Quantum computing holds promising potentials in discovering possible COVID-19 treatments. Funding from the Penn State Institute for Computational and Data Sciences, coordinated through the Penn State Huck Institutes of the Life Sciences is gaining popularity to explore new methods for drug discovery. Such trends are translating into revenue opportunities for companies in the quantum computing market during the developing pandemic.