preprintnpj Drug Discovery.Jan 7, 2026DIAMOND OA

Quantum-machine-assisted drug discovery

YZYidong ZhouJCJintai ChenJCJinglei ChengXCXu CaoYZYuanyuan Zhang

Rensselaer Polytechnic Institute · University of Illinois Urbana-Champaign · +6 more institutions

Indexed inarxivcrossrefdatacitedoaj

Abstract

Drug discovery is lengthy and expensive, with traditional computer-aided design facing limits. This paper examines integrating quantum computing across the drug development cycle to accelerate and enhance workflows and rigorous decision-making. It highlights quantum approaches for molecular simulation, drug-target interaction prediction, and optimizing clinical trials. Leveraging quantum capabilities could accelerate timelines and costs for bringing therapies to market, improving efficiency and ultimately benefiting public health.

Citation impact

5
total citations
FWCI
36.53
Percentile
99%
References
194
Citations per year

Authors

11

Topics & keywords

Keywords
  • Perspective (graphical)
  • Drug discovery
  • Quantum
  • Computer science
  • Data science
  • Artificial intelligence
  • Physics
  • Bioinformatics
No related works found for this paper.

Funding