The present disclosure relates to compounds that bind to at least one of ACAT1/2 and OXCT1/2 and inhibit mitochondrial ATP production, referred to herein as mitoketoscins. Methods of screening compounds for mitochondrial inhibition and anti-cancer properties are disclosed. Also described are methods of using mitoketoscins to prevent or treat cancer, bacterial infections, and pathogenic yeast, as well as methods of using mitoketoscins to provide anti-aging benefits. Specific mitoketoscin compounds are also disclosed.