohubroyerlab
2023-03-08

We are still trying to understand all this, and have some ideas in the preprint. We expect and hope for a robust and enthusiastic discussion with the community and welcome feedback, ideas, and suggestions! Reach out at merlin.lange@czbiohub.org and loic.royer@czbiohub.org 20/n

Royer Lab at CZ Biohubroyerlab
2023-03-08

To understand the relevant tissue kinematics, we applied the recently developed dynamic morphoskeletons framework from @Mattia__Serra et al. and found that pluripotent NMPs coincide with a strong repeller structure. For more details on the theory check the preprint 😉 19/n

Royer Lab at CZ Biohubroyerlab
2023-03-08

Using the in-vivo experiment we can reconstruct the track of a single pluripotent presumptive NMP! 18/n

Royer Lab at CZ Biohubroyerlab
2023-03-08

'in silico' fate mapping is great, but there is nothing better than a real experiment. Next, we performed similar in vivo photo-manipulation experiments directly in our multi-view light-sheet microscope. Again we find the same fate restriction. 17/n

Royer Lab at CZ Biohubroyerlab
2023-03-08

Using the high-resolution image-based cell tracking together with our @napari_imaging plugin for in silico fate mapping we confirmed the NMP state transition in pluripotency. 16/n

Royer Lab at CZ Biohubroyerlab
2023-03-08

'in silico' fate mapping is great, but there is nothing better than a real experiment. Next, we performed similar in vivo photo-manipulation experiments directly in our multi-view light-sheet microscope. Again we find the same fate restriction. 17/n

Royer Lab at CZ Biohubroyerlab
2023-03-08

Using the high-resolution image-based cell tracking together with our @napari_imaging plugin for in silico fate mapping we confirmed the NMP state transition in pluripotency. 16/n

Royer Lab at CZ Biohubroyerlab
2023-03-08

Going deeper we find that our RNA velocity data and a pseudotime analysis suggest that NMPs are pluripotent (give rise to mesodermal and neural progeny) only during early axis elongation before having their fate restricted to the mesoderm. 15/n

Royer Lab at CZ Biohubroyerlab
2023-03-08

We noticed in the data how strikingly central the are. Zooming into our RNA velocity we can see indeed two branches going to the neural and mesodermal lineages. Our data even suggest a transcriptomic connection to the notochord and floor plate! 14/n

Royer Lab at CZ Biohubroyerlab
2023-03-08

Using , we studied for the first time the state transition of a key population of late pluripotent axial progenitors called neuromesodermal progenitors (), challenging classical developmental biology. 13/n

Royer Lab at CZ Biohubroyerlab
2023-03-08

The best part is that you can do such experiments at home too using our @napari_imaging plugin and downloading our data. Check it out here: zebrahub.org/software - we are still ironing out some kinks here and there. Let us know if you face issues! 12/n

Royer Lab at CZ Biohubroyerlab
2023-03-08

We performed 'in silico' fate mapping experiments: we marked cells of interest and followed them over time... With a , you can do this as many times as you need - which is key to understanding the embryo's incredibly complex multicellular flows. 11/n

Royer Lab at CZ Biohubroyerlab
2023-03-08

In this video, we track a single cell until it divides into two daughter cells that we keep following! We provide the cell tracking data for the timelapse image data. With this data, you have a digital embryo that can be used to do 'virtual experiments'. 10/n

Royer Lab at CZ Biohubroyerlab
2023-03-08

In this video, we track a single cell until it divides into two daughter cells that we keep following! We provide the cell tracking data for the timelapse image data. With this data, you have a digital embryo that can be used to do 'virtual experiments'. 10/n

Royer Lab at CZ Biohubroyerlab
2023-03-08

@jobragantini in the team developed a novel cell tracking algorithm called to perform embryo-scale cell and . You can find it here: zebrahub.org/software together with all other software developed or used for this work. 9/n

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