Quantum Technologies Strategic Imperatives for Health and Healthcare Leaders 2025
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Experimental examples TABLE 4
Use case examples End user Ecosystem partner
Protein folding prediction Cleveland Clinic IBM
Photodynamic property modelling Cleveland Clinic Algorithmiq, IBM
Stage 4:
Theoretical readiness
(10+ years)
Table 5 contains some transformative but longer-
term applications.
These examples remain theoretical, requiring
breakthroughs in fault-tolerant hardware and
scalable algorithms to be business-ready. With
long-term investment, however, success could
fundamentally reshape how therapies are designed,
tested and approved.Actionable items to enable
theoretical readiness
–Invest in exploratory research consortia.
–Define data-sharing and ethical frameworks
that anticipate future capabilities.
–Begin horizon-scanning with regulators to
avoid bottlenecks when breakthroughs arrive.
First-mover advantage: Redefine therapeutic
frontiers and create a unique advantage when
full-scale quantum modelling becomes possible.
Theoretical examples TABLE 5
Use case examples End user Ecosystem partner
Predictive toxicology modelling Yale University, Purdue University, Tokyo Tech IBM
Biological simulation
of treatment responsesCleveland Clinic IBMStage 3:
Experimental readiness
(6–10 years)
A second wave of applications is progressing from
proof-of-concept towards maturity, including the
use case examples in Table 4.
These examples are not yet enterprise-ready,
but active pilots are demonstrating technical
feasibility. Stakeholders who invest now can shape
benchmarks, data standards and infrastructure
integration, ensuring they capture the upside
when these technologies move to production.Actionable items to enable
experimental readiness
–Establish joint industry and academic research
to validate performance on real datasets.
–Build hybrid workflows that anticipate future
integration with HPC/AI pipelines.
–Develop workforce skills around quantum-
classical simulation synergies.
First-mover advantage: shorten routes to
adoption, enhance the ability to shape market
expectations and build defensible positions.
Quantum Technologies: Strategic Imperatives for Health and Healthcare Leaders
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