The results of our study bring a fresh perspective on the complex interactions between caffeine metabolism, vitamin B12 and folate status, and the clinical features of MetS, highlighting the role of genetic polymorphisms in the CYP1A1 and CYP1A2 genes. Here, CYP1A1 is linked to metabolic syndrome.