Furthermore, our findings reveal that the expression of ECHS1 is linked to various cancers, including colorectal cancer (31), hepatocellular carcinoma (32, 33), and breast cancer (34, 35), through its effects on metabolism and cell signaling pathways. The gene discussed is ECHS1; the disease is breast carcinoma.