A DNA encoding a glucose dehydrogenase enzyme with high substrate specificity and recombinant vectors and transformants for expression of the DNA are disclosed. By culturing the transformant, the glucose dehydrogenase enzyme can be produced at a low cost. The glucose dehydrogenase enzyme produced is not affected by oxygen dissolved in a measurement sample and, in particular, has superior thermal stability.