dominik1klein.bsky.social
@dominik1klein.bsky.social
ELLIS PhD student @HelmholtzMunich, Student Researcher @Apple. Interested in ML, Single-Cell Genomics, and People.
Pinned
From cell lines to full embryos, drug treatments to genetic perturbations, neuron engineering to virtual organoid screens — odds are there’s something in it for you!

Built on flow matching, CellFlow can help guide your next phenotypic screen: biorxiv.org/content/10.1101/2025.04.11.648220v1
From cell lines to full embryos, drug treatments to genetic perturbations, neuron engineering to virtual organoid screens — odds are there’s something in it for you!

Built on flow matching, CellFlow can help guide your next phenotypic screen: biorxiv.org/content/10.1101/2025.04.11.648220v1
April 23, 2025 at 9:26 AM
Reposted
Yay, we built a thing! With @dominik1klein.bsky.social Daniil, Aviv Regev, Barbara Treutlein @graycamplab.bsky.social @fabiantheis.bsky.social we use flow matching to enable generalised sc phenotype modeling. From cytokine screens to fate programming and organoid engineering tinyurl.com/3xhju7db
CellFlow enables generative single-cell phenotype modeling with flow matching
High-content phenotypic screens provide a powerful strategy for studying biological systems, but the scale of possible perturbations and cell states makes exhaustive experiments unfeasible. Computatio...
www.biorxiv.org
April 18, 2025 at 10:19 AM
Reposted
Excited to share our latest preprint, presenting a multi-omic human neural organoid cell atlas of the posterior brain! 🧠🔬
doi.org/10.1101/2025...
Great work with @hsiuchuanlin.bsky.social @zhisonghe.bsky.social @graycamplab.bsky.social and Barbara Treutlein!
March 24, 2025 at 12:42 PM
Reposted
Mapping cells through time and space with moscot https://www.nature.com/articles/s41586-024-08453-2 🧬🖥️🧪 https://github.com/theislab/moscot
January 23, 2025 at 9:00 PM
Reposted
Nature research paper: Mapping cells through time and space with moscot

https://go.nature.com/40pqpvw
Mapping cells through time and space with moscot - Nature
Moscot is an optimal transport approach that overcomes current limitations of similar methods to enable multimodal, scalable and consistent single-cell analyses of datasets across spatial and temporal dimensions.
go.nature.com
January 23, 2025 at 5:08 PM
Missing the deep learning part? go check out the follow up work @neuripsconf.bsky.social (tinyurl.com/yvf72kzf) and @iclr-conf.bsky.social (tinyurl.com/4vh8vuzk)
January 23, 2025 at 8:45 AM
Good to see moscot-tools.org published in @nature.com ! We made existing Optimal Transport (OT) applications in single-cell genomics scalable and multimodal, added a novel spatiotemporal trajectory inference method and found exciting new biology in the pancreas! tinyurl.com/33zuwsep
Mapping cells through time and space with moscot - Nature
Moscot is an optimal transport approach that overcomes current limitations of similar methods to enable multimodal, scalable and consistent single-cell analyses of datasets across spatial and temporal...
tinyurl.com
January 23, 2025 at 8:42 AM
Reposted
Excited to see Moscot (moscot-tools.org) published in @Nature! We scaled Optimal Transport (OT) in single-cell genomics & added multimodality together with spatiotemporal trajectory inference, finding exciting new biology in the pancreas! 🚀 Read at www.nature.com/articles/s41...
Mapping cells through time and space with moscot - Nature
Moscot is an optimal transport approach that overcomes current limitations of similar methods to enable multimodal, scalable and consistent single-cell analyses of datasets across spatial and temporal...
www.nature.com
January 22, 2025 at 10:46 PM
Reposted
Exciting new tool to make the most out of multimodal single-cell data from our friends and long-term collaborators of the @fabian_theis lab - check it out, it works beautifully and really makes sense out of your complex data! 👇👍😉
Excited to see Moscot (moscot-tools.org) published in @Nature! We scaled Optimal Transport (OT) in single-cell genomics & added multimodality together with spatiotemporal trajectory inference, finding exciting new biology in the pancreas! 🚀 Read at www.nature.com/articles/s41...
Mapping cells through time and space with moscot - Nature
Moscot is an optimal transport approach that overcomes current limitations of similar methods to enable multimodal, scalable and consistent single-cell analyses of datasets across spatial and temporal...
www.nature.com
January 23, 2025 at 6:43 AM
Reposted
Today is a great day for optimal transport 🎉! Lots of gratitude 🙏 for all folks who contributed to ott-jax.readthedocs.io and pushed for the MOSCOT (now @ nature!) paper, from visionaries @dominik1klein.bsky.social, G. Palla, Z. Piran to the magician, Michal Klein! ❤️

www.nature.com/articles/s41...
January 22, 2025 at 10:18 PM
Reposted
1/2 🚀 Discrete Optimal Transport (OT) has proved useful in a wide variety of tasks in single-cell genomics, see e.g. moscot-tools.org. Can we combine this powerful concept this with novel generative models? 🤔
🌟 Enter GENOT: Generative Entropic Neural OT.
December 10, 2024 at 9:03 AM