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Noelia Ferruz Profile
Noelia Ferruz

@ferruz_noelia

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Group leader at @IBMB_CSIC in Barcelona. On a mission to speak the protein language fluently 💂‍♂️🫡

Barcelona
Joined August 2020
Don't wanna be here? Send us removal request.
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@ferruz_noelia
Noelia Ferruz
1 year
We ( @lindner_seb , @HeinzingerM ) introduce REXzyme, a new model for the generation of enzymes that catalyze user-defined chemical reactions. We'd like that the community can benefit as soon as possible from it, so we made it available in HuggingFace: .
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@ferruz_noelia
Noelia Ferruz
3 years
Hey you protein researcher! We have a new tool for structural protein analysis. Upload your protein, analyze properties, and interact with the beautiful plots! If you'd like to see more tools, or fix something in the existing ones, just let me know!
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@ferruz_noelia
Noelia Ferruz
1 year
I think I have told half of the world already, but I am starting my own group at the Barcelona Institute of Molecular Biology officially in two weeks, and finally have a webpage!: .
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@ferruz_noelia
Noelia Ferruz
1 year
I might have said it a million times but Peldom’s ( @PeldomZ ) list on protein design methods is the most up-to-date and comprehensive list I’ve seen.
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@ferruz_noelia
Noelia Ferruz
2 years
In my opinion, proteins are the most amazing and versatile inputs for AI. Their sequences are text, so we can analyze them with NLP methods. Their contact maps are pictures, so we can apply computer vision. And hell, proteins are dynamic, so we could also treat them as videos.
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@ferruz_noelia
Noelia Ferruz
2 years
Our recent work on language modeling for protein design was highlighted in Nature biotechnology last week! So grateful and excited for what’s to come.
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@ferruz_noelia
Noelia Ferruz
2 years
Today I'd like to write an appreciation post for what, to me, is the best paper in the protein design field from the last twelve months. I'm talking about Bin Huang's et al. paper released last December:
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@ferruz_noelia
Noelia Ferruz
1 year
Are you interested in designing artificial functional enzymes? I've updated ZymCTRL's documentation A LOOT, it should be easier to generate and rank sequences from the model. Or to fine-tune the model with in-house datasets. A short summary from:
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@ferruz_noelia
Noelia Ferruz
2 years
Come see my poster today during @apfed2022 ’s poster session!
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@ferruz_noelia
Noelia Ferruz
1 year
NOOOOOOO WAAAAAAAY
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@ferruz_noelia
Noelia Ferruz
3 months
It's been three years since the revolutionary announcement of AlphaFold2, and @Chica_lab and I discuss at @NatureBiotech whether such a moment will take place in protein engineering too. Optimistic for the future - but with loads of challenges to address!
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@ferruz_noelia
Noelia Ferruz
5 months
🚨Job Alert🚨 Two open positions in the AI for protein design lab: 1) One fully-funded PhD for the (experimental) design of artificial enzymes 2) A three-year (extensible) postdoctoral position for training intelligent agents and XAI techniques. Apply:
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@ferruz_noelia
Noelia Ferruz
3 years
Germany: We need more female scientists! Also Germany: Oh no, you cannot bring your kids to the kindergarten until they turn 1. That you need daycare to work? Really?! Why would you want to do that!?
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@ferruz_noelia
Noelia Ferruz
2 years
I might have said a million times, but this Woolfson's review is so soooo entertaining and well-written that I read it today for the third time. Everybody into protein design should read it once!
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@ferruz_noelia
Noelia Ferruz
2 years
We are excited to share our latest article in Nat Mach Intell @NatMachIntell @BirteHoecker ! Language models are reshaping protein research, and we believe they'll transform protein design in the years to come. Read our review here: . Tweetorial soon🔥
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@ferruz_noelia
Noelia Ferruz
1 year
ProtGPT2 is now part of @nvidia ’s BioNemo! Thanks so much for choosing it as the generative model for proteins and special thanks to @sacdallago !
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@johnny_israeli
Johnny Israeli
1 year
Unveiled today at @nvidia 's GTC- significant expansion of our #BioNemo cloud service for LLMs and Generative AI for Life Sciences R&D. Honored to work with so many brilliant individuals and teams across Nvidia to build these technologies.
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@ferruz_noelia
Noelia Ferruz
2 years
In the upcoming weeks I’ll be writing (loads of) tweetorials from the protein design papers that I’ve liked most in the last 3 years. You’ve been warned
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@ferruz_noelia
Noelia Ferruz
1 year
What do we wanna do? Coding! What do we do instead? Meetings!
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@ferruz_noelia
Noelia Ferruz
2 years
We ( @sacdallago , a few others, and myself) wrote a review (preprint and info coming soon). We put together a table gathering deep learning methods in protein design - also on GitHub: If you see your method missing or errors, please let us know! (1/2)
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@ferruz_noelia
Noelia Ferruz
1 year
Honored to be among the five awardees of the L’Oréal -UNESCO For Women in Science and share it with these exceptional women! I had a blast during the last 48h; what a pleasure to meet you! Thanks L’Oréal for the superb organization at the majestic Royal Theater in Madrid! #FWIS
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@ferruz_noelia
Noelia Ferruz
2 years
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@ferruz_noelia
Noelia Ferruz
6 months
I know it feels like 10, but it's only been exactly 3 years since Alphafold was announced in the CASP14 session.
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@ferruz_noelia
Noelia Ferruz
6 months
This paper has opened a new world to me 🤯 The search for like-like artificial forms in Lenia, a cellular automata where systems evolve continuously in time and space
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@ferruz_noelia
Noelia Ferruz
3 years
Hey protein researcher! We have organized THE CONFERENCE of the year. Submit an abstract and present your work with other speakers from all over the world! If you cannot make it, just attend online. Registration is free! @unibt @apfed2022
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@ferruz_noelia
Noelia Ferruz
1 year
It’s time to say it, I find the ESMatlas the most impressive development in 2022. I mean it provides >600M available structures, you can run your own protein sequences ON THEIR servers for free and beyond that it’s incredibly well designed?!!
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@ferruz_noelia
Noelia Ferruz
2 years
Can you imagine your life without VMD or Pymol? Because I cannot
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@ferruz_noelia
Noelia Ferruz
3 years
Happy to announce that our manuscript on Protlego was accepted in Bioinformatics @OUPBioinfo ! For super extensive and colorful documentation go here : And now, if you want to know what Protlego can do for you, read below!: (1/5)
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@ferruz_noelia
Noelia Ferruz
3 months
Seven technologies to watch in 2024 - and protein engineering + DL is one of them! We talked to @NaturePortfolio about protein sequence design, but among the other technologies, brain-computer interfaces are also blowing my mind! See the piece at
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@ferruz_noelia
Noelia Ferruz
1 year
Interested in protein design? Then don’t miss Roberto’s talk next week in Barcelona, he’s one of the world leaders in the field!
@IBMB_CSIC
IBMB
1 year
IBMB Seminar, Tuesday February 7th. 12:30 PM Speaker: Dr. Roberto Chica. Department of Chemistry, Biomolecular Sciences at the University of Ottawa , Canada. Title: "Harnessing conformational flexibility to design more efficient and selective enzymes" Fèlix Serratosa room.
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@ferruz_noelia
Noelia Ferruz
10 months
First national project funded - thanks to the reviewers for their trust!
@AgEInves
Agencia Estatal de Investigación
10 months
‼️ La @AgEInves publica la Propuesta de Resolución Provisional de los Proyectos Generación de Conocimiento 2022 💰625 Millones € #FondosEuropeos #Ciencia
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@ferruz_noelia
Noelia Ferruz
11 months
I read this preprint for the first time in 2018 and often I go back to it because it blew my mind. It's FASCINATING. It actually has nothing to do with proteins, it's about digital evolution. I recommend to anyone (esp. BIO people) to read the intro.
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@ferruz_noelia
Noelia Ferruz
9 months
📢Job Alert! We have an open MSCA Industrial PhD position to start this fall for the AI-driven design and explainability of new-to-nature enzymes. The candidate will be co-supervised by our lab at @IBMB_CSIC and @Bayer in Berlin. See more details below. Please RT 😊!
@AiChemist_DN
Ai Chemist
9 months
Are you a scientist ready to ride the 3rd wave of #AI ? Excited by the potential impacts that #XAI is poised to make in #chemistry and #drugdiscovery ? We have 14 open PhD positions within the AiChemist Project: . Apply now!
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@ferruz_noelia
Noelia Ferruz
5 months
@miguelenlared No te conozco de nada pero he escuchado el audio y he sentido MUCHÍSIMA vergüenza ajena. Hacen las preguntas más retorcidas que he oído intentando encontrar un mínimo fallo en tu CV gente que ni tiene la mitad de méritos y capacida nula de introspección. Qué vergüenza por dios.
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@ferruz_noelia
Noelia Ferruz
1 year
Now that every bioinformatician can code at an LLM level, the ability to communicate results and soft skills become so much more critical in the marketplace. Follow me for more Saturday morning nonsense advice
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@ferruz_noelia
Noelia Ferruz
1 year
In my hometown we celebrate New Year’s Eve by racing 5k dressed up as superheroes. Happy New Year, everyone! 💫🌟✨
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@ferruz_noelia
Noelia Ferruz
2 years
Our News & Views is now out in @NatureBiotech . Exciting times ahead for the protein design field!
@NatureBiotech
Nature Biotechnology
2 years
Dreaming ideal protein structures #NBTNV
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@ferruz_noelia
Noelia Ferruz
2 years
Direct to my reading list! Interesting review tackling the topic of dynamics in designed proteins
@OxfordJournals
Oxford Journals
2 years
Browse the latest article addition to the Hot Topics collection of reviews from @ProtEngDesSel . The article dives into how #protein stability, dynamics, & function are intricately linked. View the full collection of free-to-read articles: @Chica_lab
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@ferruz_noelia
Noelia Ferruz
2 years
It's official - there's no way to keep up with so many great preprints
@KevinKaichuang
Kevin K. Yang 楊凱筌
2 years
Use a diffusion model to dock proteins and ligands and to design binding sites. @ZhuoranQ @wn8_nie @ArashVahdat @tfmiller3 @AnimaAnandkumar
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@ferruz_noelia
Noelia Ferruz
4 months
Interested in AI and protein engineering? Join @marcguellc ’s amazing lab to build a Synthetic Evolution Machine - an intelligent agent that improves over testing cycles. If you have a keen interest in tech development and exp. experience APPLY NOW!
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@ferruz_noelia
Noelia Ferruz
9 months
Honored and grateful to be among the BBVA Leonardo awardees! Looking forward to starting the project 😊
@FundacionBBVA
Fundación BBVA
9 months
Adjudicadas 58 #BecasLeonardo a Investigadores y Creadores Culturales en 10 áreas. ¡Enhorabuena a todas las personas seleccionadas!
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@ferruz_noelia
Noelia Ferruz
2 years
Arrived to the European RosettaCon - three days of protein design ahead 😍🚀!
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@ferruz_noelia
Noelia Ferruz
2 years
We’re so happy! Our work got accepted to the @workshopmlsb . Big kudos to twitterless Sebastian Lindner, who only came for four weeks to Girona and put an impressive amount of work into this ☺️
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@ferruz_noelia
Noelia Ferruz
1 year
Does everybody constantly want to jump to new lines of research or is it only me
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@ferruz_noelia
Noelia Ferruz
2 years
I'm probably late to the party but this was a very entertaining read:
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@ferruz_noelia
Noelia Ferruz
6 months
This system isn’t even remotely productive - 1000 more proposals than last year, but approximately the same money. With a success rate of 11.1%, ~3000 researchers will have wasted their time for nothing.
@ERC_Research
European Research Council (ERC)
6 months
The 2024 Call for proposals for ERC Starting Grants closed for applications earlier this week. ✴️ 3,474 proposals were submitted ✴️ nearly 40% came from women The Scientific Council earmarked €601 million for ~ 387 Starting Grants. More details 🔽
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@ferruz_noelia
Noelia Ferruz
2 years
My dear Spanish speakers… Como ya sabemos están pasando muchísimas cosas en el campo de la IA aplicado a las proteínas… Pues bien, hace poco me entrevistaron de @NiusDiario y hoy sale en portada!🥰 Gracias @irianovo por el excelente trabajo!
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@ferruz_noelia
Noelia Ferruz
1 year
Estamos buscando un lab manager para unirse a nuestro laboratorio en Barcelona: Si te interesa, envía tu CV antes del 30 de Abril!
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@ferruz_noelia
Noelia Ferruz
2 years
This is so impressive and opens so many possibilities! I wonder if there are hidden topologies we hadn’t observed and what topologies don’t seem to have been explored during evolution in what we know of the current protein space (and why??).
@alexrives
Alex Rives
2 years
Today we're releasing the structures of over 600M metagenomic proteins—the least understood proteins on earth. A view into the dark matter of the protein universe. Explore the ESM Metagenomic Atlas here:
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@ferruz_noelia
Noelia Ferruz
9 months
I promise one of these days I’m gonna look at all those bookmarks I’ve saved for months
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@ferruz_noelia
Noelia Ferruz
1 year
Our camera-ready manuscript is also now OUT! [feedback welcome :)] See all accepted papers at:
@lindner_seb
Sebastian Lindner
1 year
We are very happy to finally share our ZymCTRL poster for @workshopmlsb . ZymCTRL is a publicly available large language model for de novo enzyme generation upon user prompted EC numbers. It is a great pleasure to work with @ferruz_noelia @11Geraldene @lorenzphil09 on this project
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@ferruz_noelia
Noelia Ferruz
1 year
It’s like the n-th time I receive an email from a company in the lines of “wow there’s a lot going in the space of generative modeling for biological sequences and we would love you to give us a 1-hour Zoom explanation or talk to see what are the opportunities in this space!”
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@ferruz_noelia
Noelia Ferruz
2 years
I've long wondered about the purpose of measuring sequence recovery in protein design. I mean that if we try to optimize it wouldn't we end up with a 100% recovery, hence, what is the point of designing? What if recovery is 20%, but those are expressable yet novel sequences? 🤔
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@ferruz_noelia
Noelia Ferruz
8 months
The AIChemist project has started! Are you looking for a PhD position? This is a unique opportunity in an incredible framework with industrial and academic partners. Five more days to apply for an MSCA PhD industrial Fellowship in our group at @IBMB_CSIC and Bayer Berlin!
@AiChemist_DN
Ai Chemist
8 months
The AiChemist project has officially started! This boundary-pushing #phd programme brings together experts in #AI , #chemoinformatics and #chemistry from #academia and #pharma to train future #XAI specialists in the life sciences. --> apply until 10.09!
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@ferruz_noelia
Noelia Ferruz
2 years
A sequence-based foldability score combined with AlphaFold2 predictions to disentangle the protein order/disorder continuum. Bruley et al.
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@ferruz_noelia
Noelia Ferruz
2 years
Maybe it was always meant to be because Ramon y Cajal and I were born in the same place 😊 🥳🥳🥳🥳🥳
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@ferruz_noelia
Noelia Ferruz
1 year
Wow just wow
@biorxiv_biophys
bioRxiv Biophysics
1 year
Mega-scale experimental analysis of protein folding stability in biology and protein design #biorxiv_biophys
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@ferruz_noelia
Noelia Ferruz
3 years
ProteinTools, our server for protein analysis, is now published in Nucleic Acids Research @NAR_Open ! Here's the paper: and of course the web: Feedback is soooo appreciated!
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@ferruz_noelia
Noelia Ferruz
2 years
It is so embarrassing to admit that I’m actually a chemist. Not in the sense that being a chemist is embarrassing, but in that I can barely distinguish a benzamidine molecule from a pigeon.
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@ferruz_noelia
Noelia Ferruz
6 months
And these worlds are super cool to watch! This is a simulation with 144 self-organizing, self-replicating artificial lifeforms:
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@ferruz_noelia
Noelia Ferruz
2 years
Everybody knows you have to sleep when the baby sleeps and write papers when the baby writes papers
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@ferruz_noelia
Noelia Ferruz
2 years
So excited to start a new adventure as an advisor at @Basecamp_Res 🥰🥳! Looking forward to meeting the team in person next week!
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@ferruz_noelia
Noelia Ferruz
3 months
For NMI's 5-year anniversary we comment on how the field has changed since we wrote about pLMs for protein design: Also inspiring to learn about the use of graphs to fuse multiple modalities, like text, chemistry, or protein data!
@NatMachIntell
Nature Machine Intelligence
3 months
Nature Machine Intelligence has turned 5! Many thanks to all colleagues, authors and referees for helping us shape the journal. Read our anniversary edition of AI Reflections - interviews with recent Comment and Perspective authors
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@ferruz_noelia
Noelia Ferruz
2 years
These are fascinating times in the protein design field! See @ewencallaway ’s last piece in Nature about how AI advances are reshaping the entire field - exciting to see an adaptation of our recent Fig 1 at as well: - Thank you so much!
@ewencallaway
Ewen Callaway
2 years
Predicting protein structures with AI is so 2021*. Now researchers are using deep learning to dream up totally new ones. w/ thanks to @ferruz_noelia @sokrypton @chloehsu0 @jinboxu_chicago @demishassabis @arneelof and...
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@ferruz_noelia
Noelia Ferruz
2 years
🔊 Preprint alert! See our latest preprint (review &analysis) now out ! Deep learning has revolutionized the protein design field and with it has brought an impressive amount of works. First, we review DL-based methods from the last 3 years (1/n)
@sacdallago
Christian Dallago
2 years
Our pre-print cataloguing generative deep learning tools for protein design is available on @biorxivpreprint : . We aimed it at practitioners wondering how to navigate design tools. Short 🧵 for one of the stories in the manu...
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@ferruz_noelia
Noelia Ferruz
2 years
Yesterday we hiked the Vall Ter up to 2600 m, crossed a bit to France and made friends along the way 🐐🐂
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@ferruz_noelia
Noelia Ferruz
2 years
In the last months I’ve seen several groups with 2 PIs and I think it’s the best idea ever ?! 1) you get to share resources 2) have a fellow senior colleague to talk to 3) can divide tasks and 4) complement very different skills: comp vs. experimental for example
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@ferruz_noelia
Noelia Ferruz
2 years
This is what I've been wanting to read for years!!
@MLSTjournal
Machine Learning: Science and Technology
2 years
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@ferruz_noelia
Noelia Ferruz
2 years
Not sure how I had missed this, but here's an impressive stability characterization of over 200,000 sequences and a NN that aids in increasing the stability of computationally or expert-designed sequences : All data available
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@ferruz_noelia
Noelia Ferruz
3 years
@DaniNovarama Dejando a un lado la violencia - A nivel estratégico me parece que gansteis esa batalla. Imaginate que pésima imagen dio en Europa la policía española dando ostias y gritando a por ellos. Pocos han hecho más por el independentismo que el propio Rajoy...
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@ferruz_noelia
Noelia Ferruz
5 months
@deniswirtz @Cambridge_Uni @UniofOxford @CNRS @JohnsHopkins @Stanford @Harvard @ETH @ERCGrantees Researchers in countries with good funding don’t need to apply for an ERC. I’ve heard many times researchers in Germany wondering why would they spend months writing a Starting grant if their position comes with core funding and 2 PhDs.
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@ferruz_noelia
Noelia Ferruz
2 years
Here the link to the webpage article:
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@ferruz_noelia
Noelia Ferruz
11 months
Exciting! Since the first structure difussion models came out, I’ve been wondering why not diffusing the sidechain as well, and getting rid of the second step of finding suitable sequences. Good to see it’s happening, looking forward to using it!😄
@alexechu_
Alex Chu
11 months
We developed a new method for designing proteins which lets us model the entire structure, including sidechains. This involves co-designing protein structure and sequence
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@ferruz_noelia
Noelia Ferruz
11 months
I’ve seen several older female professionals advising younger females not to wear feminine clothing for job interviews, and I find it the most ill-advised comment. You’re just perpetuating the notion that traits traditionally considered masculine are more professional.
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@ferruz_noelia
Noelia Ferruz
2 years
Ok let’s make proteins grow
@webalys
Vincent Le Moign
2 years
Dall-E can now draw outside of the original picture 🤯
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@ferruz_noelia
Noelia Ferruz
2 years
Good news for me today ☺️
@AgEInves
Agencia Estatal de Investigación
2 years
‼️ La @AgEInves publica la propuesta de resolución provisional de la convocatoria Proyectos de Generación de Conocimiento 2021. 3.079 ayudas a proyectos propuestos para financiación. 🔗
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@ferruz_noelia
Noelia Ferruz
10 months
@sokrypton This and also how to change font size in matplotlib axis - and I also have to google how to untar a tar.gz file an embarrassing number of times
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@ferruz_noelia
Noelia Ferruz
1 year
This of course doesn’t apply to my fellow academics there is always time for you 💜. and teaching 💜.
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@ferruz_noelia
Noelia Ferruz
2 years
Cool fast and easy to use
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@ferruz_noelia
Noelia Ferruz
1 year
Inspiring read! - if you’re as obsessed lately with RL as I am. Protein engineering is an endless decision-making task
@svlevine
Sergey Levine
1 year
Pretraining on large datasets is powerful, it enables learning new tasks quickly (e.g., from BERT, LLMs, etc.). Can we do the same for RL, pretrain & finetune rapidly to new tasks? Scaled Q-Learning aims to unlock this ability, now on @GoogleAI blog: 👇
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@ferruz_noelia
Noelia Ferruz
2 years
Have a look at @simonduerr ’s GradioFold! Generate artificial protein sequences with ProtGPT2 and look at their predicted structures with AlphaFold, or run one of the two models independently. It’s a competition, so if you enjoy it, don’t forget to like it!
@simonduerr
Simon Duerr
2 years
Introducing GradioFold - run protGPT2 and AlphaFold2 with just two button clicks to make de novo proteins in your browser. Built using @gradio 1/4
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@ferruz_noelia
Noelia Ferruz
5 months
This is a fascinating read for anyone who believes that we’ll get to express any protein with any function of our choice in any organism
@NikoMcCarty
Niko McCarty 🧫
5 months
What Biology Can Learn from Physics 🚀 World War II shifted physics from a field of brilliant individuals to one of well-managed teams. CERN, LIGO, and the JWST all cost >$1 billion. Biology has had a few "moonshots," but not nearly as many. Why not? Read:…
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@ferruz_noelia
Noelia Ferruz
2 years
8 years of French at school culminated in ordering a cafe au lait and a croissant. I can finally die in peace, I made it
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@ferruz_noelia
Noelia Ferruz
2 years
And here I finish my tweetorial, with the hopes that this fantastic work from researchers at Hefei in China reaches more readers! Happy Wednesday!
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@ferruz_noelia
Noelia Ferruz
1 year
Fantastic toolkit for benchmarking protein sequence design tools! Loads of structures across different topologies - they also reimplement and open-source a few models that hadn't been released...✨
@leocastorina
Leonardo Castorina
1 year
Protein sequence design is a very active field. However, people often use different validation sets, biologically-weak metrics, and no open-source code. We present PDBench, a manually curated benchmarking toolkit to solve these problems! #proteindesign
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@ferruz_noelia
Noelia Ferruz
1 year
ok, December is busy. that is what it was.
@ferruz_noelia
Noelia Ferruz
1 year
ML for proteins Twitter has been very quiet lately🤔 Which either means that I don’t see the preprints anymore because all my feed is about Elon oooor that everyone is focusing on the MLSB workshop and December will be super busyyy
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@ferruz_noelia
Noelia Ferruz
1 year
Very interesting read!
@biorxiv_bioinfo
bioRxiv Bioinfo
1 year
Evolutionary selection of proteins with two folds #biorxiv_bioinfo
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@ferruz_noelia
Noelia Ferruz
2 years
Do not miss Justas' talk tomorrow about ProteinMPNN!!
@ml4proteins
Machine learning for protein engineering seminar
2 years
24 hours until @JustasDauparas 's talk on designing proteins with ProteinMPNN! Sign up here for updates and zoom links: DM day of if you need the link!
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@ferruz_noelia
Noelia Ferruz
6 months
@sokrypton haha I love this. "Understanding ligand-receptor recognition by means of high-throughput molecular dynamics"
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@ferruz_noelia
Noelia Ferruz
1 year
Some time ago I really enjoyed this manuscript: (a.k.a ProteinGAN) and I’ve been postponing sharing a few thoughts about it until now!
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@ferruz_noelia
Noelia Ferruz
5 months
the time has come 😯
@buildmodels
rcsb pdb 💉🧬💻🔬💊🌱🧠🦠
5 months
Today's the day: PDB no longer has 3-character chemical component IDs for incoming depositions. 1st structure with a 5-character CCD has been deposited. Details at wwPDB: PDB Entries w/Novel Ligands Now Distributed Only in PDBx/mmCIF & PDBML File Formats
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@ferruz_noelia
Noelia Ferruz
2 years
I never get tired of this: Yan Holtz’s ( @R_Graph_Gallery ) web to display beautiful, insightful graphs (along with the code!) for your analyses using seaborn is the absolute best - and a must for anyone in data science
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@ferruz_noelia
Noelia Ferruz
1 year
This sounds very exciting and a cool idea to test computational methods !
@Align_Bio
Align to Innovate
1 year
📢 Calling all protein design enthusiasts! 🧬💻 Join us this summer for the annual competition to develop & apply computational methods for protein design. Winners will be determined by experiment! 🧪Register for our pilot event today: (More info👇)
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