IgM-free AIM showed the highest AUROC in each disease group including all cancer stages of HCC and in all the patients together (Fig. 3a–d); the same result was obtained when HCC was limited to stages 1–2 (Online Resource 5). This evidence concerns the gene CD40LG and cancer.