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Noelia Ferruz

@noeliaferruz

Generative models for protein design. Group leader at CRG

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Latest posts by Noelia Ferruz @noeliaferruz

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Save the date: April 9 from 4pm to 6pm CET. Our department is hosting an online seminar with @noeliaferruz.bsky.social @sdomcke.bsky.social @const-ae.bsky.social who will talk about models for protein design, large-scale perturbation screens, and benchmarking of perturbation prediction models.

14.01.2026 13:26 πŸ‘ 6 πŸ” 3 πŸ’¬ 0 πŸ“Œ 0

The CRG PhD call is now open. Exciting opportunities across diverse topics and within a world-class scientific environment.

Our group is offering one PhD position to study chromatin evolution.

Consider applying or share with anyone who might be interested!

www.crg.eu/en/content/t...

23.10.2025 11:54 πŸ‘ 18 πŸ” 15 πŸ’¬ 0 πŸ“Œ 0

Protein Structure Evolution (ProSe) Seminar is now on BlueSky! Every 2nd Tuesday, 4PM GMT.

Sign-Up: tinyurl.com/prose-seminar2

Organized by Claudia Alvarez CarreΓ±o, Zachary Ardern, Lars Eicholt, Carolina Sanchez-Rocha,
Sergio Romero Romero and Md. Hassan Uz-Zaman.

25.10.2025 21:23 πŸ‘ 13 πŸ” 7 πŸ’¬ 1 πŸ“Œ 0
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Are you looking for a PhD? Join us in Barcelona! You'll dive into a community of >100 PhD students from 30 countries exploring the frontiers of biology. You can also join an online workshop on 6 November (15:00 CET) to learn how to find the right lab for you.

More info: www.crg.eu/en/content/t...

23.10.2025 07:55 πŸ‘ 25 πŸ” 28 πŸ’¬ 1 πŸ“Œ 8
Dimitrije IvančiΔ‡ (co-first author of the paper), Marc GΓΌell (ICREA researcher and CSO of Integra Therapeutics), Avencia Sanchez-MejΓ­as (CEO of Integra Therapeutics) and Alejandro Agudelo (co-first author of the paper)

Dimitrije IvančiΔ‡ (co-first author of the paper), Marc GΓΌell (ICREA researcher and CSO of Integra Therapeutics), Avencia Sanchez-MejΓ­as (CEO of Integra Therapeutics) and Alejandro Agudelo (co-first author of the paper)

#Research #Biomedicine
Generative AI is more efficient than nature at designing proteins to edit the genome πŸ§¬πŸ’»βœ‚οΈ

This is the conclusion of research published at @natbiotech.nature.com by @marcguellc.bsky.social Integra Therapeutics & @noeliaferruz.bsky.social - @crg.eu

πŸ“° tuit.cat/n7ap6

20.10.2025 08:31 πŸ‘ 3 πŸ” 1 πŸ’¬ 0 πŸ“Œ 0

Thank you very much ☺️

09.10.2025 13:45 πŸ‘ 1 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

This work has been possible thanks to an incredible team effort w/ Alejandro, @marcguellc.bsky.social @noeliaferruz.bsky.social and the integra therapeutics team!

02.10.2025 18:11 πŸ‘ 2 πŸ” 1 πŸ’¬ 1 πŸ“Œ 0

my father-in-law is a β€œI know a guy” Guy. sadly all the old Guys are aging out of the Guy Economy. Guys are fundamentally incompatible with Hustle Culture because it’s not about β€œwinning” a deal, it’s about collecting favors and goodwill in a mutually-beneficial cycle. protect your local Guy Economy

30.08.2025 14:51 πŸ‘ 17364 πŸ” 3553 πŸ’¬ 333 πŸ“Œ 427

πŸ‘€

27.08.2025 06:35 πŸ‘ 1 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
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A fluorescent-protein spin qubit - Nature An optically addressable fluorescent-protein spin qubit is realized using enhanced yellow fluorescent protein; the qubit can be coherently controlled at liquid-nitrogen temperatures and the spin detec...

What is this marvel of the universe?🀯

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

25.08.2025 15:11 πŸ‘ 9 πŸ” 3 πŸ’¬ 0 πŸ“Œ 2
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Protein Annotations in the age of AI A not-for-profit symposium hosted at UCL - more details about speakers and venue below.

CATH turns 30 years old this year!

We are organising a 1-day symposium on September 16th at UCL, highlighting recent AI-based developments to enhance protein family classifications, annotations and analyses.

www.eventbrite.co.uk/e/protein-an...

22.08.2025 10:45 πŸ‘ 12 πŸ” 7 πŸ’¬ 2 πŸ“Œ 0
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Woke up this morning in Greenland. It is game time for my cameras. National Geographic Endurance safely crossed the Denmark Straight and into this fjord! #EastCoastKin #photography #Greenland

21.08.2025 09:28 πŸ‘ 6596 πŸ” 503 πŸ’¬ 159 πŸ“Œ 27
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Protein language models reveal evolutionary constraints on synonymous codon choice Evolution has shaped the genetic code, with subtle pressures leading to preferences for some synonymous codons over others. Codons are translated at different speeds by the ribosome, imposing constrai...

This preprint from Helen Sakharova is one of the coolest things to come out of my lab: β€œProtein language models reveal evolutionary constraints on synonymous codon choice.” Codon choice is a big puzzle in how information is encoded in genomes, and we have a new angle. www.biorxiv.org/content/10.1...

07.08.2025 08:29 πŸ‘ 215 πŸ” 83 πŸ’¬ 6 πŸ“Œ 4
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Evaluating zero-shot prediction of protein design success by AlphaFold, ESMFold, and ProteinMPNN [new]
Zero-shot protein design assessment filters, but accuracy predicting success is limited.

01.08.2025 20:58 πŸ‘ 12 πŸ” 4 πŸ’¬ 0 πŸ“Œ 0
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But independent of this, what I find is that since Bill Degrado coined the term in the 80s, the field has evolved so much that it no longer captures today’s methods.

E.g in this (all-time favourite!) review, Baker and Po-ssu define de novo in a way that would exclude most AI methods today:

01.08.2025 13:22 πŸ‘ 4 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0
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That’s an interesting paper, I must read πŸ™‚

A bit off-tangent now, but I forgot to mention that Pubmed isn’t normalized, and all terms look as they are increasing exponientially, see for example banana πŸ˜„ (1/n)

01.08.2025 13:16 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0
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Mitochondria-derived nuclear ATP surge protects against confinement-induced proliferation defects - Nature Communications The authors uncover a mechano-metabolic adaptation where confinement induces rapid mitochondrial relocalization to the nuclear periphery, generating localized nuclear ATP surges that support chromatin...

πŸš€ We’re excited to share our latest publication in collaboration with Verena Ruprecht's group at @crg.eu

Mechanobiology meets Nuclear Metabolism

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

30.07.2025 10:03 πŸ‘ 30 πŸ” 8 πŸ’¬ 3 πŸ“Œ 7

Interestingly, diffusion models can naturally sample proteins with 0% seq identity!
In any case, last time I said we had generated de novo sequences with a pLM a bunch of reviewers avalanched toward my paper with knives and axes and I had to use β€œartificialβ€πŸ€£

31.07.2025 17:39 πŸ‘ 1 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

Before AI we reserved that term for proteins with no evolutionary history, i.e., designed from first principles, and consequently often had sequence identities ca. 0%. pLMs, unless steered, tend to naturally sample at >30-40% seqid and rarely explore novel folds.

31.07.2025 17:36 πŸ‘ 3 πŸ” 0 πŸ’¬ 4 πŸ“Œ 0

Thank you everyone for the congratulations and the large number of applications! I want to specifically encourage applications for these positions:
* Postdoc in structural biology (cryoEM, ideally with X-ray too)
* Full time lab manager/technician with wetlab experience

29.07.2025 18:01 πŸ‘ 21 πŸ” 7 πŸ’¬ 0 πŸ“Œ 0

Uncancelled! πŸ₯³

28.07.2025 21:48 πŸ‘ 1 πŸ” 1 πŸ’¬ 0 πŸ“Œ 0

🚨🚨🚨

Please RT!

We're looking for a postdoc to join an exciting joint project between our lab @upf.edu & @crg.eu (Barcelona) and the Sander lab @mdc-berlin.bsky.social (Berlin) investigating how alternative splicing and microexons influences the maturation of pancreatic islets.

Deadline: 30/09/25πŸ‘‡

23.07.2025 14:27 πŸ‘ 48 πŸ” 65 πŸ’¬ 1 πŸ“Œ 3

Join Martin’s new lab, great location, super cool project, and the best advisor! What’s not to like?

25.07.2025 11:06 πŸ‘ 4 πŸ” 1 πŸ’¬ 1 πŸ“Œ 0

Wohoooo πŸ˜πŸ˜πŸ˜πŸš€πŸš€πŸš€

25.07.2025 11:02 πŸ‘ 2 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

Struct bio ms titles over the years
1965 - A three-dimensional model of X
1985 - The structure of X
1995 - The structure of X reveals Y
2005 - Structural basis of
2015 - The molecular mechanism of
2025 - Harnessing AlphaFold

20.07.2025 12:28 πŸ‘ 41 πŸ” 9 πŸ’¬ 1 πŸ“Œ 0
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The internet remains undefeated πŸ˜‚πŸ˜…

19.07.2025 02:16 πŸ‘ 11145 πŸ” 1270 πŸ’¬ 145 πŸ“Œ 69
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Research Group Leader in Chemical/Synthetic Biology at MRC Laboratory of Molecular Biology Start your UK & international job search for academic jobs, research jobs, science jobs and managerial jobs in leading universities and top...

We are looking to recruit a tenure track group leader in the field of Chemical/Synthetic Biology (in the broadest sense) to lead a research program within the Division of Protein & Nucleic Acid Chemistry ( www.jobs.ac.uk/job/DNW809/r... ) at the MRC Laboratory of Molecular Biology (LMB).

14.07.2025 12:09 πŸ‘ 27 πŸ” 33 πŸ’¬ 1 πŸ“Œ 4

What

16.07.2025 05:43 πŸ‘ 9 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

Congrats Angel!!😍

15.07.2025 08:54 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

Aaah I could speak about this for hoursπŸ˜„. For PLMs trained with autoregressive task, I’d say they suffer from the two, with the latter being most problematic because they fail to generalize even in regions that are close by; except when we steer/reinforce them (requiring considerable manual tuning)

13.07.2025 08:10 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0