Arne Schneuing
@rne.bsky.social
π€ 677
π₯ 138
π 9
PhD student @EPFL π¨π ML & computational biology π€π§¬βοΈ
pinned post!
The code & camera-ready version of our
#ICLR2025
paper on "Multi-domain Distribution Learning for De Novo Drug Design" are now available π Paper:
openreview.net/forum?id=g3V...
π» Code:
github.com/LPDI-EPFL/Dr...
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7 months ago
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MLSB (in San Diego + Copenhagen)
14 days ago
You asked and we listened...
@workshopmlsb.bsky.social
is excited to be expanding to Copenhagen, DK at
@euripsconf.bsky.social
π Two workshops (San Diego & Copenhagen) will run concurrently to support broader attendance. You can indicate your location preference(s) in the submission portalπ«
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Nature
25 days ago
Nature research paper: One-shot design of functional protein binders with BindCraft
go.nature.com/46bhOAv
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One-shot design of functional protein binders with BindCraft - Nature
BindCraft, an open-source, automated pipeline for de novo protein binder design with experimental success rates of 10β100%, leverages AlphaFold2 weights to generate binders with nanomolar affinity without the need for high-throughput screening.
https://go.nature.com/46bhOAv
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Martin Pacesa
30 days ago
Exciting to see our protein binder design pipeline BindCraft published in its final form in @Nature ! This has been an amazing collaborative effort with Lennart, Christian,
@sokrypton.org
, Bruno and many other amazing lab members and collaborators.
www.nature.com/articles/s41...
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Michael Bronstein
2 months ago
@aithyra.bsky.social
Opening Symposium "AI for Life Science" with Nobel Laureate Frances Arnold as keynote speaker in addition to an outstanding line up of speakers on a variety of topics across biological scales and data modalities. Registration is now open at
cemm.at/aithyra-symp...
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Frank Noe
3 months ago
BioEmu now published in
@science.org
!! What is BioEmu? Check out this video:
youtu.be/LStKhWcL0VE?...
add a skeleton here at some point
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BioEmu is out! Grateful to have had the opportunity to work with such an incredible team on this project π€
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3 months ago
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Jose Jimenez-Luna
3 months ago
BioEmu is now on
@science.org
! The revised version includes an upgraded model and makes a lot of MD simulation data internally generated at MSR available to the public. This took a lot of firepower from us in the last two years.
www.science.org/doi/10.1126/...
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Scalable emulation of protein equilibrium ensembles with generative deep learning
Following the sequence and structure revolutions, predicting functionally relevant protein structure changes at scale remains an outstanding challenge. We introduce BioEmu, a deep learning system that...
https://www.science.org/doi/10.1126/science.adv9817
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Science Magazine
3 months ago
New research in Science greatly expands the potential target scope of molecular glues and should stimulate the development of new small molecules that can selectively target therapeutically relevant proteins for degradation. Learn more in this week's issue:
scim.ag/44uRorm
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Martin Pacesa
3 months ago
We have written up a tutorial on how to run BindCraft, how to prepare your input PDB, how to select hotspots, and various other tips and tricks to get the most out of binder design!
github.com/martinpacesa...
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AITHYRA Research Institute of the Austrian Academy of Sciences
5 months ago
Please welcome AITHYRA, the Research Institute for Artificial Intelligence of the Austrian Academy of Science on social media. Follow us and connect via Bluesky and LinkedIn π
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Rebecca Neeser
5 months ago
Hello from Singapore πΈπ¬! Thrilled to be at
#ICLR2025
presenting our work on fragment-based drug discovery π§©. We go beyond virtual screening with a generative, structure-aware approach. π
openreview.net/forum?id=bZW...
β¨ π
github.com/rneeser/Late...
A thread π§΅π
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Flow-Based Fragment Identification via Contrastive Learning of...
Fragment-based drug design is a promising strategy leveraging the binding of individual fragments, potentially yielding ligands with multiple key interactions, surpassing the efficiency of full...
https://openreview.net/forum?id=bZW1HLT1gI
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Michael Bronstein
5 months ago
Come to see our papers at
#ICLR2025
in Singapore
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Damiano Sgarbossa
6 months ago
π’ Our new preprint is out on bioRxiv! We introduce RAG-ESM, a retrieval-augmented framework that improves pretrained protein language models like ESM2 by making them homology-aware with minimal additional training costs. π
doi.org/10.1101/2025...
π»
github.com/Bitbol-Lab/r...
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Martin Steinegger πΊπ¦
6 months ago
Run BioEmu in Colab - just click "Runtime β Run all"! Our notebook uses ColabFold to generate MSAs, BioEmu to predict trajectories, and Foldseek to cluster conformations. Thanks
@jjimenezluna.bsky.social
for the help! π
colab.research.google.com/github/sokry...
π
www.biorxiv.org/content/10.1...
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Google Colab
https://colab.research.google.com/github/sokrypton/ColabFold/blob/main/BioEmu.ipynb
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Leo Scheller
7 months ago
Iβm looking for a BTA and a Postdoc to help set up the Structural Biochemistry group at the Leibniz Institute for Immunotherapy (LIT) in Regensburg π. We apply synthetic biology and protein design to address key challenges in immunotherapy.
lit.eu/work-with-us/
#SynBio
#ProteinDesign
#Immunotherapy
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Work With Us
The LIT welcomes individuals from all life paths and academic backgrounds. If you are passionate about science we could be the perfect home for you.
https://lit.eu/work-with-us/
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Ilia Igashov
7 months ago
π¨ Check out DrugFlow, our new generative model for structure-based drug design. DrugFlow provides an atom-level confidence score for each designed molecule, and can adjust molecular size on the fly! Additional details in thread π§΅
#ICLR2025
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Chaitanya K. Joshi
7 months ago
Introducing All-atom Diffusion Transformers β towards Foundation Models for generative chemistry, from my internship with the FAIR Chemistry team There are a couple ML ideas which I think are new and exciting in here π
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The code & camera-ready version of our
#ICLR2025
paper on "Multi-domain Distribution Learning for De Novo Drug Design" are now available π Paper:
openreview.net/forum?id=g3V...
π» Code:
github.com/LPDI-EPFL/Dr...
(1/4)
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7 months ago
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Frank Noe
7 months ago
The BioEmu-1 model and inference code are now public under MIT license!!! Please go ahead, play with it and let us know if there are issues.
github.com/microsoft/bi...
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Martin Pacesa
8 months ago
We processed the results of the BindCraft user experience poll and we are quite happy with how it turned out. We had over 60 responses from many different users, turns about about a quarter are from industry and a quarter of users run it via Google Colab!
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Our paper on computational design of chemically induced protein interactions is out in
@natureportfolio.bsky.social
. Big thanks to all co-authors, especially Anthony Marchand, Stephen Buckley and Bruno Correia!
t.co/vtYlhi8aQm
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8 months ago
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Hannes Stark
9 months ago
Awesome paper! BioEmu from MSR: Scalable emulation of protein equilibrium ensembles with generative deep learning
www.biorxiv.org/content/10.1...
Looking forward to hearing more explanainers in tomorrow's reading group session on zoom at 9am PT / 12pm ET / 6pm CET:
portal.valencelabs.com/logg
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Michael Bronstein
10 months ago
After two years, our paper on generative models for structure-based drug design is finally out in
@natcomputsci.bsky.social
www.nature.com/articles/s43...
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Structure-based drug design with equivariant diffusion models - Nature Computational Science
This work applies diffusion models to conditional molecule generation and shows how they can be used to tackle various structure-based drug design problems
https://www.nature.com/articles/s43588-024-00737-x
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Frank Noe
10 months ago
Super excited to preprint our work on developing a Biomolecular Emulator (BioEmu): Scalable emulation of protein equilibrium ensembles with generative deep learning from
@msftresearch.bsky.social
ch AI for Science.
www.biorxiv.org/content/10.1...
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Excited about the intersection of AI and molecular sciences? Join us at the 'AI & the Molecular World' track
@appliedmldays.bsky.social
in Lausanne on Feb 13! The call for talks is now open:
t.co/zisz2g3HLU
(please submit your proposals before January 5th)
10 months ago
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