Univariable analysis identified bilirubin, albumin, haemoglobin, sex, race as significantly associated with the development of grade ≥ 3 HFS following sorafenib initiation (P < 0.05, Supplementary Table 2). The gene discussed is ALB; the disease is Hand-foot syndrome.