Martin Pacesa

@martinpacesa.bsky.social

Assistant Professor at the University of Zurich. 🖥️ protein design, machine learning🤖, crystallography💎, cryoEM🔬. Anti-theist. Avid weirdness connoisseur 🎩 http://www.pacesalab.com/

Function of a protein: something the protein does. Function in maths: a mapping from X to Y. Function in code: re-use code to do a task. Function at a conference: have a drink and look at posters.

Proud to present our work, published today in @science.org! My deepest gratitude to @isabelesain.bsky.social, @evandeturk.bsky.social, Jennifer and our collaborators in the Doudna, Cate, Banfield, and Jacobsen labs, and the @innovativegenomics.bsky.social! I hope you enjoy reading it! ✨

Doudna Lab@doudna-lab.bsky.social · 3w ago

Our AI-guided design of RNA-guided nucleases is now out in @science.org 💻🧬 We used structure and evolutionary data to generate minimal, active and divergent gene editors! www.science.org/doi/10.1126/... Congrats to @petrskopintsev.bsky.social @isabelesain.bsky.social @evandeturk.bsky.social & team!

The fold complexity scoring game has been updated with additional aspects of protein complexity according to suer feedback! All the scores have been recalculated and at least to me seem to correlate better with the apparent complexity of the fold! Happy voting!

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Martin Pacesa@martinpacesa.bsky.social · 4w ago

We often talk about complex protein folds but what does that really mean? Turns out we don't have a good metric for it. So we made a game to make one! Head over to our website to vote on which fold you think is more complex and why! pacesalab.com/foldcomplexi...

Some bacteria do not live as individuals. They build multicellular filaments and connect neighboring cells through tiny cell-cell junctions. Cyanobacteria are among the most beautiful examples 😍 In our new paper, we reveal first molecuar insights on the cyanobacterial septal junction architecture 🧵

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First update and score calibration, seems the base metric only agrees with humans 73.5% of the time! I have updated the set of structures which should make it more intuitive to vote. Hopefully we can improve the metric to a better agreement!

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Martin Pacesa@martinpacesa.bsky.social · 4w ago

We often talk about complex protein folds but what does that really mean? Turns out we don't have a good metric for it. So we made a game to make one! Head over to our website to vote on which fold you think is more complex and why! pacesalab.com/foldcomplexi...

De novo designed oligomers that respond to copper, small molecules, and phosphorylation... Using a single design strategy? 🧬⚙️ 🎉 Excited to share our new bioRxiv preprint—a collaboration between the Khmelinskaia, Correia, Schoeder and a Tinnefeld labs! www.biorxiv.org/content/10.6...

A generalizable interface-seeded framework for de novo design of functional oligomers

Protein oligomers are ubiquitous in biological systems and essential for function. However, the de novo design of oligomers that controllably assemble in response to exogenous stimuli remains challeng...

biorxiv.org

AlphaFold—an AI tool that revolutionized structural biology and earned the 2024 Nobel Prize in Chemistry—was trained on static crystal structures that dominate protein datasets. However, proteins are highly dynamic molecules. Read more: ista.ac.at/en/news/towa...

Toward Experiment-Guided AlphaFold

The AI-based program AlphaFold predicts a protein’s 3D structure with remarkable accuracy. However, it tends to reduce heterogeneous structures to a single dominant conformation, or shape, and overloo...

ista.ac.at

I have reviewed so many of these QTY papers and even wrote an extensive rebuttal on it in our own solubilisation paper (static-content.springer.com/esm/art%3A10...). Making mutations and predicting WITH MSAs is NOT validation, you can predict any nonsense sequence with low RMSD with MSA enabled.

static-content.springer.com

AI x Bio Discovery@aixbiobot.bsky.social · last mo.

Structural Bioinformatics of Four Human Aquaporins and Their Water-Soluble QTY Analogs [new] ...demonstrates QTY code and structure prediction yield water-soluble membrane protein analogs preserving native fold and function.

Structural Bioinformatics of Four Human Aquaporins and Their Water-Soluble QTY Analogs

Amazing work from the Kellogg lab!! I had this kind of project in my very first 2022 professorship proposal and but never actually did it, super glad to see it can work in reality!!!

AI x Bio Discovery@aixbiobot.bsky.social · 2mo ago

Programmable DNA integration with New-to-Nature tools using Computational Protein Design [new] creates simplified RNA-guided transposons by reconfiguring CAST machinery to interface with Cas9 for precise, robust DNA integration.

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