To elucidate the interaction between THBD+ macrophages and malignant cells, cell–cell communication analysis was performed, demonstrating the robust communication capacity of THBD+ macrophages with malignant tumour cells compared to other subtypes (Figure 4E). Here, THBD is linked to cancer.