Workshops Healthcare Quantum Drug Discovery
Healthcare Full Day or Half Day Workshop

Quantum Drug Discovery: Molecular Simulation for Pharmaceutical R&D

This workshop teaches pharmaceutical R&D teams how to use quantum simulation for molecular energy calculations, binding affinity prediction and proton transfer modelling.

Full day (6 hours) or half day
In person or online

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Eclypses
Arqit
QuantBond
Krown
Applied Quantum
Quantum Bitcoin
Venari Security
QuStream
BHO Legal
Census
QSP
IDQ
Patero
Entopya
Belden
Atlant3D
Zenith Studio
Qudef
Aries Partners
GQI
Upperside Conferences
Austrade
Arrise Innovations
CyberRST
Triarii Research
QSysteme
WizzWang
DeepTech DAO
Xyberteq
Viavi
Entrust
Qsentinel
Nokia
Gopher Security
Quside

Workshop Description

The chemical space of potential drug molecules is estimated at 10^60 compounds. Classical algorithms cannot explore it efficiently. Quantum chemistry simulation via variational methods offers a tractable path for specific problem classes: calculating molecular energies, predicting binding affinities, and modelling proton transfer reactions in drug synthesis. AstraZeneca's 2024 collaboration with IonQ and Amazon demonstrated a quantum-accelerated workflow for a small-molecule drug synthesis reaction, representing the first publicly documented case of a pharmaceutical company running production quantum chemistry on commercially available hardware. In 2024, IBM and Moderna reached a record-setting quantum simulation: 80 qubits simulating mRNA sequences up to 60 nucleotides, up from the previous record of 42.

The practical limits of current hardware are well-defined, and any workshop that avoids them is doing its audience a disservice. Quantum advantage in molecular simulation today is constrained to systems of roughly 10 to 50 molecular orbitals on NISQ hardware with meaningful noise mitigation. That covers a useful range of fragment-based drug design and binding energy calculations but does not extend to whole-protein simulation at clinically relevant resolution. This workshop maps the real boundary, gives participants a framework for evaluating their own target pipeline against it, and works through the vendor landscape (Algorithmiq, Pasqal, IBM, IonQ, Microsoft) with a specific focus on pharmaceutical partnership models and IP protection requirements. The full-day format includes a hands-on quantum simulation framework component; the half-day format is a briefing without the practical exercise.

What participants cover

  • VQE and Quantum Phase Estimation for molecular energy calculation: current error rates versus classical HPC benchmarks
  • Protein-ligand binding energy: where quantum docking outperforms AutoDock and Glide on specific target classes
  • AstraZeneca/IonQ/Amazon 2024 demonstration and IBM-Moderna 80-qubit mRNA simulation: what was achieved and its scope
  • NISQ-era limitations: system sizes (10-50 molecular orbitals) where current hardware achieves advantage, and the frontier for 2026-2030
  • Structuring a first quantum chemistry pilot: vendor selection, infrastructure requirements, IP protection, and the internal business case
  • McKinsey's $200-500B life sciences projection to 2035: the assumptions behind it and what a realistic internal ROI model looks like

Preliminary Agenda

Full-day session structure with scheduled breaks. Content is configurable to your team's technical level and R&D pipeline focus.

# Session Topics
1 Quantum Chemistry for Drug Discovery What works now, what does not, and the honest boundary
2 Case Studies Real-world quantum drug discovery demonstrations
  • AstraZeneca/IonQ small-molecule drug synthesis reaction
  • IBM-Moderna 80-qubit mRNA simulation
  • Roche-Quantinuum Alzheimer's VQE study
Break, after 35 min
3 Interactive Demonstration: Structuring a First Quantum Simulation Project Full-day format only
  • Target pipeline evaluation against current hardware capability
  • Infrastructure and vendor platform requirements
  • IP protection and data governance for quantum partnerships
4 NISQ Limits and the Fault-Tolerant Frontier Which tasks benefit from current versus future hardware
  • 10-50 molecular orbital boundary on current NISQ devices
  • Error mitigation techniques and their practical impact
  • Fault-tolerant timeline and what it unlocks for drug discovery
Break, after 45 min
5 Vendor Landscape and Partnership Models IP protection, cost structures, and realistic ROI
  • Algorithmiq, Pasqal, IBM, IonQ, Microsoft comparison
  • Pharmaceutical partnership models and access pricing
  • McKinsey's $200-500B projection: realistic internal ROI modelling
6 Q&A and Project Planning

Designed and Delivered By

Workshops are designed and delivered by QSECDEF in collaboration with sector specialists. All facilitators have direct experience in both quantum technologies and healthcare systems.

QD

Quantum Security Defence

Workshop design and delivery

QSECDEF brings world-leading expertise in post-quantum cryptography, quantum computing strategy, and defence-grade security assessment. Our advisory membership spans 600+ organisations and 1,200+ professionals working at the intersection of quantum technologies and critical infrastructure security.

HC

Healthcare Sector Partners

Domain expertise and clinical validation

Healthcare-specific workshops are co-delivered with sector specialists who bring direct operational experience in NHS trusts, private hospital groups, pharmaceutical R&D, and medical device manufacturing. This ensures workshop content is grounded in regulatory, clinical, and operational realities.

Commission This Workshop

Sessions are configured around your R&D pipeline, target molecule classes, and existing computational infrastructure. Get in touch to discuss requirements and schedule a date.

Contact Us

Quantum technologies are evolving quickly and new developments emerge regularly. This page was last updated on 15/03/2026. For the most current information about course content and suitability for your organisation, we recommend contacting us directly.