Machine learning highlighted four hub genes (<i>DNASE1L3</i>, <i>PTPN14</i>, <i>SELENBP1</i>, <i>ECRG4</i>), forming a robust predictive model for SLE occurrence and CRC prognosis. Here, SELENBP1 is linked to colorectal carcinoma.