Computational Drug Discovery: Tools Across the Translational Pipeline (X3)
January 1-4, 2027  | Location to be Determined
Aicha BenTaieb and Jakob Kather
* Session Chair † Invited but not yet accepted | Program current as of October 7, 2025 6 PM | For the most up-to-date details, visit https://www.keystonesymposia.org
Friday, January 1, 2027
4:00–8:00 PM Registration
6:00–8:00 PM Welcome Mixer
Saturday, January 2, 2027
7:00–8:00 AM Breakfast
8:00–9:00 AM Welcome and Keynote Address (Joint)
  James Zou †, Stanford University
Talk Title to be Announced
 
9:00–11:15 AM Decoding Biology to Build Target Hypotheses
  Debora Marks †, Harvard Medical School
Generative Approaches to Uncover Gene-Gene Dependencies
 
  David R. Kelley †, Calico Life Sciences
Predicting Gene Regulation across Tissues
 
  Sara Mostafavi †, Genentech
Sequence to Function Models and Agents for Target Discovery
 
  Iya G. Khalil †, GNS Healthcare
Foundation Models for Biology and their Impact on Target Discovery
 
  Short Talk(s) Chosen from Abstracts
 
9:30–9:50 AM Coffee Break
11:15–12:15 PM Panel Discussion 1: From Perturbation to Validation - How do we Define Confidence in New Targets?
12:15–1:00 PM Poster Setup
12:15–5:00 PM On Own for Lunch
1:00–10:00 PM Poster Viewing
2:30–4:30 PM Symposia Spotlight 1: Late-breaking research presentations selected from abstract submissions
  Short Talks Chosen from Abstracts
 
4:30–5:00 PM Coffee Available
5:00–7:00 PM Modeling Perturbations to Validate Targets
  Ryan Fukushima †, Tempus
The Role of Real-World Data and Tumor Organoids for Target Validation
 
  Patrick Schwab †, GSK
Machine Learning for Causal Biology
 
  Mingyao Li †, University of Pennsylvania School of Medicine
Spatial Biology for Biomarker and Target Discovery
 
  Shekoofeh Azizi †, Google DeepMind
How do we Validate Agentic LLMs for Therapeutics?
 
  Short Talk(s) Chosen from Abstracts
 
7:00–8:00 PM Social Hour with Dinner
7:30–10:00 PM Posters
Sunday, January 3, 2027
7:00–8:00 AM Breakfast
8:00–11:00 AM Drug Design and Preclinical Development: Simulating Therapeutics and Translation (Joint)
  Dean Ho †, National University of Singapore
Simulating First in Human Dosing Studies in Oncology
 
  Regina Barzilay †, Massachusetts Institute of Technology
ML for Drug Discovery and Oncology Success Stories
 
  Philip Kim †, University of Toronto
Talk Title to be Announced
 
  Cesar de la Fuente †, University of Pennsylvania
Talk Title to be Announced
 
  Short Talk(s) Chosen from Abstracts
 
9:00–9:20 AM Coffee Break
11:00–12:00 PM Panel Discussion 2: The Future of Antibody and Drug Design –Subject Matter Experts, Automation and Robotics, or AI? (Joint)
11:00–1:00 PM Poster Setup
11:00–5:00 PM On Own for Lunch
1:00–10:00 PM Poster Viewing
1:45–2:45 PM Panel Discussion 3: Can AI-Driven Simulations Replace or Refine Preclinical Studies?
3:00–4:30 PM Career Roundtable
4:30–5:00 PM Coffee Available
5:00–7:00 PM Modeling Efficacy and Safety Before the First Dose
  Mohamed Shahin †, Pfizer
Modeling and Simulations Meet AI for Clinical Pharmacology
 
  Caroline Chung †, University of Texas MD Anderson Cancer Center
How to Unlock EHRs for Real-World Evidence
 
  Jorge S. Reis-Filho †, AstraZeneca
Agentization of Pharma R&D in 2030 - Where are we Headed
 
  Short Talk(s) Chosen from Abstracts
 
7:30–10:00 PM Posters
8:00–10:00 PM Social Hour with Dinner
Monday, January 4, 2027
7:00–8:00 AM Breakfast
8:00–11:00 AM Where are we with Multimodal Learning from Clinical and Real-World Data?
  Faisal Mahmood †, Brigham and Women's Hospital
Autonomous Research Agents and Multimodal Foundation Models
 
  Leonor Cerda-Alberich †, La Fe Health Research Institute
Learning from Real World Data in Oncology
 
  Marinka Zitnik †, Harvard Medical School
Multi-Agent Systems for Learning from Clinical Data
 
  Maria Alice Franzoi †, Gustave Roussy
Learning from Real-World Data at Scale
 
  Short Talk(s) Chosen from Abstracts
 
9:00–9:20 AM Coffee Break
11:00–12:00 PM Panel Discussion 4: Human/Machine Interactions, how do we Leverage Agentic AI in Multidisciplinary Teams?
11:00–5:00 PM On Own for Lunch
2:30–4:30 PM Symposia Spotlight 2: Late-breaking research presentations selected from abstract submissions
  Short Talks Chosen from Abstracts
 
4:30–5:00 PM Coffee Available
5:00–6:45 PM Integration and Iteration: Future of AI-driven R&D
  Ariel Dora Stern †, University of Potsdam
Regulatory Barriers for Real-World Translation of Digital Technologies
 
  Magdalena Wekenborg †, TU Dresden
Human-Machine Interaction in Scientific Agent Teams
 
  Arsela Prelaj †, Istituto Nazionale Tumori di Milano
Training the Next Generation of Biomedical Researchers in the AI Age
 
  Short Talk(s) Chosen from Abstracts
 
6:45–7:00 PM Meeting Wrap-Up: Outcomes and Future Directions
7:00–8:00 PM Social Hour with Dinner
8:00–11:00 PM Entertainment
8:00–11:00 PM Cash Bar
Tuesday, January 5, 2027
12:00–11:59 PM Departure