This study analyzed a public gene expression dataset and clinical data to identify genes linked to lipid-induced irritable bowel syndrome (IBS) symptoms. It found that lower expression of APOD and FCGR2A genes in the small intestine and blood is associated with IBS and may serve as diagnostic biomarkers.