Winter 2026
2026 Dates and Location Coming Soon
Keynote Speakers
Peter Kim
Stanford University
George Church
Harvard University
Pilar Cosio
Flatiron Institute
Scientific Organizers
Sergey Ovchinnikov
Massachusetts Institute of Technology
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"
- 5:15 - 5:30: Amrita Nallathambi
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"
- 9:00 - 9:30: David La
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"
- 10:30 - 10:45: Joseph Lubin
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
- 2:00 - 2:15: Aransa Griñen
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
- 4:00 - 4:30: Peter Kim
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"
- 5:45 - 6:00: Andreas Petrides
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"
- 9:00 - 9:30: Pilar Cossio
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"
- 11:15 - 11:30: Colby Agostino
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"
- 1:45 - 2:00: Mike Nichols
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