Beyond gallstones and polyps, mutations in TP53 and ERBB2/ERBB3 genes, metabolic syndrome (obesity, hyperglycemia, hyperlipidemia), and chronic infections (Salmonella, Helicobacter) are significant risk factors. Here, ERBB3 is linked to gallstones.