Kevin Drew @ksdrew.bsky.social · 02/09/2026Thanks Roland. Yes, valid point. I think we started this analysis prior to the development of ipSAE and the other methods and we didn't expect the results to change much. Below is the equivalent Figure 4B with ipSAE calculated (PAE threshold: 15Å, Contact threshold: 10Å, ipSAE >= 0.4). 110
Kevin Drew @ksdrew.bsky.social · 01/09/2026Here is a link to the published version again: www.nature.com/articles/s41...nature.comDirectContacts2: a wiring diagram of human physical protein interactions - Nature CommunicationsKnowledge of the physical interactions of proteins provides mechanistic understanding of their function. Here, the authors develop a machine learning classifier through the integration of 25,000 prote... 011
Kevin Drew @ksdrew.bsky.social · 01/09/2026Previous thread on the original preprint can be found here: bsky.app/profile/ksdr... 100
Kevin Drew @ksdrew.bsky.social · 01/09/2026In particular, it is highly complimentary to the excellent work being done in the field of screening PPIs with AlphaFold/RosettaFold (@bioinfo.se, @pedrobeltrao.bsky.social, @ernstschmid.bsky.social, Qian Cong, @machine.learning.bio, and others). 100
Kevin Drew @ksdrew.bsky.social · 01/09/2026This work gives greater resolution into how protein complexes are assembled and allows one to prioritize the ~200 million possible pairwise protein interactions for structural modeling. 100
Kevin Drew @ksdrew.bsky.social · 01/09/2026Here we developed a classifier to discriminate between direct and indirect protein interactions using a large compendium of mass spectrometry based proteomics data (25k experiments). We applied our classifier to > 25 million protein pairs and identified thousands of high confidence interactions. 110
Kevin Drew @ksdrew.bsky.social · 01/09/2026This was a wonderful joint effort between Erin Claussen, a researcher in my lab, and two PhD students, Miles Woodcock-Girard and Sam Fischer (@samanthafischer.bsky.social). 100
Kevin Drew @ksdrew.bsky.social · 01/09/2026We are excited that our work describing DirectContacts2, a wiring diagram of human physical protein interactions, is published in @natcomms.nature.com . www.nature.com/articles/s41...nature.comDirectContacts2: a wiring diagram of human physical protein interactions - Nature CommunicationsKnowledge of the physical interactions of proteins provides mechanistic understanding of their function. Here, the authors develop a machine learning classifier through the integration of 25,000 prote... 2104
Reposted by Kevin DrewPedro Beltrao @pedrobeltrao.bsky.social · 14/07/2026Team science preprint, exploring the capabilities and limitations of Alphafold3 across different application areas, including protein-RNA, protein-lipid, ubiquitination,TCR and antibody recognition with @ninjani.bsky.social @labvanni.bsky.social @dgfeller.bsky.social www.biorxiv.org/content/10.6...biorxiv.orgCapabilities, specificity gaps and training-data dependence of AlphaFold3 across diverse application areasStructure prediction models have moved from single proteins to assemblies that include diverse biomolecules and their modifications. AlphaFold3 (AF3) and related models extended structural modelling v... 14822
Reposted by Kevin DrewCaitie McCafferty @computingcaitie.bsky.social · 22/06/2026Happy to finally share that I will be starting my independent group at the @fmiscience.bsky.social in Feb 2027 in a vibrant new environment. We will use integrative in situ structural cell biology methods to investigate ciliary structure and dynamics in several model (and non-model 👀) systems!! 1215431
Reposted by Kevin DrewRosetta Commons @rosettacommons.bsky.social · 05/06/2026Welcome to our 2026 REU trainees! They spent the week at John Hopkins University completing an introductory bootcamp focused on machine learning and Rosetta software and tools. We can’t wait to see what they accomplish over the summer at their host labs throughout the US and Europe. zurl.co/LhlOI 011
Reposted by Kevin DrewYehlin Cho @yehlincho.bsky.social · 21/05/2026🚀 Excited to share our new work: Absolute Stability Predictor! 📊: forms.gle/4ZnXZSnTBvay... Built the MGnify Stability Dataset (1.8M+ measurements) and developed stability prediction models, together with @grocklin.bsky.social @KotaroTsuboyama, @sokrypton.org and teams. 1296
Reposted by Kevin DrewGabriel Rocklin @grocklin.bsky.social · 18/05/2026Happy to share this in its published form! More than any project I've worked on, this was a huge team effort, so thank you so much to that team! Especially @ajrferrari.bsky.social www.nature.com/articles/s41...nature.comLarge-scale discovery, analysis and design of protein energy landscapes - NatureAn analysis of 5,778 domains 28–64 amino acids in length reveals hidden variation in conformational fluctuations, even between sequences sharing the same fold and global folding stability. 1278
Reposted by Kevin DrewRiddhiman Garge @riddhiman.bsky.social · 25/04/20261/ Thrilled to share our latest: an exciting collaboration across the @jshendure.bsky.social, @leastarita.bsky.social, @nobuhamazaki.bsky.social and @dschweppe.bsky.social labs! 🧵 below- #SystemsBiology #SCBEM #MultiOmics #Gastruloids www.nature.com/articles/s41...nature.comThe proteomic landscape and temporal dynamics of human and mouse gastruloid development - Nature Cell BiologyGarge et al. use experimentally matched mass spectrometry and RNA-sequencing to quantify proteins, phosphosites and transcripts across four key stages of human and mouse gastruloid development. 12411
Reposted by Kevin DrewDevin Schweppe @dschweppe.bsky.social · 24/04/2026Excited to see @riddhiman.bsky.social's gastruloid multiomics paper out now at Nature Cell Bio! Riddhiman used proteomics, phosphoproteomics, and RNAseq to profile stem-cell-derived embryo models to identify protein, complex, and signaling regulators of development. www.nature.com/articles/s41...nature.comThe proteomic landscape and temporal dynamics of human and mouse gastruloid development - Nature Cell BiologyGarge et al. use experimentally matched mass spectrometry and RNA-sequencing to quantify proteins, phosphosites and transcripts across four key stages of human and mouse gastruloid development. 1268
Reposted by Kevin DrewCaitie McCafferty @computingcaitie.bsky.social · 08/04/2026I am excited to share our most recent work collaborating with @centriolelab.bsky.social and @stearnslab.bsky.social to look at the ciliary base of mammalian multiciliated cells w/ cryo-ET, XL/MS, and U-ExM www.biorxiv.org/content/10.6... 312962
Reposted by Kevin DrewEd Huttlin @edhuttlin.bsky.social · 23/03/2026To better understand the ubiquitin-proteasome system, Suzanne Elsasser, Dan Finley, and the Human Proteostasis Consortium have systematically surveyed its components: www.biorxiv.org/content/10.6... I would encourage you to check out this valuable resource! @harvardcellbio.bsky.social 084
Reposted by Kevin DrewPedro Beltrao @pedrobeltrao.bsky.social · 04/03/2026We 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...evocellnet.comMapping the yeast atructural interactome with AlphaFold3: an open call for collaborationWe are excited to announce the early-stage release of our S. cerevisiae structural interactome mapping project. Using AlphaFold3 (AF3), w... 69853
Reposted by Kevin DrewClay Kosonocky @kosonocky.bsky.social · 04/03/2026The results are finally in! 🏆💻🧬 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 🧵 13118
Reposted by Kevin DrewPedro Beltrao @pedrobeltrao.bsky.social · 24/02/2026Proteome-wide AlphaFold pool party N&V by @ksdrew.bsky.social link.springer.com/article/10.1... (I almost added a party GIF, almost :)link.springer.comProteome-wide AlphaFold pool party - Molecular Systems BiologyMolecular 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... 1126
Reposted by Kevin DrewComplexPortal @complexportal.bsky.social · 16/02/2026🔎 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 🧪 QSProteome 121
Reposted by Kevin DrewJeffrey J. Gray @jeffreyjgray.bsky.social · 30/01/2026Final 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/rosettacommons.orgUndergraduatesRosetta Commons Research Experience for Undergraduates (REU) AI for Biomolecular Structure Prediction and Design Interns in this geographically-distributed REU program participate in research using… 034
Reposted by Kevin DrewPedro Beltrao @pedrobeltrao.bsky.social · 29/01/2026New 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...biorxiv.org 22011
Reposted by Kevin DrewEdward Marcotte @edwardmarcotte.bsky.social · 16/01/2026Very sad to hear about the passing of Peer Bork, one of true giants of computational biology www.embl.org/news/embl-an...embl.orgIn remembrance of Peer Bork | EMBLEMBL and its community are deeply saddened by the death of Peer Bork, the organisation’s Interim Director General. 1229
Reposted by Kevin DrewAlice Ting @aliceyting.bsky.social · 08/01/2026Video introduction to our new “Conformational 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 workyoutube.comAlice Ting Rosettacon keynote 2025YouTube video by Alice Ting 1268
Reposted by Kevin DrewAlice Ting @aliceyting.bsky.social · 08/01/2026Link to paper: www.science.org/doi/10.1126/...science.orgComputational design of conformation-biasing mutations to alter protein functionsConformational 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... 062
Reposted by Kevin DrewRoland Dunbrack 🏳️🌈 @rolanddunbrack.bsky.social · 08/01/2026This appeared today: www.asbmb.org/asbmb-today/...asbmb.orgMapping proteins, one side chain at a timeRoland 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. 5346
Reposted by Kevin DrewJeremy Reiter @reitergroup.bsky.social · 31/12/2025Modern 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 108628
Reposted by Kevin DrewJames Fraser @fraserlab.com · 29/12/2025I'm really excited to break up the holiday relaxation time with a new preprint that benchmarks AlphaFold3 (AF3)/“co-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...fraserlab.comKnow when to co-fold'emThis is the official web page for the James Fraser Lab at UCSF. 57230
Reposted by Kevin DrewGaurav Bhardwaj @gauravbhardwaj.bsky.social · 03/12/2025RFpeptides 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! 061
Reposted by Kevin DrewRiddhiman Garge @riddhiman.bsky.social · 22/11/2025Very 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. 🧵 👇 041
Reposted by Kevin DrewGabriel Rocklin @grocklin.bsky.social · 19/11/2025New preprint! We measured temperature- and pH-induced aggregation for over 18,000 natural and de novo designed protein domains! 412241
Reposted by Kevin DrewRyan Gray @slewzeus.bsky.social · 19/11/2025Congratulations to the newly minted Dr. Brittney Voigt! After defending a fantastic thesis spanning work in my lab and the @edwardmarcotte.bsky.social lab. 2223
Reposted by Kevin DrewErnst Schmid @ernstschmid.bsky.social · 12/11/2025Thrilled 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/hpbiorxiv.orgProteome-wide in silico screening for human protein-protein interactionsProtein-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... 716667
Reposted by Kevin DrewDept of Biological Sciences, University of Illinois Chicago @uicbios.bsky.social · 23/10/2025Last 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/... 012
Reposted by Kevin DrewChemistry at the University of Illinois Chicago @uic-chemistry.bsky.social · 16/10/2025The 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. 194
Reposted by Kevin DrewRupinder Kaur, PhD @kaurr.bsky.social · 03/10/2025#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...cell.comBeyond Wolbachia—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... 26425
Reposted by Kevin DrewArne Elofsson @handle.invalid · 29/09/2025Congrats Qian www.science.org/doi/full/10....science.org 011
Reposted by Kevin DrewCaitie McCafferty @computingcaitie.bsky.social · 23/09/2025I 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 🧬🧪 716454
Reposted by Kevin DrewStephanie Wankowicz @stephanieaw.bsky.social · 11/09/2025Structural 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...chemrxiv.org10 Rules for a Structural Bioinformatic AnalysisThe 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... 15415
Reposted by Kevin DrewClay Kosonocky @kosonocky.bsky.social · 02/09/2025🚨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! 152
Reposted by Kevin DrewMartin Pacesa @martinpacesa.bsky.social · 27/08/2025Exciting 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... 14305109
Reposted by Kevin DrewYo Akiyama @yoakiyama.bsky.social · 05/08/2025Excited 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🧵biorxiv.orgScaling down protein language modeling with MSA PairformerRecent 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 ... 19743
Kevin Drew @ksdrew.bsky.social · 29/07/2025Also, I would like to thank the NSF and NIH for funding, and DOE Argonne, NSF ACCESS, and Indiana JetStream2 for computational resources. 010
Kevin Drew @ksdrew.bsky.social · 29/07/2025There 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. 110
Kevin Drew @ksdrew.bsky.social · 29/07/2025Finally, we utilize our network to build structural models of a ciliary protein complex linked to oral-facial-digital syndrome. We identified several human pathogenic mutations at the interface of OFD1 and FOPNL (CEP20), pointing to a mechanism of pathology. 220
Kevin Drew @ksdrew.bsky.social · 29/07/2025Encouraged by this, we prioritized ~2,500 high-confidence DirectContacts2 protein pairs and ran them through AF3. We see excellent enrichment of high quality models consistent with the AF2 models. 120
Kevin Drew @ksdrew.bsky.social · 29/07/2025First, using a compendium of computed structural models for evaluation, we see our DirectContacts2 network outperforms other networks at prioritizing protein pairs for AlphaFold2 modeling. 131