Furthermore, future studies should incorporate a broader panel of inflammatory and metabolic markers, such as interleukins, tumor necrosis factor-alpha (TNF-α), adiponectin, and lipid profiles, to disentangle the causal pathways underlying the AGP-gallstone association. This evidence concerns the gene ATP5MK and gallstones.