Protein Engineering and Evolution. Views my own.

Joined August 2013
Proteins are always moving. They wiggle. They jiggle. They interact with their surroundings. That movement drives their function. Yet the motion stays mostly invisible. We cannot understand protein function, engineer it, or correct it until we can see the motion and predict it. prismscience.org
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New in BANDICOOT: color each altloc a distinct hue, so you see heterogeneity while you build. Each added alternate conformation is auto hue-shifted from the last; remove them all and the residue returns to bulk color. Configurable and open source! diffuse.science/post/bandico… #compbio
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Bulk solvent fills ~half a protein crystal. Modeling this is required for a good fit to experimental data. How best to model this remains an open question. New from diffUSE: a Phenix patch to supply your own solvent map (MD, 3D-RISM, EDEN, neural nets). thestacks.org/publications/m…
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Our new ICLR paper on leveraging “soft decomposability” of design spaces (eg protein sequence) wrt a target property (eg enzymatic activity) in order to more efficiently search through the design space. Active site vs. scaffold, for eg. @jamesbowden_ joint with @svlevine
I'm excited to share our ICLR paper on how leveraging decomposability can enable more efficient scientific design, with @jlistgarten and @svlevine. We were motivated by protein design in particular. Check out the blog post: james-bowden.github.io/dado/.
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Our new paper on leveraging ML to characterize the fitness landscape of two proteins binding through evolution, wrt geometry, epistasis, etc. The super hard work of Hanlun Jiang, Stephan Allenspach and @jamesbowden_ on our end. science.org/doi/10.1126/scie…
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New, full length ProteinGuide manuscript, now spanning interpolative, extrapolative and multi-property (extending Pareto optimality) settings; comparisons to fine-tuning; and beating 7 rounds of directed evolution with just one round of ProteinGuide. arxiv.org/abs/2505.04823
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Fasan Lab@FasanLabJan 30
Delighted to share our publication in @NatureComms on the computational design of generalist carbene transferases with tailored, stereodivergent selectivity! Great collab with Sagar Khare! Kudos to Zhuofan, Mary, and Xinkun and all other coauthors! nature.com/articles/s41467-0…
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New Preprint!! We show that binding entropy can be quantitatively predicted from crystallographic ensemble models, accounting for both protein conformational entropy and solvent entropy! biorxiv.org/content/10.64898…
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"We propose that the p-value be demoted from its threshold screening role and instead, treated continuously."
Gentle reminder p<0.05 zealots
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Deeply honored to be part of the 2025 @schmidtsciences Polymath cohort! 🥳
Congratulations to Nozomi Ando, @CornellChem professor! She's been named a @schmidtsciences Polymath, part of a global cohort of 8 scientists & engineers with “remarkable track records, promising futures and a desire to expand their research portfolios." as.cornell.edu/news/nozomi-a…
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I’m crine bro 😭
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Nature Chemical Biology@nchembio18 Aug 2025
‘Protein evolution as a complex system’ – A new Comment discusses protein evolution in terms of complex systems theory and machine learning approaches to model the dynamics of protein evolution nature.com/articles/s41589-0…
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Really proud of this work by Jae Kennemur and Yueming Long. #Enzymes rock, with a little help from #directedevolution to do #chemistry not known in nature (and not easily done by humans).
#Enzymatic Stereodivergent Synthesis of Azaspiro[2.y]alkanes by Jennifer L. Kennemur, Yueming Long, Catherine J. Ko, Anuvab Das, and @francesarnold at @CaltechCCE in @J_A_C_S pubs.acs.org/doi/10.1021/jac…
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Excited to share our new work—PhageMaP, a high-throughput platform for genome-wide knockout screening in diverse phages across multiple hosts. PhageMap reveals essential, non-essential and conditionally-essential genes, interactors with host anti-phage defenses & enables rational phage design. Fun collab with Charlie Mo, exceptional work by Jackie Chen! 📝 Cell Host & Microbe: doi.org/10.1016/j.chom.2025.…
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Applications for this position close tomorrow. Don't miss out!
🌟We are hiring! Seeking a postdoc to use molecular dynamics and AI to understand how ion channels are regulated by membrane lipids🌟 Join us at @ourANU with amazing collaborators and great working conditions! Apply: tiny.cc/corry. Us: karri.anu.edu.au
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Stepping into Substack, starting with (baby) thoughts on LLMs & Scientists. Inspired by great work coming out of ICML, new endeavors like @FutureHouseSF, and self reflections on my use of LLMs. stephaniewankowicz.substack.…
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Colin Jackson retweeted
RT please 🙌 Applications for a postdoctoral position in *Bioinformatics* in my lab are still open! Come and work with us @ARMI_Labs at the beautiful @cityofmelbourne Apply here careers.pageuppeople.com/513… Inquiries: [email protected]
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