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Kevin Drew

@ksdrew

Assistant Professor at University of Illinois at Chicago (UIC) in Biological Sciences focused on macromolecular assemblies.

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14.11.2024
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Latest posts by Kevin Drew @ksdrew

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Mapping the yeast atructural interactome with AlphaFold3: an open call for collaboration We are excited to announce the early-stage release of our S. cerevisiae Β structural interactome mapping project. Using AlphaFold3 (AF3), w...

We have started a project trying to predic the interactions/structures of all yeast protein pairs using an AlphaFold pooling approach. We are making the current dataset open and we welcome collaborations.
www.evocellnet.com/2026/03/mapp...

04.03.2026 10:36 πŸ‘ 96 πŸ” 52 πŸ’¬ 6 πŸ“Œ 0
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The results are finally in! πŸ†πŸ’»πŸ§¬

I'm thrilled to announce that the manuscript for the Bits to Binders protein design competition is out on bioRxiv! Here's a summary of our findings, including some simple criteria that nearly *double* success rates when applied as a filter 🧡

04.03.2026 15:01 πŸ‘ 31 πŸ” 17 πŸ’¬ 1 πŸ“Œ 2
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Proteome-wide AlphaFold pool party - Molecular Systems Biology Molecular Systems Biology - An outstanding challenge in molecular biology is the production of a complete and accurate set of protein interactions for a given organism. Todor et al, introduce a...

Proteome-wide AlphaFold pool party N&V by @ksdrew.bsky.social link.springer.com/article/10.1... (I almost added a party GIF, almost :)

24.02.2026 11:35 πŸ‘ 13 πŸ” 6 πŸ’¬ 1 πŸ“Œ 0

πŸ”Ž Exploring predicted complexes in the Complex Portal

Beyond curated entries, the portal also includes computationally predicted protein complexes.

Quick tour: tinyurl.com/2wph5wua

Includes:
🧬 hu.MAP 3.0
🎡 MuSIC
πŸ§ͺ QSProteome

16.02.2026 11:20 πŸ‘ 2 πŸ” 1 πŸ’¬ 1 πŸ“Œ 0
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Undergraduates Rosetta Commons Research Experience for Undergraduates (REU) AI for Biomolecular Structure Prediction and Design Interns in this geographically-distributed REU program participate in research using…

Final stretch to apply for undergraduate summer internships in the Rosetta Commons! Come design proteins, develop AI and physics-based methods to model biomolecules, and impact health, materials, and sustainability! Application deadline is Sunday Feb 1.
rosettacommons.org/education/reu/

30.01.2026 16:09 πŸ‘ 3 πŸ” 4 πŸ’¬ 0 πŸ“Œ 0

New lab preprint - Common and rare variant studies for the same trait identify different genes and here Diederik Laman Trip developed a protein network AI enconding to investigate if traits studied by different approaches converge on the same molecular pathways
www.biorxiv.org/content/10.6...

29.01.2026 08:12 πŸ‘ 19 πŸ” 10 πŸ’¬ 2 πŸ“Œ 0
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In remembrance of Peer BorkΒ  | EMBL EMBL and its community are deeply saddened by the death of Peer Bork, the organisation’s Interim Director General.

Very sad to hear about the passing of Peer Bork, one of true giants of computational biology

www.embl.org/news/embl-an...

16.01.2026 19:43 πŸ‘ 22 πŸ” 9 πŸ’¬ 1 πŸ“Œ 0
Alice Ting Rosettacon keynote 2025
Alice Ting Rosettacon keynote 2025 YouTube video by Alice Ting

Video introduction to our new β€œConformational Biasing” method for computational design of mutations that bias proteins towards desired conformational states

CB part starts at 14:55

Thanks to Peter Cavanagh and Andrew Xue – amazing graduate students who co-led this work

08.01.2026 19:15 πŸ‘ 25 πŸ” 8 πŸ’¬ 1 πŸ“Œ 1
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Computational design of conformation-biasing mutations to alter protein functions Conformational biasing (CB) is a rapid and streamlined computational method that uses contrastive scoring by inverse folding models to predict protein variants biased toward desired conformational sta...

Link to paper: www.science.org/doi/10.1126/...

08.01.2026 19:17 πŸ‘ 5 πŸ” 2 πŸ’¬ 0 πŸ“Œ 0
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Mapping proteins, one side chain at a time Roland Dunbrack Jr. will receive the ASBMB DeLano Award for Computational Biosciences at the ASBMB Annual Meeting, March 7–10, just outside of Washington, D.C.

This appeared today: www.asbmb.org/asbmb-today/...

08.01.2026 02:25 πŸ‘ 34 πŸ” 6 πŸ’¬ 5 πŸ“Œ 0

Congrats!

08.01.2026 03:11 πŸ‘ 1 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

Modern biology research is biased towards investigating genes that are widely conserved and present in humans. What about genes that ARE widely conserved but NOT present in humans? Can genes missing from humans tell us something about what makes our biology different from that of other animals? 1/8

31.12.2025 19:29 πŸ‘ 86 πŸ” 28 πŸ’¬ 10 πŸ“Œ 1
Know when to co-fold'em This is the official web page for the James Fraser Lab at UCSF.

I'm really excited to break up the holiday relaxation time with a new preprint that benchmarks AlphaFold3 (AF3)/β€œco-folding” methods with 2 new stringent performance tests.

Thread below - but first some links:
A longer take:
fraserlab.com/2025/12/29/k...

Preprint:
www.biorxiv.org/content/10.6...

29.12.2025 22:25 πŸ‘ 72 πŸ” 30 πŸ’¬ 5 πŸ“Œ 2

RFpeptides made it to the cover of Nature Chemical Biology December issue!

Credit to Stephen Rettie for leading the work and making this very cool graphic!

03.12.2025 22:58 πŸ‘ 5 πŸ” 1 πŸ’¬ 0 πŸ“Œ 0

Very happy to share our latest led by the relentless @shawnfayer.bsky.social! We developed multiplexed assays to measure variant effects across diverse genetic and cell contexts in stem cell and differentiated cells. 🧡 πŸ‘‡

22.11.2025 17:08 πŸ‘ 4 πŸ” 1 πŸ’¬ 0 πŸ“Œ 0
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New preprint! We measured temperature- and pH-induced aggregation for over 18,000 natural and de novo designed protein domains!

19.11.2025 21:16 πŸ‘ 121 πŸ” 42 πŸ’¬ 4 πŸ“Œ 3
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Congratulations to the newly minted Dr. Brittney Voigt! After defending a fantastic thesis spanning work in my lab and the @edwardmarcotte.bsky.social lab.

19.11.2025 02:03 πŸ‘ 22 πŸ” 3 πŸ’¬ 2 πŸ“Œ 1
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Proteome-wide in silico screening for human protein-protein interactions Protein-protein interactions (PPIs) drive virtually all biological processes, yet most PPIs have not been identified and even more remain structurally unresolved. We developed a two-step computational...

Thrilled to share that the final piece of my PhD work is now on bioRxiv! biorxiv.org/content/10.1... With support from @nvidia and the @NSF, we used AlphaFold to screen 1.6M+ protein pairs, revealing thousands of potential novel PPIs. All data can be viewed at predictomes.org/hp

12.11.2025 21:26 πŸ‘ 163 πŸ” 67 πŸ’¬ 5 πŸ“Œ 4

Last week, the research of Rui Gao and lab was published by
@Science.org and featured on the issue's cover! Dr. Rui Gao is an Assistant Professor in Biological Sciences and Chemistry.

science.org/doi/10.1126/...

23.10.2025 16:14 πŸ‘ 1 πŸ” 2 πŸ’¬ 0 πŸ“Œ 0
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The Gao lab at #UIC reports a breakthrough in volumetric fluorescence imaging, featured on the cover of Science Magazine!

Their new technique, VIPS (Volumetric Imaging via Photochemical Sectioning), enables reconstruction of 3D images of whole tissues with unprecedented detail.

16.10.2025 22:26 πŸ‘ 9 πŸ” 4 πŸ’¬ 1 πŸ“Œ 0
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Beyond Wolbachiaβ€”Can a small molecule control insect reproduction? Kaur et al. demonstrate reduced histone acetylation as a key mechanism underpinning Wolbachia’s paternal-effect embryonic lethality trait in Drosophila melanogaster. Recapitulation of this trait by in...

#Wolbachia has puzzled scientists with its power to rewire insect reproduction. What if I tell you that we found one of the keys Wolbachia use to rewire its host AND a small molecule inhibitor uses this key to mimic what this microbe has mastered for millions of years.

www.cell.com/cell-reports...

03.10.2025 12:57 πŸ‘ 63 πŸ” 26 πŸ’¬ 2 πŸ“Œ 3

Congrats Qian www.science.org/doi/full/10....

29.09.2025 13:19 πŸ‘ 1 πŸ” 1 πŸ’¬ 0 πŸ“Œ 0
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I am excited to share our new preprint on the CAGE complex, a mysterious hollow protein complex that I first saw years ago while surveying Tetrahymena ciliary lysate www.biorxiv.org/content/10.1... #cilia #protistsonsky 🧬πŸ§ͺ

23.09.2025 17:08 πŸ‘ 167 πŸ” 54 πŸ’¬ 7 πŸ“Œ 13
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10 Rules for a Structural Bioinformatic Analysis The Protein Data Bank (PDB) is one of the richest open‑source repositories in biology, housing over 277,000 macromolecular structural models alongside much of the experimental data that underpins thes...

Structural bioinformatics is incredibly powerful on its own or when paired with theory or experiment. One of the PDB's superpowers isn’t from one structure, but comparing many to uncover folds, binding sites, and subtle conformational shifts. chemrxiv.org/engage/chemr...

11.09.2025 14:28 πŸ‘ 54 πŸ” 15 πŸ’¬ 1 πŸ“Œ 2

Excited for you to join us!

10.09.2025 01:37 πŸ‘ 3 πŸ” 1 πŸ’¬ 1 πŸ“Œ 0
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🚨The Bits to Binders Competition has concluded!🧬

One year ago we gathered scientists from around the world to design and submit protein binders that cause immune cells to target and eliminate CD20+ tumors

Spoiler: They work!

02.09.2025 14:45 πŸ‘ 5 πŸ” 2 πŸ’¬ 1 πŸ“Œ 1
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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...

27.08.2025 16:14 πŸ‘ 305 πŸ” 109 πŸ’¬ 14 πŸ“Œ 11
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Scaling down protein language modeling with MSA Pairformer Recent efforts in protein language modeling have focused on scaling single-sequence models and their training data, requiring vast compute resources that limit accessibility. Although models that use ...

Excited to share work with
Zhidian Zhang, @milot.bsky.social, @martinsteinegger.bsky.social, and @sokrypton.org
biorxiv.org/content/10.1...
TLDR: We introduce MSA Pairformer, a 111M parameter protein language model that challenges the scaling paradigm in self-supervised protein language modeling🧡

05.08.2025 06:29 πŸ‘ 97 πŸ” 43 πŸ’¬ 1 πŸ“Œ 1

Also, I would like to thank the NSF and NIH for funding, and DOE Argonne, NSF ACCESS, and Indiana JetStream2 for computational resources.

29.07.2025 20:58 πŸ‘ 1 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

There are lots of other results in the manuscript so please check it out. I definitely want to thank the team of Miles Woodcock-Girard, Erin Claussen, and Samantha Fischer who did the work.

29.07.2025 20:58 πŸ‘ 1 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0