The MR analysis results demonstrated that CXCL1, IL-1α, and IL-4 are potential risk factors for GERD, while TNFSF12 is a potential protective factor for GERD, and there is no reverse causation of the relationship. This evidence concerns the gene TNFSF12 and gastroesophageal reflux disease.