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Winter 2026

2026 Dates and Location Coming Soon

Day
Hour
Minute
Second
11

Keynote Speakers

Peter Kim - Environmental portrait in Whitehouse Station, NJ. 2012

Peter Kim

Stanford University

George_Church_FLI__

George Church

Harvard University

pilar_cossio

Pilar Cosio

Flatiron Institute

Scientific Organizers

Sergey_Ovchinnikov_150px

Sergey Ovchinnikov

Massachusetts Institute of Technology

Anum Glasgow_150

Anum Glasgow

Columbia University

Day 1 - Wednesday, February 26th, 2025

4:00 pm - 5:00 pm: Meeting Check In

5:00 pm - 5:15 pm: Welcome

Scientific Organizers: Anum Glasgow & Sergey Ovchinnikov

5:15 pm - 6:00 pm: Session 1: Protein design with generative AI

Session Chair: Alena Khmelinskaia and Colby Agostino

    • 5:15 - 5:30: Amrita Nallathambi
      • "Improving experimental success rates of de novo protein design through extensive iterative optimization"
    • 5:30 - 5:45: Bryce Johnson
      • "Non-Native Enzyme Engineering with a Biophysical Protein Language Model"
    • 5:45 - 6:00: Alex Li
      • "ProteinZen: combining latent and SE(3) flow matching for all-atom protein generation"

6:00 pm - 7:30 pm : Dinner on Site + JEDI Discussion Table

Boston Marriott Cambridge

7:30 pm - 9:30 pm: Poster Session 1

Day 2 - Thursday, February 27th, 2025

9:00 am - 10:15 am: Session 2 - Structure Prediction I

Session Chair: Amrita Nallathambi and Sudeep Sarma

    • 9:00 - 9:30: David La
      • Invited: "De novo Binder Design with AlphaProteo"
    • 9:30 - 9:45: Jesse Durham
      • "Domain Parser for AlphaFold Models using Artificial Intelligence (DPAM-AI)"
    • 9:45 - 10:00: Zachary Drake
      • "DMS-Fold: Deep-Learning Structure Elucidation from Single-Mutant Deep Mutational Scanning"
    • 10:00 - 10:15: Feng Zhang
      • "MetalNet2: an enhanced server for predicting metal-binding sites in proteomes"

10:15 - 10:30: Break (snacks and coffee)

10:30 am - 12:00 am: Session 3 - Structure Prediction II

Session Chair: Huong Kratochvil and Fabian Liessmann

    • 10:30 - 10:45: Joseph Lubin
      • "Filling Gaps and Building Missing Loops in Protein Crystal Structures with TandemFill"
    • 10:45 - 11:00: Roland Dunbrack
      • "What's wrong with AlphaFold's ipTM metric and how to fix it"
    • 11:00 - 11:15: Andrew Muenks
      • "Automated identification of small molecules in cryo-electron microscopy data with density- and energy-guided evaluation"
    • 11:15 - 11:30: Akshaya Narayanasamy
      • "Ion mobility guided Monte Carlo-based docking pipeline for predicting protein complexes"
    • 11:30 - 12:00: Gabriele Corso & Jeremy Wohlwend
      • Invited: "Boltz-1: Democratizing Biomolecular Interaction Modeling"

12:00 pm - 12:10 pm: Group Photo

12:10 pm - 2:00 pm: Lunch

Explore career options with organized lunches or network on your own.

PIs and industry attendees looking to recruit new group members can self-identify to organize an ad hoc lunch. Use the restaurant list to scope a place out.

Generate: Biomedicine is sponsoring a career lunch. Check the Nunify app for details and to sign up.

2:00 pm - 3:30 pm: Session 4 - Protein design applications I

Session Chair: Malcolm Wells and Yehlin Cho

    • 2:00 - 2:15: Aransa Griñen
      • "Designing novel PET-degrading enzymes using deep-learning"
    • 2:15 - 2:30: Katerina Blejec
      • "Probing the spontaneous posttranslational modification of de novo designed miniproteins at extreme temperatures"
    • 2:30 - 3:00: George Church
      • Keynote: "Beyond protein rocks: MLML for allostery, viral capsids, ribosomes, & biocontainment"
    • 3:00 - 3:15: Mariana Carletti
      • ProteinMPNN-Driven Design of Functional PI-PLC Variants: A Combined Computational and Experimental Approach
    • 3:15 - 3:30: Gaohua Liu
      • Characterization of Antibody Allostery: A Platform for Protein Design and Drug Discovery

3:30 - 4:00 Break (snacks and coffee)

4:00 pm - 5:30 pm: Session 5 - Protein-protein interactions

Session Chair: Nick Randolph and Cesar Ramirez

    • 4:00 - 4:30: Peter Kim
      • Keynote: "Protein language models for understanding and guiding evolution"
    • 4:30 - 4:45: Brian Pierce
      • "Expanding the TCR3d Database: Structures, Affinities, and Implications for Modeling and Design of Immune Recognition"
    • 4:45 - 5:00: Shayana Saravanakumar
      • "Benchmarking AlphaFold3 and related methods for TCR-pMHC structure prediction and identifying score cutoffs indicative of high-quality models"
    • 5:00 - 5:15: Helder Ribeiro
      • "Exploring the potential of structure-based deep learning approaches for T cell receptor design"
    • 5:15 - 5:30: Malcolm Wells
      • Evolution of functionally important conformational changes in an ancient protein fold

5:30 - 5:45 Bio-break/Bathroom break

5:45 pm - 6:45 pm: Session 6 - Next-Generation Tools for Computational Structural Biology

Session Chair: Helder Riberio and Joseph Lubin

    • 5:45 - 6:00: Andreas Petrides
      • "Folding in the Web: Bringing Foldit to your Browser"
    • 6:00 - 6:15: Sam DeLuca
      • "Levitate Bio: Supporting RosettaCommons through accessible and usable protein engineering tools"
    • 6:15 - 6:30: Jack Maguire
      • "Debugging a Dangerous PyRosetta Liability in the NotResidueSelector and Other Classes from the C++-to-Python Binding Process"
    • 6:30 - 6:45: Christopher Moth
      • "VUStruct: High Throughput Structural Biology for the Clinic"

6:45 pm - 8:00 pm: Dinner on Site + Biosafety Discussion Tables

Boston Marriott Cambridge

8:00 pm - 10:00 pm: Poster Session 2

Day 3 - Friday, February 28th, 2025

9:00 am - 10:30 pm: Session 7 - Stability and conformational changes in proteins

Session Chair: Jordan Hoff and Zhidian Zhang

    • 9:00 - 9:30: Pilar Cossio
      • Keynote: "Probing conformational ensembles and thermodynamics using cryo-electron microscopy images"
    • 9:30 - 9:45: Meagan MacDonald
      • "Changes in Photophysical Characteristics of DFHBI Fluorophore Bound to Mini Fluorescence Activating Proteins Using 19F NMR"
    • 9:45 - 10:00: Alena Khmelinskaia
      • "(First) Tales of Dynamic Protein Assemblies"
    • 10:00 - 10:15: Yehlin Cho
      • "Absolute folding stability prediction for small protein domains"
    • 10:15 - 10:30: Felipe Engelberger
      • "A recipe for maximizing AF2 conformational exploration while preserving high model quality"
    • 10:30 - 10:45: Bhoomika Basu Mallik
      • "Towards predicting oligomorphism in de novo designed protein assemblies"

10:45 - 11:15: Break (snacks & coffee)

11:15 am - 12:15 pm: Session 8 - Protein design applications II

Session Chair: Mariana Carletti and Sam DeLuca

    • 11:15 - 11:30: Colby Agostino
      • "Leveraging deep learning-based protein design to scaffold the HIV-1 envelope trimer base"
    • 11:30 - 11:45: Rommel Granja Travez
      • "Machine Learning-Driven Optimization of MHETase for Enhanced PET Biodeconstruction"
    • 11:45 - 12:00: Huong Kratochvil
      • "Protons on the move: Design of selective, functional proton channels"
    • 12:00 - 12:15: Ashley Vater
      • "Design to Data: Training the Next Generation of Protein Scientists"

12:15 pm - 1:45 pm: Lunch On Site

Boston Marriott Cambridge

1:45 pm - 3:15 pm: Session 9 - Protein design for peptides, small molecules, and minibinders

Session Chair: Jack Maguire and Erin Ahern

    • 1:45 - 2:00: Mike Nichols
      • Massively Parallel Discovery and In Vivo Validation of Tissue-targeting Protein Minibinders Using RFDiffusion and mCode Multiplexing
    • 2:00 - 2:15: Fengzhang Wang
      • "Rational Design of Covalent Peptide Binders"
    • 2:15 - 2:30: Parisa Hosseinzadeh
      • "How to make cyclic peptides even better"
    • 2:30 - 2:45: Fabian Liessmann
      • "Hederagenin is a Highly Selective Antagonist of the Neuropeptide FF Receptor 1 that Reveals Mechanisms for Subtype Selectivity"
    • 2:45 - 3:00: Benjamin Fry
      • "Design of small molecule binding proteins using LASErMPNN"

3:00 pm - 3:15 pm: Closing Remarks

4:00 pm - 6:00 pm: Happy Hour sponsored by Pillar VC

Unwind and socialize with colleagues and collaborators at this Happy Hour hosted by Pillar VC. Sign-up is required and accessible using the Nunify app.

If you need help with registration please Contact Us.

For more information about Rosetta Commons please go to the Rosetta Commons Website