A survey of immune checkpoint receptor ligands revealed upregulation of Lgals3 in fibroblasts, Hmgb1 in tumor cells, and Lgals9 and Cd274 across cell clusters (Figure 3F). Here, HMGB1 is linked to neoplasm.