Further, CCA analysis of the clinical parameters screened according to VIF and BioENV showed that albumin and gamma-glutamyltransferase (GGT) were important drivers of fungal distribution in HCC patients (Fig. 4D, Additional file 7: Table S6). Here, ALB is linked to hepatocellular carcinoma.