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Nick Polizzi

@nickpolizzi.bsky.social
269 followers 143 following 86 posts

Asst prof at HMS, PI at DFCI Designing proteins polizzilab.org

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Reposted by Nick Polizzi
James Fraser @fraserlab.com · 10/10/2026
Come be my colleague at UCSF! Our department BTS (like the K-pop band, but aka Bioengineering and Therapeutic Sciences) is searching for TWO new faculty members. Links, timeline, and why two searches in this thread 🧵
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James Fraser @fraserlab.com · 10/10/2026
I hear so much about the growing power of predictive biology, especially in drug discovery and "co-folding". I want to see people put their GPU budget where their mouth is!
CYP3A4
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Boston Protein Design and Modeling Club @bpdmc.org · 08/10/2026
If you missed Jody Mou's terrific seminar back in March where she presented a bunch of unpublished data from her work in @nickpolizzi.bsky.social's lab, you can finally get all caught up 👇 youtu.be/SdkBhhBWZWk and pre-print: doi.org/10.64898/202...
youtu.be
Computational Design of a Rapid and Orthogonal Self-Labeling Protein Tag for Live-Cell Imaging
YouTube video by Boston Protein Design and Modeling Club
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Nick Polizzi @nickpolizzi.bsky.social · 07/10/2026
Great to have NIH support to learn the rules of small-molecule driven allostery in proteins! Plan is to build some pretty useful proteins along the way for biology and medicine. Interested? Reach out! And congrats to my colleague Xin! Clearly DFCI is a great place to tackle bold ideas!
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Nick Polizzi @nickpolizzi.bsky.social · 06/10/2026
Please email me with CV and cover letter if you're interested. Protein sequencing project is a comp + exp role. Cryptic pocket project is a comp role (maybe some exp if you are keen on it). Could start asap!
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Nick Polizzi @nickpolizzi.bsky.social · 06/10/2026
I'm also looking to hire a postdoc as the computational lead to train new deep-learning models for predicting cryptic druggable pockets in human proteins using proprietary data. Lots of resources to train new models from scratch and finetune existing ones!
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Nick Polizzi @nickpolizzi.bsky.social · 06/10/2026
I'm looking to hire a postdoc to lead the charge developing new peptide binders to enable in situ single-molecule protein sequencing. Collab with Ed Boyden's group at MIT. Funded by Keck Fdn. Would be transformative tech, maybe as big as DNA sequencing!
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Nick Polizzi @nickpolizzi.bsky.social · 06/10/2026
I have postdoc positions available to lead two new exciting projects! One is on in situ protein sequencing (collab with Ed Boyden at MIT) and the other is on modeling cryptic pockets for drug discovery (collab with Scripps and MGH). Reach out if interested! Details below
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Roberto Chica Lab @chicalab.bsky.social · 06/10/2026
In our latest preprint, we introduce Multistate Enzyme Design, a computational framework that simultaneously optimizes enzyme sequences across multiple transition states while preserving the conformational flexibility needed to access them. www.biorxiv.org/content/10.6...
biorxiv.org
Multistate Enzyme Design Enables Efficient and Stereoselective Multistep Catalysis
Enzymes catalyze multistep reactions by stabilizing successive transition states within well organized, yet dynamic active sites. However, computational enzyme design typically targets a single transi...
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Reposted by Nick Polizzi
Magnus Kjærgaard @proteinmagnus.bsky.social · 30/09/2026
How does the extreme thermostability of de novo designed proteins arise? We aimed to answer this question by combined chemical and thermal denaturation of de novo designed minibinders in a paper out now in Protein Science (@proteinsociety.bsky.social): dx.doi.org/10.1002/pro....
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Nick Polizzi @nickpolizzi.bsky.social · 30/09/2026
Happening this evening at dfci!
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Nick Polizzi @nickpolizzi.bsky.social · 29/09/2026
Congrats to Jody and all of the many collaborators who helped us thoroughly characterize LUCI-tag! www.biorxiv.org/content/10.6...
biorxiv.org
Deep-learning-based design of an orthogonal self-labeling protein from K-Ras(G12C)
Self-labeling protein (SLP) tags enable versatile labeling of proteins in live cells, yet only two SLPs are commonly used, limiting multiplexing. Here, we repurposed the oncoprotein K-Ras(G12C) and it...
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Nick Polizzi @nickpolizzi.bsky.social · 29/09/2026
Like something out of "Star Trek: The Next Generation", Jody used protein design as a protein "phase inverter" to convert K-Ras(G12C) into something that biology doesn't interact with 🫥. The resulting LUCI-tag is a fast, orthogonal SLP that can be multiplexed with Halo- and SNAP-tags!
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Nick Polizzi @nickpolizzi.bsky.social · 29/09/2026
Do you use self-labeling proteins (SLPs) like HaloTag and SNAP-tag? Then check out Jody's new preprint to learn about LUCI-tag! Jody built LUCI-tag starting from K-Ras(G12C), using protein design to erase K-Ras from biology 🤯!
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Ben de Bivort @debivort.bsky.social · 22/09/2026
Hello friends, the Harvard Life Science departments have banded together to hire a new colleague working at the intersection of Life Sciences and AI. Could be primarily an experimentalist, or could be primarily a compute/theorist. academicpositions.harvard.edu/postings/16773
academicpositions.harvard.edu
Tenure-Track Professor in Life Science and AI
The Life Sciences Departments in Harvard Faculty of Arts and Sciences seek to recruit a tenure-track professor whose research is at the interface of AI and life sciences, from methodological developme...
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Boston Protein Design and Modeling Club @bpdmc.org · 21/09/2026
We moved our next meeting up by 2 weeks so Chris Norn can come present while he's in town! Join us on Wednesday, September 30th 2026 at 7pm EDT in Room 6055, Longwood Center, @danafarber.bsky.social "De novo design of miniproteins targeting GPCRs" bpdmc.org
bpdmc.org
schedule
introduction and membership Boston Protein Design and Modeling Club (BPDMC) is a community of computational protein engineers and modelers from both academia and industry. While we are based in Boston USA, BPDMC is also a global online community open to everyone. Please send us an email and
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Derek Lowe @dereklowe.bsky.social · 18/09/2026
A new intracellular system that binds to and recognizes glutathione adducts is uncovered during a screen for glutathione degraders. What’s its function and what other proteins participate?
science.org
Not The Glue They Thought It Was
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Nick Polizzi @nickpolizzi.bsky.social · 16/09/2026
Congrats Andrew!
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Nick Polizzi @nickpolizzi.bsky.social · 15/09/2026
Might add a protease character. Obvious finishing move
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Martin Steinegger 🇺🇦 @martinsteinegger.bsky.social · 13/09/2026
Fold Spacer lets you fly through protein structures (Weekend project #2). It’s my first game: I originally set out to build a racer with structures as the tracks, but was a little too crazy. So it became this instead. You can upload your own structures. 🌐 martin-steinegger.github.io/Fold-Spacer/
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Nick Polizzi @nickpolizzi.bsky.social · 11/09/2026
Congrats on the awesome paper!!
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Reposted by Nick Polizzi
Alan Brown @alanbrownhms.bsky.social · 10/09/2026
Millions of beating cilia keep airways clean. At the base of each is the transition zone (TZ), a gate that controls which proteins enter and leave. In our paper out today in Science, we used cryo-FIB-ET to image the TZ inside human airway cells www.science.org/doi/10.1126/...
science.org
In situ structure of the human ciliary transition zone links linker defects to primary ciliary dyskinesia
The ciliary transition zone (TZ) regulates ciliary proteome composition, yet its molecular architecture, protein content, and contribution to motile ciliopathies remain poorly defined. We applied in situ cryo-electron tomography and subtomogram averaging ...
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Reposted by Nick Polizzi
Boston Protein Design and Modeling Club @bpdmc.org · 02/09/2026
Come join us on Wednesday, September 9th 2026 at 7pm EDT in Room 181, Building 68, @mit.edu to see Natasha Murakowska! "Quantitative Affinity Data at Scale: Addressing the Data Bottleneck in AI-Enabled Protein Design"
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Nick Polizzi @nickpolizzi.bsky.social · 27/08/2026
Awesome stuff!
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Reposted by Nick Polizzi
Rosetta Commons @rosettacommons.bsky.social · 18/08/2026
🧬 Want to stay updated on protein science? Check out the @bpdmc.org monthly presentation series! Recent topics: • Computational antibody design • Energy-based models & structure • De novo small-molecule induced changes Learn more, watch past presentations, and join the community at bpdmc.org.
 An announcement of the Boston Protein Design and Modeling Club’s monthly presentation series. It includes a picture of the Boston skyline with the club’s name over it. The text below it states, “Proteins, Presentations, and Peers; Boston Protein Design and Modeling Club (BPDMC) is an open community of computational protein engineers and modelers from both academia and industry. Visit their website to watch their monthly presentation series and to join the club. Learn more at bpdmc.org.” The background is a light teal with some hexagons on it. The Rosetta Commons logo is in the upper right corner.
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Reposted by Nick Polizzi
Boston Protein Design and Modeling Club @bpdmc.org · 14/08/2026
If you weren't able to make it out for Jeffrey Chang's marvelous seminar this week, you can check out the recording 👇 youtu.be/q3Xn2-TIZEo
youtu.be
De novo design of small-molecule-induced conformational change
YouTube video by Boston Protein Design and Modeling Club
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Reposted by Nick Polizzi
Ruth Huttenhain @rhuttenhain.bsky.social · 13/08/2026
My lab at Stanford University School of Medicine is recruiting! We are looking for a postdoc at the interface of quantitative proteomics, structural biology and G protein-coupled receptor (GPCR) biology: postdocs.stanford.edu/prospective/...
postdocs.stanford.edu
Open Postdoctoral position, faculty mentor Ruth Huttenhain | Office of Postdoctoral Affairs
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Paola Laurino @paolalaurino.bsky.social · 13/08/2026
We're seeking a motivated postdoc candidate to join us at the Okinawa Institute of Science and Technology to work on the structural and functional characterisation of plant enzymes that break down polysaccharides, exploring sequence space to understand the emergence of enzyme function using AI tools
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Nick Polizzi @nickpolizzi.bsky.social · 13/08/2026
Not sure how difficult but would be interesting to try. Just need someone ambitious like you! Happy to supply the pizza in return for good ideas ;) Hopefully will see you next meeting!
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Nick Polizzi @nickpolizzi.bsky.social · 12/08/2026
Happening tonight! Come join in person or on zoom to hear Jeffrey talk about his work. Questions from zoom audience encouraged! www.bpdmc.org/schedule
bpdmc.org
schedule
introduction and membership Boston Protein Design and Modeling Club (BPDMC) is a community of computational protein engineers and modelers from both academia and industry. While we are based in Boston...
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Nick Polizzi @nickpolizzi.bsky.social · 12/08/2026
thx!
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Nick Polizzi @nickpolizzi.bsky.social · 12/08/2026
thanks!
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Reposted by Nick Polizzi
Boston Protein Design and Modeling Club @bpdmc.org · 05/08/2026
Next week, Jeffrey Chang from @nickpolizzi.bsky.social's lab will present cutting-edge work from a pre-print that just came out today! Wednesday, August 12th 2026, 7pm EDT in Room 6055, Longwood Center, @danafarber.bsky.social "De novo design of small-molecule-induced conformational change"
biorxiv.org
De novo design of small-molecule-induced conformational change
Many biological proteins function by changing shape upon small-molecule binding. Here, we present a general strategy for designing de novo proteins that undergo small-molecule-induced conformational c...
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Nick Polizzi @nickpolizzi.bsky.social · 05/08/2026
Thanks also to others in the lab who helped out along the way. Link to bioRxiv paper: www.biorxiv.org/content/10.6...
biorxiv.org
De novo design of small-molecule-induced conformational change
Many biological proteins function by changing shape upon small-molecule binding. Here, we present a general strategy for designing de novo proteins that undergo small-molecule-induced conformational c...
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Nick Polizzi @nickpolizzi.bsky.social · 05/08/2026
Perhaps obvious at this point, but Jeffrey is a super star! He was able to drive the whole project to completion, and with incredible care and precision to boot. Perhaps a level of rigor to be expected (and indeed commended) from a graduate student in the Harvard Physics Dept!
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Nick Polizzi @nickpolizzi.bsky.social · 05/08/2026
We're rather excited by the approach. It turns static binders into dynamic responders, endowing them with binding "super powers". It lets binders communicate with us and potentially other molecular machinery down the road. So cool! Can't wait to see what we and others do with this technology!
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Nick Polizzi @nickpolizzi.bsky.social · 05/08/2026
He wasn't done there. He wanted to see a snapshot of his proteins at work, so he solved some crystal structures of his lidded designs with exatecan bound. As predicted, no way in, no way out. But there the drug is, sitting there at 100% occupancy. So the lid's gotta move.
comparison of structures of original exatecan binder EPIC and a new lidded binder, d6.4, which encases the drug entirely.
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Nick Polizzi @nickpolizzi.bsky.social · 05/08/2026
He turned a lidded binder into a de novo FRET sensor of exatecan, directly coupling binding to function! The sensor even worked in biological matrices like human serum 🤯
FRET spectra of lidded design fused to fluorescent proteins in various conditions with different amounts of exatecan
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Nick Polizzi @nickpolizzi.bsky.social · 05/08/2026
The designs worked spectacularly. Of 24 tested, 10 showed ligand-induced lid closure. Some showed ultrahigh affinity in the pM regime, with very slow off-rates (up to months)! Jeffrey could rationally tune the on-rate via mutation or lid truncation.
equilibrium and kinetic experiments showing the lids can be tuned to be more open in absence of drug, which correlates with faster binding kinetics
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Nick Polizzi @nickpolizzi.bsky.social · 05/08/2026
The lid (purple) completely encloses the drug (blue). There's no way in and no way out when the lid is closed. So the lid has to open to allow drug entry/egress. Jeffrey came up with a nifty algorithm using a new method called QBITS, AF3, and LASErMPNN to design metastable lids that open w/o ligand.
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Nick Polizzi @nickpolizzi.bsky.social · 05/08/2026
The original de novo protein bound exatecan inside a rigid bundle that looks the same w/ or w/o the drug. But exatecan presented a tiny, polar epitope on the protein surface that Jeffrey took advantage of. He designed a lid to interact with this portion, coupling lid closure to binding.
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Nick Polizzi @nickpolizzi.bsky.social · 05/08/2026
Proteins like streptavidin, Abl kinase, and GPCRs use a lid-like loop to enclose a ligand. We thought this kind of induced-fit mechanism might also produce ultratight de novo binders, breaking the "nanomolar" affinity limit. Jeffrey set out to design this de novo, starting from a static drug binder.
lid domains that close behind a ligand after it binds
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Nick Polizzi @nickpolizzi.bsky.social · 05/08/2026
We can design "static" binders routinely now, but design of "dynamic" shape-changing proteins has remained quite hard. Jeffrey Chang and I asked: why can't we couple small-molecule binding to shape change? After all, natural proteins do it every day. In a new preprint, we show how it can be done. 🧵
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Roberto Chica Lab @chicalab.bsky.social · 24/07/2026
Can protein dynamics help guide protein engineering? Our latest paper shows that a simple NMR peak intensity analysis can reveal functional dynamics hotspots, helping to uncover promising engineering targets. With @thompson-lab.bsky.social and Natalie Goto. doi.org/10.1093/prot...
academic.oup.com
Mapping functional dynamics hotspots for protein engineering with NMR peak intensity analysis
Abstract. Structural dynamics play a crucial role in protein function, and tuning these dynamics through mutagenesis has emerged as a promising strategy fo
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Nick Polizzi @nickpolizzi.bsky.social · 07/07/2026
A cool idea. In practice we tend to design pretty different binding sites vs those from native proteins (much depends on the starting protein backbone), but would be very interesting if we found something this way!
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Boston Protein Design and Modeling Club @bpdmc.org · 06/07/2026
I hope everyone had a great 4th of July, and we've got a great seminar for you this week by James Roney from @sokrypton.org's lab! Join us this Wednesday, July 8th 2026 at 7pm EDT in Room 181, Building 68, @mit.edu "Energy-Based Models of Protein Structure, Dynamics, and Folding" bpdmc.org
bpdmc.org
schedule
introduction and membership Boston Protein Design and Modeling Club (BPDMC) is a community of computational protein engineers and modelers from both academia and industry. While we are based in Boston...
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Reposted by Nick Polizzi
Khmelinskaia Lab @akhmelinlab.bsky.social · 05/07/2026
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...
biorxiv.org
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...
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Nick Polizzi @nickpolizzi.bsky.social · 05/07/2026
Cool stuff! Congrats!
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Boston Protein Design and Modeling Club @bpdmc.org · 02/07/2026
If you weren't able to make it out to MIT last month for Foster Birnbaum's outstanding seminar, you can now check out the recording 👇 youtu.be/w-NddBw2FJk
youtu.be
Beyond sequence recovery: Improved modeling of the sequence-energy landscape of protein structures
YouTube video by Boston Protein Design and Modeling Club
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Nick Polizzi @nickpolizzi.bsky.social · 27/06/2026
Check out the nice commentary on our paper from @dereklowe.bsky.social Thanks for the spotlight, Derek! www.science.org/content/blog...
science.org
Here's a Ligand, Go Design a Protein
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