Interestingly, the Prevotellaceae NK3B31 group was enriched exclusively in the HER2-type group, and though few studies have addressed this genus, it has been associated with glucose intolerance and obesity [34, 35], potentially linking metabolic factors with breast cancer subtypes. Here, ERBB2 is linked to obesity due to melanocortin 4 receptor deficiency.