something to digest... ;-)
@voelzlab
Professor of Chemistry at Temple University. Molecular simulation, stat mech, ML/DL, protein dynamics, biophysics, Bayesian inference, computational design, drug discovery. https://orcid.org/0000-0002-1054-2124 https://sites.temple.edu/voelzlab
something to digest... ;-)
Our recent preprint shows that metastable, short-lived PPIs captured by MD and IGME define key design targets for PROTACs, enabling rational discovery of sub-nanomolar RIPK1 degraders.
Great collab w/ Weiping Tang! Congrats to Yue & co-authors!
chemrxiv.org/doi/full/10....
-
"In contrast to previous attempts at iterative optimization, we employ a validation set to determine convergence. Using a validation set circumvents problems with parameter convergence and flags when overfitting occurs"
pubs.acs.org/doi/full/10....
New Preprint!! We show that binding entropy can be quantitatively predicted from crystallographic ensemble models, accounting for both protein conformational entropy and solvent entropy! www.biorxiv.org/content/10.6...
Third preprint of the year is from @julianstreit.bsky.social who, with our collaborators at Peptone, show that multithermal On-the-fly Probability Enhanced Sampling (OPES) enables efficient generation of atomistic ensembles for disordered peptides and proteins π
www.biorxiv.org/content/10.6...
The work by @danialv.bsky.social is now out in @pnas.org with a few changes after peer-review. Have a look if you are interested in lipid transport by bridge lipid transfer proteins (BLTPs)...
www.pnas.org/doi/10.1073/...
Congrats Roland!
When I wrote my latest for @natchem.nature.com on the appropriation of the quantum mechanical lexicon by scam artists, could I have imagined that the surgeon general of Florida would be peddling the woo? Alas, probably. rdcu.be/eXQL (1/3)
New Preprint dropped. LAMMPS + ANI, a super fast implementation of MLIPs. Highly parallel (> 1000 GPUS) and much faster than anything else out there ! Work done by the amazing @ignaciopickering.bsky.social, @nickterrel.bsky.social , and Jinze (Richard) Xue. chemrxiv.org/engage/chemr...
#MachineLearning researchers: Join us at @msftresearch.bsky.social #ArtificialIntelligence for Science to push the frontier of AI for molecular Biology or AI for Chemistry. Work with @marwinsegler.bsky.social or my team in Berlin, Cambridge or Amsterdam.
apply.careers.microsoft.com/careers/job/...
How do cells know which way to move in a chemical gradient? π§ New work by graduate student Andrew Goetz proposes that receptors can compute direction. This new mechanism for directional sensing was published in PNAS late last year: www.pnas.org/doi/10.1073/...
Exciting news! We have a new website: omsf.io/alchemistry
Your one-stop shop for everything related to our conference community. π
BTW, registration is now open, so head over to secure your spot! We'll be sharing updates and details about the event.
Bookmark it as there's plenty more to come!
First article of 2026! Happy to have our first real foray into carbohydrates out in J Phys Chem B. Excellent work by PhD candidate Esmat Mohammadi.
pubs.acs.org/doi/full/10....
OpenFE is ready for production! chemrxiv.org/engage/chemr...
In collaboration with our industry partners, we ran benchmarking simulations of our hybrid-topology RBFE protocol on a large collection of both public and private protein-ligand binding datasets.
#compchem
Excited to be a part of this review paper by Chapin Cavender et al. Now out in LiveCoMS! doi.org/10.33011/liv...
New Title Alert: HADDOCK3- is the next generation integrative modeling software in the long-lasting HADDOCK project.
Learn more here: buff.ly/gInH6VV
#SBGrid #SBGridSoftware #StructuralBiology
Philadelphia Freedom. πΊπΈ #NoKings
Structures from AlphaFold3 - while often impressively good - tend to fail representing the dynamic ensembles accurately. And often parts of the structure are not correct. Adding experimental data, directly in AlphaFold's diffusion step, provides physically realistic protein ensembles. This image shows two cases where AlphaFold3-only structures were largely improved by guiding with experimental data.
π’ New preprint:
Experiment-guided AlphaFold3 resolves accurate protein ensembles.
doi.org/10.1101/2025...
AlphaFold3 is incredible, but has crucial limitations: it typically collapses to a single conformation, ignoring the inherent dynamics of proteins. And it can be wrong. Here's a solution. π§΅π
Could not be more thrilled to have Pat Walters (@wpwalters.bsky.social) at the scientific helm of OpenADMET!m (@openadmet.bsky.social)! π
Check out this new interview with Pat in Nature Reviews Drug Discovery:
www.nature.com/articles/d41...
BIG ANNOUNCEMENTπ£: I havenβt been this excited to be part of something new in 15 yearsβ¦ Thrilled to reveal the passion project Iβve been working on for the past year and a half!ππ₯³ (thread π)
Our latest work seeks to answer a longstanding question: why is discovering new protein binders seemingly unpredictable β and can we better quantify and understand the de novo binder discover process? 1/12
www.biorxiv.org/content/10.1...
pip install ipsae
from www.linkedin.com/in/ullah-sam...
www.youtube.com/watch?v=A5ph...
PyPI pypi.org/project/ipsae/
His github fork github.com/ullahsamee/I...
My github github.com/DunbrackLab/...
Paper www.biorxiv.org/content/10.1...
For designed protein binders www.biorxiv.org/content/10.1...
Brought to you by Austin Cheng (@auhcheng.bsky.social) β meet the newest member of our team: Quetzal!
Named after Quetzalcoatl, the Aztec god of creation, Quetzal is a simple yet scalable model for building 3D molecules atom by atom.
π arxiv.org/abs/2505.13791
[1/4]
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...
New preprint: www.biorxiv.org/content/10.1...
We used molecular dynamics simulations and solid-state NMR (@fmp-berlin.de) to look at calcium binding to the pore domain of the calcium-gated K+ channel MthK. @wojciechkopec.bsky.social @compbiophys.bsky.social
Excited to share the final paper from my PhD in @voelzlab.bsky.social , out now in #JCTC @acs.org ! We ran ~43k expanded ensemble free energy calculations on @foldingathome.org to do in silico site saturation mutagenesis on designed hemagglutinin minibinder proteins.
π doi.org/10.1021/acs....
ACS announces 2026 national award winners
The winners are being acknowledged for their outstanding achievements in chemistry across various fields in the discipline. cen.acs.org/people/award...
CACHE 7 is launched with support from the @gatesfoundation.bsky.social and unpublished data from Damian Young at @bcmhouston.bsky.social, Tim Willson @thesgc.bsky.social and Neelagandan Kamaria InSTEM. Design selective PGK2 inhibitors. We'll test them experimentally.
bit.ly/4lnVYOs