Dysfunctional T cell subgroups (characterised by T cell exhaustion), immunosuppressive myeloid subgroups marked by SPP1, PDCD1, or TERM2, and fibroblasts have been observed at the tumour boundary. Here, SPP1 is linked to neoplasm.