Jeffrey J. Gray
jeffreyjgray.bsky.social
Jeffrey J. Gray
@jeffreyjgray.bsky.social
Johns Hopkins Chemical & Biomolecular Engineering Professor, Co-Director of RosettaCommons, protein engineer, Baltimore resident, father of two. he/him
Congratulations to @swcanner.bsky.social for the successful defense of his thesis, “The Protein Sugar Interactome”! Leveraging deep learning and AI, he created tools and uncovered putative structural interactions underlying intercellular communication. He will receive his diploma in December.
November 3, 2025 at 2:24 PM
Excited to share our new preprint “Unified Sampling and Ranking for Protein Docking with DFMDock” by PhD candidate Lee-Shin Chu and Post-Doc Sudeep Sarma! We designed a diffusion docking model that samples rigid-body conformations by predicting forces and ranks poses using predicted energies.
October 8, 2025 at 6:27 PM
Reposted by Jeffrey J. Gray
My latest manuscript is now on BioRxiv: Evaluation of De Novo Deep Learning Models on the Protein-Sugar Interactome. where we benchmark AF3 at protein-carbohydrate docking. This work was only possible with Dr. Lei Lu @takeshita-sho.bsky.social and @jeffreyjgray.bsky.social
doi.org/10.1101/2025...
September 8, 2025 at 4:52 PM
Meet our new post-doc, Alejandra Montaño Romero! PhD in @cryoet.bsky.social’s lab (JHMI), she studied neurodevelopmental mutations in glutamate receptors via experimental & in silico work. Now she will improve deep learning for membrane proteins and design therapeutic antibodies targeting them!
September 10, 2025 at 5:52 PM
Our post-bac program will give you a year of research training after you finish undergraduate. Work on incredible biomolecular structure and design projects (e.g. antibody engineering, or deep learning algorithms), and have great mentoring and support in applying for grad schools and fellowships.
January 14, 2025 at 4:15 PM
Reposted by Jeffrey J. Gray
Winter RosettaCon: Early registration deadline extended to Jan 8
Good news! The early registration deadline for Winter RosettaCon has been extended to January 8.
Additionally, the travel award deadline has been extended to January 6.
Learn more: winterrosettacon.org
Winter RosettaCon
winterrosettacon.org
January 3, 2025 at 10:54 PM
Join us to research protein design! After that Nobel Prize, the field is wide open for impactful applications in medicine, sustainability, and technology. It's an incredible summer.
The Rosetta Commons Research Experience for Undergraduates (REU) program accepts applications until February 1, 2025. Apply now and participate in research using the Rosetta Commons software. Learn more here: rosettacommons.org/education/reu/

#REU #RosettaCommons #Undergraduateprogram
January 14, 2025 at 4:12 PM
Reposted by Jeffrey J. Gray
We're excited to work with @omsf.io OpenADMET and @polarishub.io to bring you this blind predictive modeling community challenge!

If you're developing predictive models for drug discovery---potency or ADMET---here's your chance to test them prospectively on real discovery data from ASAP!
🦠 We’re excited to announce our first competition in partnership with @asapdiscovery.bsky.social and @omsf.io!

Test your skills across three sub-challenges revolving around SARS-CoV-2 and MERS-CoV Mpro🧵

Full details: polarishub.io/competitions
Blog: polarishub.io/blog/antivir...
December 3, 2024 at 4:46 PM
Ice skating with the lab at the Johns Hopkins ice rink!
January 27, 2024 at 3:14 PM
Deadline is Thurs Feb 1! Apply now for summer internships in computational biomolecular design.

(postbac apps due Feb 15)
The Rosetta Commons REU (summer) and RaMP (postbac) applications are open! Apply to research in a molecular modeling and design laboratory. REU: rosettacommons.org/about/intern RaMP: rosettacommons.org/about/post-b... Application Help: docs.google.com/document/d/1... #Postbac #undergrad #compbio
Rosetta Commons Research Experience for Undergraduates | RosettaCommons
rosettacommons.org
January 27, 2024 at 3:11 PM
Superfun at #NeurIPS to see lab alumni Jeliazko Jeliazkov and @dakpinaroglu.bsky.social, here with current PhD students Michael Chungyoun and Fatima Hitawala.
December 18, 2023 at 8:01 PM
Prepping for class this spring, this playlist of videos on diffusion models for proteins are great! Series is led by @maom.bsky.social and Nick Randolph of UNC.

www.youtube.com/playlist?lis...
Molecular ML Reading Group
The Molecular ML Reading Group aims to explore foundational and recent applications of machine learning models to modeling molecular system.
www.youtube.com
December 18, 2023 at 7:56 PM
Hey #NeurIPS2023 folks - interested in protein design / computational biology? Check out Rosetta Commons labs. We have undergrad summer internships, post-baccalaureate gap-year positions, and PhD programs and postdocs at universities around the globe.
www.rosettacommons.org/about
About | RosettaCommons
www.rosettacommons.org
December 14, 2023 at 9:22 PM
As you are reflecting on your blessings this Thanksgiving, perhaps consider what wonderful scientific opportunities might be out there for you next summer! Join our programs for gap-year or summer research in protein design and AI.
November 20, 2023 at 4:53 PM
Reposted by Jeffrey J. Gray
Late night experiment with @chrisfrank662.bsky.social :D
The backbone designability test. Start w/ backbone (diffusion, hallucination), put a sequence on it (proteinmpnn, esm-if), then the final test is to make sure it folds back to the original structure (alphafold, omegafold, esmfold) (1/3)
November 16, 2023 at 1:12 PM
Our infilling generative language model for antibodies, IgLM, is now published in Cell Systems!

This link is open-access for 50 days: authors.elsevier.com/a/1h-xe8YyDf...

Work of @richardshuai.bsky.social and @jeffruffolo.bsky.social.
November 16, 2023 at 3:12 PM
My department is hiring. apply.interfolio.com/136239
November 15, 2023 at 6:49 PM
Reposted by Jeffrey J. Gray
@rcsbpdb.bsky.social has joined Bluesky! Please follow them and post to them. Let's form a strong structural biology community on this site as the bird site continues to descend into...
November 1, 2023 at 9:26 PM
Interested in graduate school in biomolecular structure prediction and design? Here's a list of graduate programs with faculty affiliated with the Rosetta Commons, a worldwide collaboration on software for biomolecular structure prediction and design, including AI/deep-learning approaches.
Rosetta Commons Graduate Programs
Rosetta Commons Graduate Programs Faculty,PI Website,Institution,Research areas,Program (PhD unless noted),Website,Needed background,Program Notes,2022 Deadline,Other Program Faculty of Interest,Prog...
docs.google.com
November 2, 2023 at 2:14 PM