TF and diabetes mellitus: These results revealed that ChIPEA can generally predict chemical–TF associations with high efficiency, particularly for chemicals categorized as ATC code A (alimentary tract and metabolism, e.g., diabetes treatments and vitamins) and G (genitourinary system and sex hormones), which directly target nuclear receptors.