The UMAP and heatmap indicated that CXCL12 was predominantly expressed in specific tumor clusters, including Tumor 3 and Tumor 6, as well as in myeloid-cell clusters, while PD-L1 was predominantly expressed in myeloid-cell cluster (Fig. 1E, F). The gene discussed is CXCL12; the disease is neoplasm.