In summary, our data highlight the potential combined use of serum adiponectin and TNF-α R2 for diabetes prediction model construction in the Chinese population, as an attractive alternative to existing methods which warrant further validation in other populations. Here, ADIPOQ is linked to diabetes mellitus.